Noise_method gaussian
stjerten256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.026257389600550143
0.026257389600550143
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129896710513601, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131296651629075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131296813406908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13129681340691, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131296813406908"
[1] "Starting iterative with newton 0.131296813406908"
[1] "Starting newton at: 0.038547538972103"
[1] "Newton iter: 1, lambda:0.0607894079411333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0608129447251466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060812944751496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0608129447251466"
[1] "Starting iterative with newton 0.0608129447251466"
[1] "Starting newton at: 0.109031407653864"
[1] "Newton iter: 1, lambda:0.0583284563940777, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0584489631570893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584489638384816, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0584489631570893"
[1] "Starting iterative with newton 0.0584489631570893"
[1] "Starting newton at: 0.111395389221921"
[1] "Newton iter: 1, lambda:0.0582351849104068, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583675881711314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583675889933319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0583675889933319"
[1] "Starting iterative with newton 0.0583675889933319"
[1] "Starting newton at: 0.111476763385679"
[1] "Newton iter: 1, lambda:0.0582319620625454, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583647847484602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583647855758654, diff to last: 0"
[1] "Final threshold is: 0.00153250691381807"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.181990794749524"
[1] "Newton iter: 1, lambda:0.1062212531356, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106617904648582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106617915524191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106617915524191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106617904648582"
[1] "Starting iterative with newton 0.106617904648582"
[1] "Starting newton at: 0.0460378152919069"
[1] "Newton iter: 1, lambda:0.0243853446880374, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0243998981726047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0243998981791773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0243998981791773"
[1] "Starting iterative with newton 0.0243998981791773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226780902164591, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226929924994962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226929925059324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0226929924994962"
[1] "Starting iterative with newton 0.0226929924994962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226436396713896, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226584753148875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022658475321257, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0226584753148875"
[1] "Starting iterative with newton 0.0226584753148875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226429433856121, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226577776842563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226577776906245, diff to last: 0"
[1] "Final threshold is: 0.000594934096138168"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.201548956290501"
[1] "Newton iter: 1, lambda:0.144332553826908, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.144605340308673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144605346539348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144605340308673"
[1] "Starting iterative with newton 0.144605340308673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0837800518222141, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842121813602782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0842121928342995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0842121928342995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0842121928342995"
[1] "Starting iterative with newton 0.0842121928342995"
[1] "Starting newton at: 0.0464682666970561"
[1] "Newton iter: 1, lambda:0.0817739387665999, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0818501321794763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0818501325339657, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0818501321794763"
[1] "Starting iterative with newton 0.0818501321794763"
[1] "Starting newton at: 0.0488303273518794"
[1] "Newton iter: 1, lambda:0.0816895507712249, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817555299976879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817555302634383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0817555299976879"
[1] "Starting iterative with newton 0.0817555299976879"
[1] "Starting newton at: 0.0489249295336678"
[1] "Newton iter: 1, lambda:0.0816861522925799, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817517377231363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817517379857214, diff to last: 0"
[1] "Final threshold is: 0.00214658723481318"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.425358104221237"
[1] "Newton iter: 1, lambda:0.2654552331889, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.269574167836037, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.269576967401086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269576967402379, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269576967401086"
[1] "Starting iterative with newton 0.269576967401086"
[1] "Starting newton at: 0.234837670825648"
[1] "Newton iter: 1, lambda:0.121243020965774, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.122524473092426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122524637082826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122524637082829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122524637082826"
[1] "Starting iterative with newton 0.122524637082826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110428281691657, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111612365376545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111612501266156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111612501266158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111612501266158"
[1] "Starting iterative with newton 0.111612501266158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109615410498945, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110779369261632, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110779500266193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110779500266195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110779500266193"
[1] "Starting iterative with newton 0.110779500266193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109553242905377, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110715670912672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110715801549579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110715801549581, diff to last: 0"
[1] "Final threshold is: 0.0029071079362245"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.444339266723496"
[1] "Newton iter: 1, lambda:0.26183605173918, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.26731321249625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.267318269519576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267318269523884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267318269519576"
[1] "Starting iterative with newton 0.267318269519576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843973383470647, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0850008118037272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0850008426651077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0850008426651078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0850008426651077"
[1] "Starting iterative with newton 0.0850008426651077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732547572896142, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736712873650672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736713008375459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0736713008375459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736713008375459"
[1] "Starting iterative with newton 0.0736713008375459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.072573881298496, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729804035617115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729804163224343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729804163224343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0729804035617115"
[1] "Starting iterative with newton 0.0729804035617115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725324165083295, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729383343104808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729383470289002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729383470289002, diff to last: 0"
[1] "Final threshold is: 0.00191517059475796"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.285749169171863"
[1] "Newton iter: 1, lambda:0.421896388733273, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.426780340051647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426786489722447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426786489732188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.426786489732188"
[1] "Starting iterative with newton 0.426786489732188"
[1] "Starting newton at: 0.215003655209622"
[1] "Newton iter: 1, lambda:0.212891764843573, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.212892492636246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212892492636332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.212892492636246"
[1] "Starting iterative with newton 0.212892492636246"
[1] "Starting newton at: 0.209849397593951"
[1] "Newton iter: 1, lambda:0.190734663650759, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.190791357457681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190791357956942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190791357457681"
[1] "Starting iterative with newton 0.190791357457681"
[1] "Starting newton at: 0.21497902593393"
[1] "Newton iter: 1, lambda:0.188297853041733, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.188407691083648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188407692947813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188407691083648"
[1] "Starting iterative with newton 0.188407691083648"
[1] "Starting newton at: 0.189940863711189"
[1] "Newton iter: 1, lambda:0.188148894999381, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.188149390849931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188149390849969, diff to last: 0"
[1] "Final threshold is: 0.00494031185865282"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0.502654573700348"
[1] "Newton iter: 1, lambda:0.565446537104446, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.566815383969735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.566816023570071, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56681602357021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566816023570071"
[1] "Starting iterative with newton 0.566816023570071"
[1] "Starting newton at: 0.220191256209077"
[1] "Newton iter: 1, lambda:0.299705744035684, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.301187907857994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.301188419497202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301188419497263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301188419497202"
[1] "Starting iterative with newton 0.301188419497202"
[1] "Starting newton at: 0.227516200603725"
[1] "Newton iter: 1, lambda:0.262371568191908, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.26263652198915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262636537262526, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262636537262526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262636537262526"
[1] "Starting iterative with newton 0.262636537262526"
[1] "Starting newton at: 0.244401721141622"
[1] "Newton iter: 1, lambda:0.256796456843735, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.25682956138204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256829561617987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25682956138204"
[1] "Starting iterative with newton 0.25682956138204"
[1] "Starting newton at: 0.247499050543261"
[1] "Newton iter: 1, lambda:0.255934797806588, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.255950103391788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255950103442144, diff to last: 0"
[1] "Final threshold is: 0.00672058158305927"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0.698310734849886"
[1] "Newton iter: 1, lambda:0.57381555404192, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.579234109360003, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.579244812772435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579244812814133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579244812772435"
[1] "Starting iterative with newton 0.579244812772435"
[1] "Starting newton at: 0.252980567094517"
[1] "Newton iter: 1, lambda:0.283977611189885, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.284192522607779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284192532912751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284192532912751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284192532912751"
[1] "Starting iterative with newton 0.284192532912751"
[1] "Starting newton at: 0.237972366128132"
[1] "Newton iter: 1, lambda:0.242757529993769, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.242762242096149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242762242100717, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242762242096149"
[1] "Starting iterative with newton 0.242762242096149"
[1] "Starting newton at: 0.219494168450164"
[1] "Newton iter: 1, lambda:0.236707139458515, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.236767413659828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.23676741439819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23676741439819"
[1] "Starting iterative with newton 0.23676741439819"
[1] "Starting newton at: 0.223941721013995"
[1] "Newton iter: 1, lambda:0.235866857329628, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.235895727416433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235895727585528, diff to last: 0"
[1] "Final threshold is: 0.00619400602431844"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 0.684145705694142"
[1] "Newton iter: 1, lambda:0.70219799921394, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.702351240454742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.702351251426454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702351251426454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702351240454742"
[1] "Starting iterative with newton 0.702351240454742"
[1] "Starting newton at: 0.414844712388116"
[1] "Newton iter: 1, lambda:0.495348931474137, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.49785919978302, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.497861607448867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49786160745108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497861607448867"
[1] "Starting iterative with newton 0.497861607448867"
[1] "Starting newton at: 0.409527316486114"
[1] "Newton iter: 1, lambda:0.450384686047632, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.450992020057506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.45099215341153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450992153411537, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45099215341153"
[1] "Starting iterative with newton 0.45099215341153"
[1] "Starting newton at: 0.406683317080273"
[1] "Newton iter: 1, lambda:0.439555658136346, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.439943091131116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439943144684691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439943144684692, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.439943144684691"
[1] "Starting iterative with newton 0.439943144684691"
[1] "Starting newton at: 0.405165550977931"
[1] "Newton iter: 1, lambda:0.436959657318908, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.437320875892617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437320922297674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437320922297674, diff to last: 0"
[1] "Final threshold is: 0.0114829058372419"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 0.796899227069536"
[1] "Newton iter: 1, lambda:0.809237487523961, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.809323623930107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.809323628106356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.809323623930107"
[1] "Starting iterative with newton 0.809323623930107"
[1] "Starting newton at: 0.637781066589211"
[1] "Newton iter: 1, lambda:0.655505283143911, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.655663493520557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.655663506059017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655663506059017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.655663506059017"
[1] "Starting iterative with newton 0.655663506059017"
[1] "Starting newton at: 0.665230016778096"
[1] "Newton iter: 1, lambda:0.608433019735509, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.609959099504671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.609960220696338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609960220696943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609960220696338"
[1] "Starting iterative with newton 0.609960220696338"
[1] "Starting newton at: 0.662508193437518"
[1] "Newton iter: 1, lambda:0.593986856860142, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.596173194142707, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.59617546667929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596175466681744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59617546667929"
[1] "Starting iterative with newton 0.59617546667929"
[1] "Starting newton at: 0.66372028836248"
[1] "Newton iter: 1, lambda:0.589444600635136, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.591999435736082, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.592002527063926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592002527068449, diff to last: 0"
[1] "Final threshold is: 0.0155444409977465"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 0.822804071887915"
[1] "Newton iter: 1, lambda:0.782938808884836, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.783776050939278, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783776426715175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783776426715251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783776426715251"
[1] "Starting iterative with newton 0.783776426715251"
[1] "Starting newton at: 0.638301978396604"
[1] "Newton iter: 1, lambda:0.630055338285524, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.630087634035801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.630087634532361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.630087634035801"
[1] "Starting iterative with newton 0.630087634035801"
[1] "Starting newton at: 0.617260563646005"
[1] "Newton iter: 1, lambda:0.586339265497698, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.586774067858474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586774154586242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586774154586245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.586774154586245"
[1] "Starting iterative with newton 0.586774154586245"
[1] "Starting newton at: 0.617697596406696"
[1] "Newton iter: 1, lambda:0.573399494506735, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.574278869976296, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.574279220835995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574279220836051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574279220835995"
[1] "Starting iterative with newton 0.574279220835995"
[1] "Starting newton at: 0.61669458217842"
[1] "Newton iter: 1, lambda:0.569663293197957, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.570650635797482, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570651076668492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57065107666858, diff to last: 0"
[1] "Final threshold is: 0.014983807646058"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.07949142423379"
[1] "Newton iter: 1, lambda:1.05173900992558, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05235311566248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05235342183297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05235342183305, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05235342183297"
[1] "Starting iterative with newton 1.05235342183297"
[1] "Starting newton at: 1.05225851718419"
[1] "Newton iter: 1, lambda:1.11337400768671, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.1166299327309, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.11663885260046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11663885266726, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11663885266726"
[1] "Starting iterative with newton 1.11663885266726"
[1] "Starting newton at: 1.043377129843"
[1] "Newton iter: 1, lambda:1.13804331384798, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14613007834545, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.14618611257147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14618611524718, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14618611524718"
[1] "Starting iterative with newton 1.14618611524718"
[1] "Starting newton at: 1.03617792901109"
[1] "Newton iter: 1, lambda:1.14800919352227, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.15947853132401, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.15959226092415, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15959227201986, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15959227201986, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.15959226092415"
[1] "Starting iterative with newton 1.15959226092415"
[1] "Starting newton at: 1.03148691058858"
[1] "Newton iter: 1, lambda:1.15204817114126, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.16548013709394, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.16563679597075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16563681708657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16563681708657, diff to last: 0"
[1] "Final threshold is: 0.0306065800389872"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.1954765687773"
[1] "Newton iter: 1, lambda:1.19383864619604, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.19384112712166, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19384112712736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19384112712736"
[1] "Starting iterative with newton 1.19384112712736"
[1] "Starting newton at: 1.15886629056019"
[1] "Newton iter: 1, lambda:1.35364196746752, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.39671006002056, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.39862561140768, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39862927021093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862927022426, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39862927021093"
[1] "Starting iterative with newton 1.39862927021093"
[1] "Starting newton at: 1.82476929890565"
[1] "Newton iter: 1, lambda:1.31436128746249, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.46371268969797, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.48941976067666, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.49011192105001, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.49011241126867, diff to last: 0"
[1] "Newton iter: 6, lambda:1.49011241126892, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49011241126892"
[1] "Starting iterative with newton 1.49011241126892"
[1] "Starting newton at: 1.86920269798715"
[1] "Newton iter: 1, lambda:1.34053575355361, diff to last: 0.529"
[1] "Newton iter: 2, lambda:1.49757714531344, diff to last: 0.157"
[1] "Newton iter: 3, lambda:1.52655213671099, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.52744405198953, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52744487478105, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52744487478175, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52744487478175"
[1] "Starting iterative with newton 1.52744487478175"
[1] "Starting newton at: 1.86595422570054"
[1] "Newton iter: 1, lambda:1.37815655602347, diff to last: 0.488"
[1] "Newton iter: 2, lambda:1.51850772185107, diff to last: 0.14"
[1] "Newton iter: 3, lambda:1.5415319807212, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.54209446644504, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5420947949258, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54209479492591, diff to last: 0"
[1] "Final threshold is: 0.0404913838313501"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.32118651390649"
[1] "Newton iter: 1, lambda:1.10039177736365, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.13641421546806, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.13759400051749, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13759523750782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13759523750917, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13759523750917"
[1] "Starting iterative with newton 1.13759523750917"
[1] "Starting newton at: 1.28281877684785"
[1] "Newton iter: 1, lambda:1.29495695945148, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.29509923295134, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29509925231257, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29509925231257, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29509925231257"
[1] "Starting iterative with newton 1.29509925231257"
[1] "Starting newton at: 1.29602323887719"
[1] "Newton iter: 1, lambda:1.36547297805057, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.37050585444513, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.37053097913525, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37053097975871, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37053097913525"
[1] "Starting iterative with newton 1.37053097913525"
[1] "Starting newton at: 1.31129193180618"
[1] "Newton iter: 1, lambda:1.39713433218966, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.40503996773205, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.40510301329226, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40510301727432, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40510301727432"
[1] "Starting iterative with newton 1.40510301727432"
[1] "Starting newton at: 1.32866697214379"
[1] "Newton iter: 1, lambda:1.4128963412917, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.42055399036664, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.42061350811921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42061351169048, diff to last: 0"
[1] "Final threshold is: 0.0373016024482627"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25896409894747"
[1] "Newton iter: 1, lambda:1.47922250364382, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.55712576403132, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56641700664031, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56654098378209, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56654100563382, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56654100563382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56654100563382"
[1] "Starting iterative with newton 1.56654100563382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115676008461084"
threshold is:
[{'ad': 0.0015325069138180671, 'da': 0.000594934096138168, 'dd': 0.00214658723481318}, {'ad': 0.0029071079362244998, 'da': 0.0019151705947579604, 'dd': 0.004940311858652823}, {'ad': 0.006720581583059267, 'da': 0.006194006024318442, 'dd': 0.011482905837241935}, {'ad': 0.015544440997746505, 'da': 0.014983807646057994, 'dd': 0.030606580038987228}, {'ad': 0.04049138383135009, 'da': 0.03730160244826266, 'dd': 0.11567600846108368}]
Number of points in noise estimation: 128
Estimated noise: 0.026257389600550143
0.026257389600550143
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.8425351122539"
[1] "Starting iterative with newton 19.8425351122539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4357646497855"
[1] "Starting iterative with newton 18.4357646497855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8403447228799"
[1] "Starting iterative with newton 14.8403447228799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.26235053695642"
[1] "Starting iterative with newton 8.26235053695642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.67214422204264"
[1] "Starting iterative with newton 7.67214422204264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82086894828837"
[1] "Starting iterative with newton 4.82086894828837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 1.97314677144387"
[1] "Newton iter: 1, lambda:1.54166905784816, diff to last: 0.431"
[1] "Newton iter: 2, lambda:1.48926121191273, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.48712097597104, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48711719047836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48711719046649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48711719047836"
[1] "Starting iterative with newton 1.48711719047836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 1.56920790720112"
[1] "Newton iter: 1, lambda:1.31281500788267, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.26307249771413, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.26026310112711, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26025381294561, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26025381284394, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26025381284394"
[1] "Starting iterative with newton 1.26025381284394"
[1] "Starting newton at: 1.46560397070438"
[1] "Newton iter: 1, lambda:1.20306375923459, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.13579325855043, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.12931989852618, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.1292578928658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12925788717173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12925788717173"
[1] "Starting iterative with newton 1.12925788717173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 1.60586525772337"
[1] "Newton iter: 1, lambda:1.35270223419354, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.30844211440147, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.30639613381374, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30639160185635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30639160183408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30639160183408"
[1] "Starting iterative with newton 1.30639160183408"
[1] "Starting newton at: 1.52494426515355"
[1] "Newton iter: 1, lambda:1.27686492988575, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.22492553362314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.2216362892332, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22162266055147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22162266031719, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22162266031719"
[1] "Starting iterative with newton 1.22162266031719"
[1] "Starting newton at: 1.44973189897621"
[1] "Newton iter: 1, lambda:1.18771718760885, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.11808182871236, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.11092096358031, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.11084268156757, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11084267220649, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.11084267220649"
[1] "Starting iterative with newton 1.11084267220649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.04757472274499"
[1] "Newton iter: 1, lambda:1.11369314017763, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.10737431976233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.1073161580569, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10731615312033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10731615312033"
[1] "Starting iterative with newton 1.10731615312033"
[1] "Starting newton at: 1.40896200951839"
[1] "Newton iter: 1, lambda:1.42232878645614, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42219246533249, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42219245143556, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42219245143556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42219245143556"
[1] "Starting iterative with newton 1.42219245143556"
[1] "Starting newton at: 1.66684533761179"
[1] "Newton iter: 1, lambda:1.72494790119829, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.72379059691138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.72379023221585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72379023221581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72379023221581"
[1] "Starting iterative with newton 1.72379023221581"
[1] "Starting newton at: 1.96909777038898"
[1] "Newton iter: 1, lambda:1.96889107769615, diff to last: 0"
[1] "Newton iter: 2, lambda:1.96889107769641, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96889107769615"
[1] "Starting iterative with newton 1.96889107769615"
[1] "Starting newton at: 2.19666609673301"
[1] "Newton iter: 1, lambda:2.13225399734542, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.13304029973567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13304038305353, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13304038305353, diff to last: 0"
[1] "Final threshold is: 0.0560080723715433"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.31963183023644"
[1] "Newton iter: 1, lambda:1.34822394158907, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.34750481139408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34750437242475, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34750437242458, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34750437242475"
[1] "Starting iterative with newton 1.34750437242475"
[1] "Starting newton at: 1.99870844684082"
[1] "Newton iter: 1, lambda:1.98729338331807, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.98731521688534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98731521695939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.98731521688534"
[1] "Starting iterative with newton 1.98731521688534"
[1] "Starting newton at: 2.32319981611663"
[1] "Newton iter: 1, lambda:2.38692306687672, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.38865156166544, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38865295596028, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38865295596119, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38865295596119"
[1] "Starting iterative with newton 2.38865295596119"
[1] "Starting newton at: 2.62204174274588"
[1] "Newton iter: 1, lambda:2.60255485946857, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.60276703816848, diff to last: 0"
[1] "Newton iter: 3, lambda:2.6027670630939, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6027670630939, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60276703816848"
[1] "Starting iterative with newton 2.60276703816848"
[1] "Starting newton at: 2.72487781217573"
[1] "Newton iter: 1, lambda:2.70771794812739, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.70788962342179, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70788964054083, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70788964054083, diff to last: 0"
[1] "Final threshold is: 0.0711021132869743"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.21942902488595"
[1] "Newton iter: 1, lambda:1.25149579717832, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.2503506212732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2503491918176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25034919181537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25034919181537"
[1] "Starting iterative with newton 1.25034919181537"
[1] "Starting newton at: 1.77318714861486"
[1] "Newton iter: 1, lambda:1.78916648185515, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.78912663427819, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78912663406187, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78912663427819"
[1] "Starting iterative with newton 1.78912663427819"
[1] "Starting newton at: 2.16503842254596"
[1] "Newton iter: 1, lambda:2.17143984629881, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.17144990677904, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17144990680445, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17144990680445"
[1] "Starting iterative with newton 2.17144990680445"
[1] "Starting newton at: 2.39419925430188"
[1] "Newton iter: 1, lambda:2.37856747277873, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.37866205698165, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37866206036155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37866205698165"
[1] "Starting iterative with newton 2.37866205698165"
[1] "Starting newton at: 2.48802058998071"
[1] "Newton iter: 1, lambda:2.49380337093657, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.4938176467497, diff to last: 0"
[1] "Newton iter: 3, lambda:2.49381764683725, diff to last: 0"
[1] "Final threshold is: 0.0654811415434339"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93345384914355"
[1] "Newton iter: 1, lambda:2.19740965605917, diff to last: 0.264"
[1] "Newton iter: 2, lambda:2.23086892309036, diff to last: 0.033"
[1] "Newton iter: 3, lambda:2.23175020208546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23175082819312, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23175082819344, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23175082819312"
[1] "Starting iterative with newton 2.23175082819312"
[1] "Starting newton at: 3.09469019744535"
[1] "Newton iter: 1, lambda:3.05958468209303, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.06120833664825, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.06121192306798, diff to last: 0"
[1] "Newton iter: 4, lambda:3.06121192308545, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.06121192308545"
[1] "Starting iterative with newton 3.06121192308545"
[1] "Starting newton at: 3.56177808884449"
[1] "Newton iter: 1, lambda:3.61129627410605, diff to last: 0.05"
[1] "Newton iter: 2, lambda:3.6153519554317, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.61537768875362, diff to last: 0"
[1] "Newton iter: 4, lambda:3.61537768978407, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.61537768978407"
[1] "Starting iterative with newton 3.61537768978407"
[1] "Starting newton at: 3.89350153703307"
[1] "Newton iter: 1, lambda:3.91538987570926, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.91620466832729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.91620576036416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.91620576036612, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.91620576036612"
[1] "Starting iterative with newton 3.91620576036612"
[1] "Starting newton at: 3.99468495323965"
[1] "Newton iter: 1, lambda:4.11822335194931, diff to last: 0.124"
[1] "Newton iter: 2, lambda:4.1502058477377, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.15205843529966, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.15206432351625, diff to last: 0"
[1] "Newton iter: 5, lambda:4.15206432357553, diff to last: 0"
[1] "Final threshold is: 0.109022370590667"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.056008072371543254}, {'ad': 0.07110211328697434, 'da': 0.06548114154343394, 'dd': 0.10902237059066741}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369410125262688. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02625738960055014
0.02625738960055014
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.8425351122539"
[1] "Starting iterative with newton 19.8425351122539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4357646497855"
[1] "Starting iterative with newton 18.4357646497855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8403447228799"
[1] "Starting iterative with newton 14.8403447228799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.26235053695642"
[1] "Starting iterative with newton 8.26235053695642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.67214422204264"
[1] "Starting iterative with newton 7.67214422204264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82086894828837"
[1] "Starting iterative with newton 4.82086894828837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 1.97314677144387"
[1] "Newton iter: 1, lambda:1.54166905784816, diff to last: 0.431"
[1] "Newton iter: 2, lambda:1.48926121191273, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.48712097597104, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48711719047836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4871171904665, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48711719047836"
[1] "Starting iterative with newton 1.48711719047836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 1.56920790720112"
[1] "Newton iter: 1, lambda:1.31281500788267, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.26307249771413, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.26026310112711, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26025381294561, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26025381284394, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26025381284394"
[1] "Starting iterative with newton 1.26025381284394"
[1] "Starting newton at: 1.46560397070438"
[1] "Newton iter: 1, lambda:1.20306375923459, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.13579325855043, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.12931989852618, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.1292578928658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12925788717173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12925788717173"
[1] "Starting iterative with newton 1.12925788717173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 1.60586525772337"
[1] "Newton iter: 1, lambda:1.35270223419354, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.30844211440147, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.30639613381374, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30639160185635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30639160183408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30639160183408"
[1] "Starting iterative with newton 1.30639160183408"
[1] "Starting newton at: 1.52494426515355"
[1] "Newton iter: 1, lambda:1.27686492988575, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.22492553362314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.2216362892332, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22162266055147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22162266031719, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22162266031719"
[1] "Starting iterative with newton 1.22162266031719"
[1] "Starting newton at: 1.44973189897621"
[1] "Newton iter: 1, lambda:1.18771718760885, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.11808182871236, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.11092096358031, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.11084268156757, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11084267220649, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.11084267220649"
[1] "Starting iterative with newton 1.11084267220649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.04757472274499"
[1] "Newton iter: 1, lambda:1.11369314017763, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.10737431976233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.1073161580569, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10731615312033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10731615312033"
[1] "Starting iterative with newton 1.10731615312033"
[1] "Starting newton at: 1.40896200951839"
[1] "Newton iter: 1, lambda:1.42232878645614, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42219246533249, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42219245143556, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42219245143556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42219245143556"
[1] "Starting iterative with newton 1.42219245143556"
[1] "Starting newton at: 1.66684533761179"
[1] "Newton iter: 1, lambda:1.72494790119829, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.72379059691138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.72379023221585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72379023221581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72379023221581"
[1] "Starting iterative with newton 1.72379023221581"
[1] "Starting newton at: 1.96909777038898"
[1] "Newton iter: 1, lambda:1.96889107769615, diff to last: 0"
[1] "Newton iter: 2, lambda:1.96889107769641, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96889107769615"
[1] "Starting iterative with newton 1.96889107769615"
[1] "Starting newton at: 2.19666609673301"
[1] "Newton iter: 1, lambda:2.13225399734542, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.13304029973567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13304038305353, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13304038305353, diff to last: 0"
[1] "Final threshold is: 0.0560080723715432"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.31963183023644"
[1] "Newton iter: 1, lambda:1.34822394158907, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.34750481139408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34750437242475, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34750437242458, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34750437242475"
[1] "Starting iterative with newton 1.34750437242475"
[1] "Starting newton at: 1.99870844684082"
[1] "Newton iter: 1, lambda:1.98729338331807, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.98731521688534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98731521695939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.98731521688534"
[1] "Starting iterative with newton 1.98731521688534"
[1] "Starting newton at: 2.32319981611663"
[1] "Newton iter: 1, lambda:2.38692306687672, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.38865156166544, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38865295596028, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38865295596119, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38865295596119"
[1] "Starting iterative with newton 2.38865295596119"
[1] "Starting newton at: 2.62204174274588"
[1] "Newton iter: 1, lambda:2.60255485946857, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.60276703816848, diff to last: 0"
[1] "Newton iter: 3, lambda:2.6027670630939, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6027670630939, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60276703816848"
[1] "Starting iterative with newton 2.60276703816848"
[1] "Starting newton at: 2.72487781217573"
[1] "Newton iter: 1, lambda:2.70771794812739, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.70788962342179, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70788964054083, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70788964054083, diff to last: 0"
[1] "Final threshold is: 0.0711021132869743"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.21942902488595"
[1] "Newton iter: 1, lambda:1.25149579717832, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.2503506212732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2503491918176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25034919181537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25034919181537"
[1] "Starting iterative with newton 1.25034919181537"
[1] "Starting newton at: 1.77318714861486"
[1] "Newton iter: 1, lambda:1.78916648185515, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.78912663427819, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78912663406187, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78912663427819"
[1] "Starting iterative with newton 1.78912663427819"
[1] "Starting newton at: 2.16503842254596"
[1] "Newton iter: 1, lambda:2.17143984629881, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.17144990677904, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17144990680445, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17144990677904"
[1] "Starting iterative with newton 2.17144990677904"
[1] "Starting newton at: 2.39419925430188"
[1] "Newton iter: 1, lambda:2.37856747277873, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.37866205698165, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37866206036155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37866205698165"
[1] "Starting iterative with newton 2.37866205698165"
[1] "Starting newton at: 2.48802058998071"
[1] "Newton iter: 1, lambda:2.49380337093657, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.4938176467497, diff to last: 0"
[1] "Newton iter: 3, lambda:2.49381764683725, diff to last: 0"
[1] "Final threshold is: 0.0654811415434339"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93345384914355"
[1] "Newton iter: 1, lambda:2.19740965605917, diff to last: 0.264"
[1] "Newton iter: 2, lambda:2.23086892309036, diff to last: 0.033"
[1] "Newton iter: 3, lambda:2.23175020208546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23175082819312, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23175082819343, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23175082819312"
[1] "Starting iterative with newton 2.23175082819312"
[1] "Starting newton at: 3.09469019744535"
[1] "Newton iter: 1, lambda:3.05958468209303, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.06120833664825, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.06121192306798, diff to last: 0"
[1] "Newton iter: 4, lambda:3.06121192308545, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.06121192308545"
[1] "Starting iterative with newton 3.06121192308545"
[1] "Starting newton at: 3.56177808884449"
[1] "Newton iter: 1, lambda:3.61129627410605, diff to last: 0.05"
[1] "Newton iter: 2, lambda:3.6153519554317, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.61537768875362, diff to last: 0"
[1] "Newton iter: 4, lambda:3.61537768978407, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.61537768978407"
[1] "Starting iterative with newton 3.61537768978407"
[1] "Starting newton at: 3.89350153703307"
[1] "Newton iter: 1, lambda:3.91538987570926, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.91620466832729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.91620576036416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.91620576036612, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.91620576036612"
[1] "Starting iterative with newton 3.91620576036612"
[1] "Starting newton at: 3.99468495323965"
[1] "Newton iter: 1, lambda:4.11822335194931, diff to last: 0.124"
[1] "Newton iter: 2, lambda:4.1502058477377, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.15205843529966, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.15206432351625, diff to last: 0"
[1] "Newton iter: 5, lambda:4.15206432357553, diff to last: 0"
[1] "Final threshold is: 0.109022370590667"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05600807237154325}, {'ad': 0.07110211328697434, 'da': 0.06548114154343393, 'dd': 0.10902237059066737}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369410125262688. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02625738960055014
0.02625738960055014
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129896710513601, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131296651629075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131296813406908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13129681340691, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131296813406908"
[1] "Starting iterative with newton 0.131296813406908"
[1] "Starting newton at: 0.038547538972103"
[1] "Newton iter: 1, lambda:0.0607894079411333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0608129447251466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060812944751496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0608129447251466"
[1] "Starting iterative with newton 0.0608129447251466"
[1] "Starting newton at: 0.109031407653864"
[1] "Newton iter: 1, lambda:0.0583284563940777, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0584489631570893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584489638384816, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0584489631570893"
[1] "Starting iterative with newton 0.0584489631570893"
[1] "Starting newton at: 0.111395389221921"
[1] "Newton iter: 1, lambda:0.0582351849104068, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583675881711314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583675889933319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0583675889933319"
[1] "Starting iterative with newton 0.0583675889933319"
[1] "Starting newton at: 0.111476763385679"
[1] "Newton iter: 1, lambda:0.0582319620625454, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0583647847484602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0583647855758654, diff to last: 0"
[1] "Final threshold is: 0.00153250691381807"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.181990794749524"
[1] "Newton iter: 1, lambda:0.1062212531356, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106617904648582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106617915524191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106617915524191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106617904648582"
[1] "Starting iterative with newton 0.106617904648582"
[1] "Starting newton at: 0.046037815291907"
[1] "Newton iter: 1, lambda:0.0243853446880374, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0243998981726047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0243998981791773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0243998981791773"
[1] "Starting iterative with newton 0.0243998981791773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226780902164591, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226929924994962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226929925059324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0226929924994962"
[1] "Starting iterative with newton 0.0226929924994962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226436396713896, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226584753148875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022658475321257, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0226584753148875"
[1] "Starting iterative with newton 0.0226584753148875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226429433856121, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0226577776842563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0226577776906245, diff to last: 0"
[1] "Final threshold is: 0.000594934096138168"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.201548956290501"
[1] "Newton iter: 1, lambda:0.144332553826908, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.144605340308673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144605346539348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144605340308673"
[1] "Starting iterative with newton 0.144605340308673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0837800518222141, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842121813602782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0842121928342995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0842121928342995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0842121928342995"
[1] "Starting iterative with newton 0.0842121928342995"
[1] "Starting newton at: 0.0464682666970562"
[1] "Newton iter: 1, lambda:0.0817739387665999, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0818501321794762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0818501325339657, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0818501321794762"
[1] "Starting iterative with newton 0.0818501321794762"
[1] "Starting newton at: 0.0488303273518794"
[1] "Newton iter: 1, lambda:0.0816895507712249, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817555299976878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817555302634383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0817555299976878"
[1] "Starting iterative with newton 0.0817555299976878"
[1] "Starting newton at: 0.0489249295336678"
[1] "Newton iter: 1, lambda:0.0816861522925799, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0817517377231363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0817517379857213, diff to last: 0"
[1] "Final threshold is: 0.00214658723481318"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.425358104221237"
[1] "Newton iter: 1, lambda:0.2654552331889, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.269574167836037, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.269576967401086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269576967402379, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269576967401086"
[1] "Starting iterative with newton 0.269576967401086"
[1] "Starting newton at: 0.234837670825648"
[1] "Newton iter: 1, lambda:0.121243020965774, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.122524473092426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122524637082826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122524637082829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122524637082826"
[1] "Starting iterative with newton 0.122524637082826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110428281691656, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111612365376545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111612501266156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111612501266158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111612501266158"
[1] "Starting iterative with newton 0.111612501266158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109615410498945, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110779369261632, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110779500266193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110779500266195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110779500266193"
[1] "Starting iterative with newton 0.110779500266193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109553242905377, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110715670912672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110715801549579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110715801549581, diff to last: 0"
[1] "Final threshold is: 0.0029071079362245"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.444339266723496"
[1] "Newton iter: 1, lambda:0.26183605173918, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.26731321249625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.267318269519576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267318269523884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267318269519576"
[1] "Starting iterative with newton 0.267318269519576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843973383470647, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0850008118037272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0850008426651077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0850008426651078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0850008426651078"
[1] "Starting iterative with newton 0.0850008426651078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732547572896142, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736712873650672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736713008375459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0736713008375459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736713008375459"
[1] "Starting iterative with newton 0.0736713008375459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.072573881298496, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729804035617115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729804163224343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729804163224343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0729804035617115"
[1] "Starting iterative with newton 0.0729804035617115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725324165083295, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729383343104808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729383470289001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0729383470289002, diff to last: 0"
[1] "Final threshold is: 0.00191517059475796"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.285749169171864"
[1] "Newton iter: 1, lambda:0.421896388733273, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.426780340051647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426786489722447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426786489732188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.426786489732188"
[1] "Starting iterative with newton 0.426786489732188"
[1] "Starting newton at: 0.215003655209622"
[1] "Newton iter: 1, lambda:0.212891764843573, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.212892492636246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212892492636332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.212892492636246"
[1] "Starting iterative with newton 0.212892492636246"
[1] "Starting newton at: 0.209849397593951"
[1] "Newton iter: 1, lambda:0.190734663650759, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.190791357457681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190791357956942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190791357457681"
[1] "Starting iterative with newton 0.190791357457681"
[1] "Starting newton at: 0.21497902593393"
[1] "Newton iter: 1, lambda:0.188297853041733, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.188407691083648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188407692947813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188407691083648"
[1] "Starting iterative with newton 0.188407691083648"
[1] "Starting newton at: 0.189940863711189"
[1] "Newton iter: 1, lambda:0.188148894999381, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.188149390849931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188149390849969, diff to last: 0"
[1] "Final threshold is: 0.00494031185865282"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.9153137786129"
[1] "Starting iterative with newton 2.9153137786129"
[1] "Starting newton at: 0.502654573700347"
[1] "Newton iter: 1, lambda:0.565446537104446, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.566815383969735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.566816023570071, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566816023570211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566816023570071"
[1] "Starting iterative with newton 0.566816023570071"
[1] "Starting newton at: 0.220191256209077"
[1] "Newton iter: 1, lambda:0.299705744035684, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.301187907857994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.301188419497202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301188419497263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301188419497202"
[1] "Starting iterative with newton 0.301188419497202"
[1] "Starting newton at: 0.227516200603725"
[1] "Newton iter: 1, lambda:0.262371568191908, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.26263652198915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262636537262526, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262636537262526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262636537262526"
[1] "Starting iterative with newton 0.262636537262526"
[1] "Starting newton at: 0.244401721141622"
[1] "Newton iter: 1, lambda:0.256796456843735, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.25682956138204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256829561617987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25682956138204"
[1] "Starting iterative with newton 0.25682956138204"
[1] "Starting newton at: 0.247499050543261"
[1] "Newton iter: 1, lambda:0.255934797806587, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.255950103391788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255950103442144, diff to last: 0"
[1] "Final threshold is: 0.00672058158305927"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07315476072093"
[1] "Starting iterative with newton 3.07315476072093"
[1] "Starting newton at: 0.698310734849886"
[1] "Newton iter: 1, lambda:0.57381555404192, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.579234109360003, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.579244812772435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579244812814133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579244812772435"
[1] "Starting iterative with newton 0.579244812772435"
[1] "Starting newton at: 0.252980567094517"
[1] "Newton iter: 1, lambda:0.283977611189885, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.284192522607779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284192532912751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284192532912751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284192532912751"
[1] "Starting iterative with newton 0.284192532912751"
[1] "Starting newton at: 0.237972366128132"
[1] "Newton iter: 1, lambda:0.242757529993769, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.242762242096149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242762242100717, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242762242096149"
[1] "Starting iterative with newton 0.242762242096149"
[1] "Starting newton at: 0.219494168450164"
[1] "Newton iter: 1, lambda:0.236707139458515, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.236767413659828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.23676741439819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23676741439819"
[1] "Starting iterative with newton 0.23676741439819"
[1] "Starting newton at: 0.223941721013995"
[1] "Newton iter: 1, lambda:0.235866857329628, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.235895727416433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235895727585528, diff to last: 0"
[1] "Final threshold is: 0.00619400602431844"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.69794124413505"
[1] "Starting iterative with newton 1.69794124413505"
[1] "Starting newton at: 0.684145705694142"
[1] "Newton iter: 1, lambda:0.70219799921394, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.702351240454741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.702351251426454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702351251426454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702351240454741"
[1] "Starting iterative with newton 0.702351240454741"
[1] "Starting newton at: 0.414844712388116"
[1] "Newton iter: 1, lambda:0.495348931474137, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.497859199783019, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.497861607448866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49786160745108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497861607448866"
[1] "Starting iterative with newton 0.497861607448866"
[1] "Starting newton at: 0.409527316486114"
[1] "Newton iter: 1, lambda:0.450384686047631, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.450992020057506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.45099215341153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450992153411537, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45099215341153"
[1] "Starting iterative with newton 0.45099215341153"
[1] "Starting newton at: 0.406683317080273"
[1] "Newton iter: 1, lambda:0.439555658136346, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.439943091131115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439943144684691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439943144684692, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.439943144684691"
[1] "Starting iterative with newton 0.439943144684691"
[1] "Starting newton at: 0.405165550977931"
[1] "Newton iter: 1, lambda:0.436959657318908, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.437320875892616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437320922297674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437320922297674, diff to last: 0"
[1] "Final threshold is: 0.0114829058372419"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36457504144629"
[1] "Starting iterative with newton 1.36457504144629"
[1] "Starting newton at: 0.796899227069536"
[1] "Newton iter: 1, lambda:0.809237487523961, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.809323623930107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.809323628106356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.809323623930107"
[1] "Starting iterative with newton 0.809323623930107"
[1] "Starting newton at: 0.637781066589211"
[1] "Newton iter: 1, lambda:0.655505283143911, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.655663493520557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.655663506059017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655663506059017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.655663506059017"
[1] "Starting iterative with newton 0.655663506059017"
[1] "Starting newton at: 0.665230016778096"
[1] "Newton iter: 1, lambda:0.608433019735509, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.609959099504671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.609960220696338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609960220696942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609960220696338"
[1] "Starting iterative with newton 0.609960220696338"
[1] "Starting newton at: 0.662508193437518"
[1] "Newton iter: 1, lambda:0.593986856860142, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.596173194142707, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.59617546667929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596175466681744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.596175466681744"
[1] "Starting iterative with newton 0.596175466681744"
[1] "Starting newton at: 0.663720288360026"
[1] "Newton iter: 1, lambda:0.589444600636112, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.591999435736826, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.59200252706467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592002527069193, diff to last: 0"
[1] "Final threshold is: 0.015544440997766"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38480708423616"
[1] "Starting iterative with newton 1.38480708423616"
[1] "Starting newton at: 0.822804071887915"
[1] "Newton iter: 1, lambda:0.782938808884836, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.783776050939278, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783776426715175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783776426715251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783776426715175"
[1] "Starting iterative with newton 0.783776426715175"
[1] "Starting newton at: 0.63830197839668"
[1] "Newton iter: 1, lambda:0.630055338285502, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.63008763403578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.63008763453234, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63008763403578"
[1] "Starting iterative with newton 0.63008763403578"
[1] "Starting newton at: 0.617260563646026"
[1] "Newton iter: 1, lambda:0.586339265497691, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.586774067858468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586774154586236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586774154586239, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.586774154586236"
[1] "Starting iterative with newton 0.586774154586236"
[1] "Starting newton at: 0.617697596406706"
[1] "Newton iter: 1, lambda:0.573399494506732, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.574278869976293, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.574279220835992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574279220836048, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574279220835992"
[1] "Starting iterative with newton 0.574279220835992"
[1] "Starting newton at: 0.616694582178423"
[1] "Newton iter: 1, lambda:0.569663293197956, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.570650635797481, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570651076668491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570651076668579, diff to last: 0"
[1] "Final threshold is: 0.014983807646058"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916015996918676"
[1] "Starting iterative with newton 0.916015996918676"
[1] "Starting newton at: 1.07949142423379"
[1] "Newton iter: 1, lambda:1.05173900992558, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05235311566248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05235342183297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05235342183305, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05235342183305"
[1] "Starting iterative with newton 1.05235342183305"
[1] "Starting newton at: 1.05225851718412"
[1] "Newton iter: 1, lambda:1.11337400768674, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.11662993273094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.1166388526005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1166388526673, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1166388526673"
[1] "Starting iterative with newton 1.1166388526673"
[1] "Starting newton at: 1.04337712984297"
[1] "Newton iter: 1, lambda:1.13804331384798, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14613007834547, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.14618611257148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14618611524719, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14618611257148"
[1] "Starting iterative with newton 1.14618611257148"
[1] "Starting newton at: 1.03617793168679"
[1] "Newton iter: 1, lambda:1.14800919300723, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.15947853012879, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.15959225971533, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15959227081103, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15959227081104, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.15959227081103"
[1] "Starting iterative with newton 1.15959227081103"
[1] "Starting newton at: 1.0314869007017"
[1] "Newton iter: 1, lambda:1.1520481728381, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.16548014147938, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.16563680041954, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16563682153538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16563682153538, diff to last: 0"
[1] "Final threshold is: 0.0306065796013546"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.804917213945754"
[1] "Starting iterative with newton 0.804917213945754"
[1] "Starting newton at: 1.1954765687773"
[1] "Newton iter: 1, lambda:1.19383864619604, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.19384112712166, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19384112712736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19384112712736"
[1] "Starting iterative with newton 1.19384112712736"
[1] "Starting newton at: 1.15886629056019"
[1] "Newton iter: 1, lambda:1.35364196746752, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.39671006002056, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.39862561140768, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39862927021093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862927022426, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39862927021093"
[1] "Starting iterative with newton 1.39862927021093"
[1] "Starting newton at: 1.82476929890565"
[1] "Newton iter: 1, lambda:1.31436128746249, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.46371268969797, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.48941976067666, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.49011192105001, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.49011241126867, diff to last: 0"
[1] "Newton iter: 6, lambda:1.49011241126892, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49011241126867"
[1] "Starting iterative with newton 1.49011241126867"
[1] "Starting newton at: 1.86920269798739"
[1] "Newton iter: 1, lambda:1.34053575355304, diff to last: 0.529"
[1] "Newton iter: 2, lambda:1.4975771453132, diff to last: 0.157"
[1] "Newton iter: 3, lambda:1.52655213671088, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.52744405198943, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52744487478095, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52744487478165, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52744487478095"
[1] "Starting iterative with newton 1.52744487478095"
[1] "Starting newton at: 1.86595422570134"
[1] "Newton iter: 1, lambda:1.37815655602178, diff to last: 0.488"
[1] "Newton iter: 2, lambda:1.5185077218504, diff to last: 0.14"
[1] "Newton iter: 3, lambda:1.54153198072087, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.54209446644473, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.54209479492549, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5420947949256, diff to last: 0"
[1] "Final threshold is: 0.0404913838313391"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.833662291810096"
[1] "Starting iterative with newton 0.833662291810096"
[1] "Starting newton at: 1.32118651390649"
[1] "Newton iter: 1, lambda:1.10039177736365, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.13641421546806, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.13759400051749, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13759523750782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13759523750917, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13759523750782"
[1] "Starting iterative with newton 1.13759523750782"
[1] "Starting newton at: 1.28281877684921"
[1] "Newton iter: 1, lambda:1.29495695945086, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.29509923295067, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2950992523119, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2950992523119, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29509923295067"
[1] "Starting iterative with newton 1.29509923295067"
[1] "Starting newton at: 1.29602325823909"
[1] "Newton iter: 1, lambda:1.36547297276634, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.37050584547863, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.37053097013181, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37053097075527, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37053097013181"
[1] "Starting iterative with newton 1.37053097013181"
[1] "Starting newton at: 1.31129194080962"
[1] "Newton iter: 1, lambda:1.39713433024856, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.40503996369918, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.4051030092258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40510301320786, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4051030092258"
[1] "Starting iterative with newton 1.4051030092258"
[1] "Starting newton at: 1.32866698019231"
[1] "Newton iter: 1, lambda:1.41289633957558, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.42055398680861, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.42061350453237, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42061350810363, diff to last: 0"
[1] "Final threshold is: 0.0373016023540814"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0262573896005501"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25896409894747"
[1] "Newton iter: 1, lambda:1.47922250364382, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.55712576403132, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56641700664031, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.5665409837821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56654100563382, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56654100563382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56654100563382"
[1] "Starting iterative with newton 1.56654100563382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115676008461084"
threshold is:
[{'ad': 0.0015325069138180667, 'da': 0.0005949340961381678, 'dd': 0.0021465872348131795}, {'ad': 0.0029071079362244993, 'da': 0.00191517059475796, 'dd': 0.004940311858652823}, {'ad': 0.0067205815830592664, 'da': 0.006194006024318441, 'dd': 0.011482905837241932}, {'ad': 0.015544440997766019, 'da': 0.014983807646057968, 'dd': 0.03060657960135463}, {'ad': 0.04049138383133906, 'da': 0.03730160235408142, 'dd': 0.11567600846108367}]
Number of points in noise estimation: 128
Estimated noise: 0.026257389600550143
0.026257389600550143
threshold is:
[{'ad': 0.00445966933186881, 'da': 0.004008340713229891, 'dd': 0.0034313277390937316}, {'ad': 0.0023105529251852275, 'da': 0.001594187531902519, 'dd': 0.0034860782736842594}, {'ad': 0.006766676377452541, 'da': 0.008337701204995066, 'dd': 0.009478703637810094}, {'ad': 0.013908815300455457, 'da': 0.010318170594725628, 'dd': 0.024881660406695302}, {'ad': 0.030379196022097932, 'da': 0.02717131632848271, 'dd': 0.11567600846108368}]
['stjerten256', 0.025, 0, 0.0006176670556165375, 0.00029733867797519537, 0.00029652000803477227, 0.001353693695259067, 0.00031918994496521404, 0.00038187727307341217, 0.00031918994466949725, 0.00038187727307341217, 32.0924556192198, 35.26748593860556, 35.279459967822625, 28.684795937807127, 34.9595079813241, 34.18076187325837, 34.95950798534767, 34.18076187325837]
stjerten256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.012585247830871"
[1] "Newton iter: 1, lambda:0.150372227799759, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.152114130008808, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.152114406552808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152114406552815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152114406552808"
[1] "Starting iterative with newton 0.152114406552808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0477635642639082, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0478700239724403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0478700245014505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0478700239724403"
[1] "Starting iterative with newton 0.0478700239724403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044294539037547, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443814324095378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443814327440099, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0443814324095378"
[1] "Starting iterative with newton 0.0443814324095378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441782369751538, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442645242637511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442645245929997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442645245929997"
[1] "Starting iterative with newton 0.0442645245929997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441743394575541, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.044260606488584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442606068176588, diff to last: 0"
[1] "Final threshold is: 0.00117353365019848"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100884394536246, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.10157775420446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101577786878669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101577786878669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.101577786878669"
[1] "Starting iterative with newton 0.101577786878669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032872446219565, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329104392241922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329104392749324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329104392241922"
[1] "Starting iterative with newton 0.0329104392241922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305653423582806, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305977078217956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305977078580793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0305977078217956"
[1] "Starting iterative with newton 0.0305977078217956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304882029434894, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305203873461105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305203873819695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305203873461105"
[1] "Starting iterative with newton 0.0305203873461105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304856247248798, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030517803083972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305178031198168, diff to last: 0"
[1] "Final threshold is: 0.000809154498558651"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135761121297031, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.13724219938024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137242374807663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137242374807666, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137242374807663"
[1] "Starting iterative with newton 0.137242374807663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0690123960723298, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692638313306626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692638346655059, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692638313306626"
[1] "Starting iterative with newton 0.0692638313306626"
[1] "Starting newton at: 0.00579419743457826"
[1] "Newton iter: 1, lambda:0.0669971784820802, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0671916929522872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671916949156867, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671916929522872"
[1] "Starting iterative with newton 0.0671916929522872"
[1] "Starting newton at: 0.00786633581295364"
[1] "Newton iter: 1, lambda:0.0669467267616337, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671278893776903, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671278910799378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0671278910799378"
[1] "Starting iterative with newton 0.0671278910799378"
[1] "Starting newton at: 0.00793013768530305"
[1] "Newton iter: 1, lambda:0.066945164514325, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671259236059817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671259253006281, diff to last: 0"
[1] "Final threshold is: 0.00177978880974698"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.264366275788781"
[1] "Newton iter: 1, lambda:0.291318393259903, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.291446580882149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291446583771633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.291446580882149"
[1] "Starting iterative with newton 0.291446580882149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110641639583365, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111797140713744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111797266589436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111797266589438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111797266589438"
[1] "Starting iterative with newton 0.111797266589438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0995965556489055, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100481353464641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100481423240574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100481423240574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100481423240574"
[1] "Starting iterative with newton 0.100481423240574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988940349309147, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997631583916411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997632254692913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997632254692917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0997632254692917"
[1] "Starting iterative with newton 0.0997632254692917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098849415105519, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997175491333888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997176160426858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997176160426863, diff to last: 0"
[1] "Final threshold is: 0.00264393073723124"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.198610860955044"
[1] "Newton iter: 1, lambda:0.269719263443275, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.270545822547009, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.270545933438406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270545933438408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270545933438406"
[1] "Starting iterative with newton 0.270545933438406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09474613230422, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0955318624765411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0955319164897782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0955319164897785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0955319164897782"
[1] "Starting iterative with newton 0.0955319164897782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0834782143011472, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0840511480778153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840511750606504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840511750606504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0840511750606504"
[1] "Starting iterative with newton 0.0840511750606504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082735561749383, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832959451679995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832959708718772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832959708718773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0832959708718772"
[1] "Starting iterative with newton 0.0832959708718772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826867051060538, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832462689864929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832462946080394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832462946080394, diff to last: 0"
[1] "Final threshold is: 0.00220720716969994"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.473583630709759"
[1] "Newton iter: 1, lambda:0.444618553084186, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444838506940544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444838519710734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444838519710734, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444838519710734"
[1] "Starting iterative with newton 0.444838519710734"
[1] "Starting newton at: 0.13386256702714"
[1] "Newton iter: 1, lambda:0.2170103388367, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.218194748749961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.21819498804213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21819498804214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21819498804213"
[1] "Starting iterative with newton 0.21819498804213"
[1] "Starting newton at: 0.247850138936625"
[1] "Newton iter: 1, lambda:0.193395474465634, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.193871219068326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193871255493466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193871255493466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193871255493466"
[1] "Starting iterative with newton 0.193871255493466"
[1] "Starting newton at: 0.250209046189747"
[1] "Newton iter: 1, lambda:0.190613877637334, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.191179827723898, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191179878934521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191179878934521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191179878934521"
[1] "Starting iterative with newton 0.191179878934521"
[1] "Starting newton at: 0.252900422748692"
[1] "Newton iter: 1, lambda:0.190256469443444, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.190881236844468, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190881299207068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190881299207069, diff to last: 0"
[1] "Final threshold is: 0.00506106096559873"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0.611237062350787"
[1] "Newton iter: 1, lambda:0.571523991821745, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.572064463860157, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.572064565230643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572064565230646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572064565230646"
[1] "Starting iterative with newton 0.572064565230646"
[1] "Starting newton at: 0.23454393194299"
[1] "Newton iter: 1, lambda:0.305405056836078, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.306605409238056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306605751359109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306605751359136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306605751359109"
[1] "Starting iterative with newton 0.306605751359109"
[1] "Starting newton at: 0.278638740493722"
[1] "Newton iter: 1, lambda:0.26485896429073, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.264901378356928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26490137875925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.264901378356928"
[1] "Starting iterative with newton 0.264901378356928"
[1] "Starting newton at: 0.303820404731749"
[1] "Newton iter: 1, lambda:0.257637350270456, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.258107440895518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258107489804246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258107489804246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.258107489804246"
[1] "Starting iterative with newton 0.258107489804246"
[1] "Starting newton at: 0.302531797767656"
[1] "Newton iter: 1, lambda:0.256530122513267, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.256995742438837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256995790338318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256995790338319, diff to last: 0"
[1] "Final threshold is: 0.00681403242856959"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0.533963721988519"
[1] "Newton iter: 1, lambda:0.594694290886269, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.596099762428304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596100502494981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596100502495187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596100502494981"
[1] "Starting iterative with newton 0.596100502494981"
[1] "Starting newton at: 0.296953013125443"
[1] "Newton iter: 1, lambda:0.280987782545755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.2810453869716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281045387722596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.2810453869716"
[1] "Starting iterative with newton 0.2810453869716"
[1] "Starting newton at: 0.356650276487084"
[1] "Newton iter: 1, lambda:0.229294967099795, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.23262893036746, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.232631238349875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232631238350981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.232631238349875"
[1] "Starting iterative with newton 0.232631238349875"
[1] "Starting newton at: 0.356589608399471"
[1] "Newton iter: 1, lambda:0.221353254959801, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.225056861760708, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.22505966783881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225059667840421, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.22505966783881"
[1] "Starting iterative with newton 0.22505966783881"
[1] "Starting newton at: 0.364161178910535"
[1] "Newton iter: 1, lambda:0.219655371537497, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.2238708940228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223874520887423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223874520890108, diff to last: 0"
[1] "Final threshold is: 0.00593584915639072"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 0.762673598141022"
[1] "Newton iter: 1, lambda:0.677000280499491, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.680211864478808, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.680216530506216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680216530516054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.680216530506216"
[1] "Starting iterative with newton 0.680216530506216"
[1] "Starting newton at: 0.406361552030542"
[1] "Newton iter: 1, lambda:0.503650808163654, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.507304334541983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.507309401457131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507309401466869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.507309401457131"
[1] "Starting iterative with newton 0.507309401457131"
[1] "Starting newton at: 0.401017037491911"
[1] "Newton iter: 1, lambda:0.46776515389319, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.469403250976251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.469404227074481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469404227074827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.469404227074481"
[1] "Starting iterative with newton 0.469404227074481"
[1] "Starting newton at: 0.398411794656126"
[1] "Newton iter: 1, lambda:0.459476211042892, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.460832580542623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.460833243352484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460833243352642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460833243352484"
[1] "Starting iterative with newton 0.460833243352484"
[1] "Starting newton at: 0.391067088984479"
[1] "Newton iter: 1, lambda:0.457287755769155, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.458880400349536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.458881312237392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458881312237691, diff to last: 0"
[1] "Final threshold is: 0.0121668613261481"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 0.860726462160525"
[1] "Newton iter: 1, lambda:0.786669138124338, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.789594520171351, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.789599242443087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789599242455377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789599242443087"
[1] "Starting iterative with newton 0.789599242443087"
[1] "Starting newton at: 0.54231232736726"
[1] "Newton iter: 1, lambda:0.655790195049902, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.662381405942108, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.662403033490098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.662403033722479, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.662403033490098"
[1] "Starting iterative with newton 0.662403033490098"
[1] "Starting newton at: 0.554715011329445"
[1] "Newton iter: 1, lambda:0.623657592784952, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.625987290809798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625989905781939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625989905785232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.625989905785232"
[1] "Starting iterative with newton 0.625989905785232"
[1] "Starting newton at: 0.568636870287347"
[1] "Newton iter: 1, lambda:0.614314476305539, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.615321730959886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615322215066552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615322215066664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615322215066552"
[1] "Starting iterative with newton 0.615322215066552"
[1] "Starting newton at: 0.569679783779674"
[1] "Newton iter: 1, lambda:0.611341892867503, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.612176640728149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612176972283423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612176972283476, diff to last: 0"
[1] "Final threshold is: 0.0162313699211626"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 0.871487887834557"
[1] "Newton iter: 1, lambda:0.775821821948361, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.780528344339541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.780540263755167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780540263831466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780540263755167"
[1] "Starting iterative with newton 0.780540263755167"
[1] "Starting newton at: 0.618469309888962"
[1] "Newton iter: 1, lambda:0.626063080963621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.626090552867658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626090553226417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.626090552867658"
[1] "Starting iterative with newton 0.626090552867658"
[1] "Starting newton at: 0.613212021834082"
[1] "Newton iter: 1, lambda:0.582519996933375, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.582946848978286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.582946932237855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582946932237858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.582946932237858"
[1] "Starting iterative with newton 0.582946932237858"
[1] "Starting newton at: 0.626357635685087"
[1] "Newton iter: 1, lambda:0.569190772614945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.570643955059773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570644909073308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570644909073719, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.570644909073308"
[1] "Starting iterative with newton 0.570644909073308"
[1] "Starting newton at: 0.624485538112982"
[1] "Newton iter: 1, lambda:0.565579318390488, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.567116527248969, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.56711759119154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56711759119205, diff to last: 0"
[1] "Final threshold is: 0.0150366574180233"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05914720959998"
[1] "Newton iter: 1, lambda:1.06335766537548, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.06337210421542, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06337210438478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06337210421542"
[1] "Starting iterative with newton 1.06337210421542"
[1] "Starting newton at: 1.02252695811264"
[1] "Newton iter: 1, lambda:1.12074596417961, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.12933180498926, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.12939406574763, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12939406900303, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12939406900303"
[1] "Starting iterative with newton 1.12939406900303"
[1] "Starting newton at: 1.01141265479679"
[1] "Newton iter: 1, lambda:1.14290583290637, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.15880218315493, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.15901979321614, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15901983356088, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15901983356088, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15901983356088"
[1] "Starting iterative with newton 1.15901983356088"
[1] "Starting newton at: 1.02524423582783"
[1] "Newton iter: 1, lambda:1.15603622264246, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.17187545582652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.1720928736997, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17209291422398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17209291422398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17209291422398"
[1] "Starting iterative with newton 1.17209291422398"
[1] "Starting newton at: 1.02484847918436"
[1] "Newton iter: 1, lambda:1.16044671840782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.17756383027822, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.17781867056573, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17781872639287, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17781872639287, diff to last: 0"
[1] "Final threshold is: 0.0312288967303792"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.17957001690708"
[1] "Newton iter: 1, lambda:1.19801718105391, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.19833908226719, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19833917899372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19833917899373, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19833917899372"
[1] "Starting iterative with newton 1.19833917899372"
[1] "Starting newton at: 1.13534896663695"
[1] "Newton iter: 1, lambda:1.35073645596547, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.40435427861159, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.40737796795879, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40738717917511, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40738717926036, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40738717917511"
[1] "Starting iterative with newton 1.40738717917511"
[1] "Starting newton at: 1.77912197259819"
[1] "Newton iter: 1, lambda:1.39118707757166, diff to last: 0.388"
[1] "Newton iter: 2, lambda:1.49106938942888, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.50229316958648, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.50242446323249, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50242448100834, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50242448100834, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50242446323249"
[1] "Starting iterative with newton 1.50242446323249"
[1] "Starting newton at: 1.7800402597255"
[1] "Newton iter: 1, lambda:1.4629704725564, diff to last: 0.317"
[1] "Newton iter: 2, lambda:1.53580095435844, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.54170966536864, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54174622237319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54174622376442, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54174622237319"
[1] "Starting iterative with newton 1.54174622237319"
[1] "Starting newton at: 1.78117278066784"
[1] "Newton iter: 1, lambda:1.48896561427681, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.55278802120456, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.55730979021545, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.55733124915215, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55733124963326, diff to last: 0"
[1] "Final threshold is: 0.0412913597652951"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.30534517726257"
[1] "Newton iter: 1, lambda:1.12102235312431, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.14724912065415, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.14787831173092, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14787866768206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14787866768218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14787866768218"
[1] "Starting iterative with newton 1.14787866768218"
[1] "Starting newton at: 1.28785339081275"
[1] "Newton iter: 1, lambda:1.32019561693527, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.32124120444815, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32124227040657, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32124227040768, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32124227040768"
[1] "Starting iterative with newton 1.32124227040768"
[1] "Starting newton at: 1.29107659572643"
[1] "Newton iter: 1, lambda:1.39323122799062, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.40462629255409, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.40475851187123, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40475852949779, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40475852949779, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40475851187123"
[1] "Starting iterative with newton 1.40475851187123"
[1] "Starting newton at: 1.28928276867917"
[1] "Newton iter: 1, lambda:1.42252622489682, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.44265902165565, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.44308135086971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44308153346387, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44308153346391, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44308153346391"
[1] "Starting iterative with newton 1.44308153346391"
[1] "Starting newton at: 1.31448137498729"
[1] "Newton iter: 1, lambda:1.44151591656461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.45989508529956, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46024889834002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46024902733064, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46024902733066, diff to last: 0"
[1] "Final threshold is: 0.0387173043298468"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27097056480432"
[1] "Newton iter: 1, lambda:1.48231917307148, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.5538833458228, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.56166552997278, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.56175217605656, diff to last: 0"
[1] "Newton iter: 5, lambda:1.561752186707, diff to last: 0"
[1] "Newton iter: 6, lambda:1.561752186707, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.561752186707"
[1] "Starting iterative with newton 1.561752186707"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116807285856959"
threshold is:
[{'ad': 0.001173533650198476, 'da': 0.0008091544985586508, 'dd': 0.001779788809746978}, {'ad': 0.0026439307372312397, 'da': 0.002207207169699936, 'dd': 0.005061060965598732}, {'ad': 0.0068140324285695915, 'da': 0.005935849156390716, 'dd': 0.012166861326148113}, {'ad': 0.016231369921162603, 'da': 0.01503665741802326, 'dd': 0.0312288967303792}, {'ad': 0.0412913597652951, 'da': 0.03871730432984681, 'dd': 0.11680728585695872}]
Number of points in noise estimation: 128
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.6055910807165"
[1] "Starting iterative with newton 19.6055910807165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1586342945489"
[1] "Starting iterative with newton 18.1586342945489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2267328298768"
[1] "Starting iterative with newton 15.2267328298768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.14896843544981"
[1] "Starting iterative with newton 8.14896843544981"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.85892615224767"
[1] "Starting iterative with newton 7.85892615224767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.5800845515771"
[1] "Starting iterative with newton 4.5800845515771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 1.91624420604115"
[1] "Newton iter: 1, lambda:1.54316455144296, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.4981208617836, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.49658664316163, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49658476596205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49658476595923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49658476596205"
[1] "Starting iterative with newton 1.49658476596205"
[1] "Starting newton at: 1.83981883485505"
[1] "Newton iter: 1, lambda:1.49089590572379, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.44017875461348, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.43800773368309, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43800354078403, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43800354076836, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43800354076836"
[1] "Starting iterative with newton 1.43800354076836"
[1] "Starting newton at: 1.76277390535115"
[1] "Newton iter: 1, lambda:1.44179383629409, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.38815034801971, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.3854666707752, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38545961920728, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38545961915851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38545961915851"
[1] "Starting iterative with newton 1.38545961915851"
[1] "Starting newton at: 1.70402644071725"
[1] "Newton iter: 1, lambda:1.40678784959489, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.35323499834132, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.35037285053263, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35036430940411, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35036430932791, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35036430940411"
[1] "Starting iterative with newton 1.35036430940411"
[1] "Starting newton at: 1.67569639740303"
[1] "Newton iter: 1, lambda:1.37933549452032, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.32195915341205, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.31848206828103, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31846873426651, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31846873407006, diff to last: 0"
[1] "Final threshold is: 0.0349581162328827"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 1.46526687699363"
[1] "Newton iter: 1, lambda:1.31315607299697, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.29191623677122, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.29141851333989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29141823620636, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29141823620628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29141823620628"
[1] "Starting iterative with newton 1.29141823620628"
[1] "Starting newton at: 1.49911635420233"
[1] "Newton iter: 1, lambda:1.34334206470716, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.32267759552321, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.32223303634356, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32223282741611, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32223282741607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32223282741607"
[1] "Starting iterative with newton 1.32223282741607"
[1] "Starting newton at: 1.53900872790421"
[1] "Newton iter: 1, lambda:1.37950791307123, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.35974881857349, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.35937022016673, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35937007881565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35937007881563, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35937007881563"
[1] "Starting iterative with newton 1.35937007881563"
[1] "Starting newton at: 1.58022588137217"
[1] "Newton iter: 1, lambda:1.41490621394751, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.39565362779996, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.39531865287493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39531854957698, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39531854957697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39531854957697"
[1] "Starting iterative with newton 1.39531854957697"
[1] "Starting newton at: 1.63696339031897"
[1] "Newton iter: 1, lambda:1.45117987596858, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.42992015426179, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.42953984336483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42953971883988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42953971883987, diff to last: 0"
[1] "Final threshold is: 0.0379030722226221"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 1.58829864761136"
[1] "Newton iter: 1, lambda:1.34842869876851, diff to last: 0.24"
[1] "Newton iter: 2, lambda:1.3067498391775, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.30491184666915, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30490815393454, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30490815391962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30490815393454"
[1] "Starting iterative with newton 1.30490815393454"
[1] "Starting newton at: 1.52547855529154"
[1] "Newton iter: 1, lambda:1.27417728445867, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.22029834230743, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.21670605930719, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.21668955825022, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2166895579016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2166895579016"
[1] "Starting iterative with newton 1.2166895579016"
[1] "Starting newton at: 1.44148540836964"
[1] "Newton iter: 1, lambda:1.18523310204966, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.11683944524338, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.10986134359535, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.10978643237227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10978642373536, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.10978643237227"
[1] "Starting iterative with newton 1.10978643237227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05575022951775"
[1] "Newton iter: 1, lambda:1.12693342762568, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.11978817911329, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1197157931092, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11971578566184, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1197157931092"
[1] "Starting iterative with newton 1.1197157931092"
[1] "Starting newton at: 1.38438744205983"
[1] "Newton iter: 1, lambda:1.4516898474394, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.44823157188095, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.44822329470513, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44822329465743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44822329465743"
[1] "Starting iterative with newton 1.44822329465743"
[1] "Starting newton at: 1.8576213599397"
[1] "Newton iter: 1, lambda:1.78391420894152, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.7833575821243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78335752315756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78335752315756, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78335752315756"
[1] "Starting iterative with newton 1.78335752315756"
[1] "Starting newton at: 2.02066248831042"
[1] "Newton iter: 1, lambda:2.02972493139518, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.02972941376631, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02972941376759, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.02972941376631"
[1] "Starting iterative with newton 2.02972941376631"
[1] "Starting newton at: 2.13597116367109"
[1] "Newton iter: 1, lambda:2.19502308036098, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.19549734787615, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19549738982101, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19549738982101, diff to last: 0"
[1] "Final threshold is: 0.0582118111405098"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.30991730018951"
[1] "Newton iter: 1, lambda:1.3318672568506, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.33143152395252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33143135671988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33143135671985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33143135671985"
[1] "Starting iterative with newton 1.33143135671985"
[1] "Starting newton at: 1.98168847323408"
[1] "Newton iter: 1, lambda:1.97423827727093, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.97424668701591, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97424668702605, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.97424668701591"
[1] "Starting iterative with newton 1.97424668701591"
[1] "Starting newton at: 2.29863444556423"
[1] "Newton iter: 1, lambda:2.38121449421629, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.38403042453223, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.38403414545015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38403414545667, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38403414545015"
[1] "Starting iterative with newton 2.38403414545015"
[1] "Starting newton at: 2.63902528439255"
[1] "Newton iter: 1, lambda:2.60012763013041, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.60099646789606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.60099689392727, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60099689392738, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60099689392727"
[1] "Starting iterative with newton 2.60099689392727"
[1] "Starting newton at: 2.73363330677671"
[1] "Newton iter: 1, lambda:2.69885849891957, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.69958390870679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69958422204408, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69958422204413, diff to last: 0"
[1] "Final threshold is: 0.0715772597226096"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.35398704021809"
[1] "Newton iter: 1, lambda:1.29221184151299, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.28865917586667, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28864649311664, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28864649295445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28864649295445"
[1] "Starting iterative with newton 1.28864649295445"
[1] "Starting newton at: 1.80955627589636"
[1] "Newton iter: 1, lambda:1.8568521658946, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.85662729895199, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85662729676391, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85662729895199"
[1] "Starting iterative with newton 1.85662729895199"
[1] "Starting newton at: 2.22563541015256"
[1] "Newton iter: 1, lambda:2.22565358913313, diff to last: 0"
[1] "Newton iter: 2, lambda:2.22565358923378, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.22565358913313"
[1] "Starting iterative with newton 2.22565358913313"
[1] "Starting newton at: 2.44769475987191"
[1] "Newton iter: 1, lambda:2.42330298530161, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.42355892372551, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4235589510634, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4235589510634, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4235589510634"
[1] "Starting iterative with newton 2.4235589510634"
[1] "Starting newton at: 2.52579489457353"
[1] "Newton iter: 1, lambda:2.53028994685244, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.53029926018069, diff to last: 0"
[1] "Newton iter: 3, lambda:2.53029926022083, diff to last: 0"
[1] "Final threshold is: 0.06708880791562"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94583035990235"
[1] "Newton iter: 1, lambda:2.17603416939062, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.20070670718588, diff to last: 0.025"
[1] "Newton iter: 3, lambda:2.20114874452503, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20114888953929, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2011488895393, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20114888953929"
[1] "Starting iterative with newton 2.20114888953929"
[1] "Starting newton at: 3.02712978728819"
[1] "Newton iter: 1, lambda:3.02097247676166, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.02102337279515, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02102337628897, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.02102337279515"
[1] "Starting iterative with newton 3.02102337279515"
[1] "Starting newton at: 3.51518665559437"
[1] "Newton iter: 1, lambda:3.59718349205841, diff to last: 0.082"
[1] "Newton iter: 2, lambda:3.60901790557072, diff to last: 0.012"
[1] "Newton iter: 3, lambda:3.60924564096175, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60924572399289, diff to last: 0"
[1] "Newton iter: 5, lambda:3.6092457239929, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.60924572399289"
[1] "Starting iterative with newton 3.60924572399289"
[1] "Starting newton at: 4.005435660676"
[1] "Newton iter: 1, lambda:4.0199632005938, diff to last: 0.015"
[1] "Newton iter: 2, lambda:4.02032495885222, diff to last: 0"
[1] "Newton iter: 3, lambda:4.02032517778705, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02032517778713, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.02032517778705"
[1] "Starting iterative with newton 4.02032517778705"
[1] "Starting newton at: 4.12921877504299"
[1] "Newton iter: 1, lambda:4.18892101204796, diff to last: 0.06"
[1] "Newton iter: 2, lambda:4.19554219309713, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.19561612517069, diff to last: 0"
[1] "Newton iter: 4, lambda:4.19561613427583, diff to last: 0"
[1] "Final threshold is: 0.11124331787361"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03495811623288272}, {'ad': 0.03790307222262209, 'da': 0.0, 'dd': 0.05821181114050979}, {'ad': 0.0715772597226096, 'da': 0.06708880791561997, 'dd': 0.11124331787361047}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368545083735643. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.6055910807165"
[1] "Starting iterative with newton 19.6055910807165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1586342945489"
[1] "Starting iterative with newton 18.1586342945489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2267328298768"
[1] "Starting iterative with newton 15.2267328298768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.14896843544981"
[1] "Starting iterative with newton 8.14896843544981"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.85892615224767"
[1] "Starting iterative with newton 7.85892615224767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.5800845515771"
[1] "Starting iterative with newton 4.5800845515771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 1.91624420604115"
[1] "Newton iter: 1, lambda:1.54316455144296, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.4981208617836, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.49658664316163, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49658476596205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49658476595923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49658476596205"
[1] "Starting iterative with newton 1.49658476596205"
[1] "Starting newton at: 1.83981883485505"
[1] "Newton iter: 1, lambda:1.49089590572379, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.44017875461348, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.43800773368309, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43800354078403, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43800354076836, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43800354076836"
[1] "Starting iterative with newton 1.43800354076836"
[1] "Starting newton at: 1.76277390535115"
[1] "Newton iter: 1, lambda:1.44179383629409, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.38815034801971, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.3854666707752, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38545961920728, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38545961915851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38545961915851"
[1] "Starting iterative with newton 1.38545961915851"
[1] "Starting newton at: 1.70402644071725"
[1] "Newton iter: 1, lambda:1.40678784959489, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.35323499834132, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.35037285053263, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35036430940411, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35036430932791, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35036430940411"
[1] "Starting iterative with newton 1.35036430940411"
[1] "Starting newton at: 1.67569639740303"
[1] "Newton iter: 1, lambda:1.37933549452032, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.32195915341205, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.31848206828103, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31846873426651, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31846873407006, diff to last: 0"
[1] "Final threshold is: 0.0349581162328827"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 1.46526687699363"
[1] "Newton iter: 1, lambda:1.31315607299697, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.29191623677122, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.29141851333989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29141823620636, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29141823620628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29141823620628"
[1] "Starting iterative with newton 1.29141823620628"
[1] "Starting newton at: 1.49911635420233"
[1] "Newton iter: 1, lambda:1.34334206470716, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.32267759552321, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.32223303634356, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32223282741611, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32223282741607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32223282741607"
[1] "Starting iterative with newton 1.32223282741607"
[1] "Starting newton at: 1.53900872790421"
[1] "Newton iter: 1, lambda:1.37950791307123, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.35974881857349, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.35937022016673, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35937007881565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35937007881563, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35937007881563"
[1] "Starting iterative with newton 1.35937007881563"
[1] "Starting newton at: 1.58022588137217"
[1] "Newton iter: 1, lambda:1.41490621394751, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.39565362779996, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.39531865287493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39531854957698, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39531854957697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39531854957697"
[1] "Starting iterative with newton 1.39531854957697"
[1] "Starting newton at: 1.63696339031897"
[1] "Newton iter: 1, lambda:1.45117987596858, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.42992015426179, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.42953984336483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42953971883988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42953971883987, diff to last: 0"
[1] "Final threshold is: 0.0379030722226221"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 1.58829864761136"
[1] "Newton iter: 1, lambda:1.34842869876851, diff to last: 0.24"
[1] "Newton iter: 2, lambda:1.3067498391775, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.30491184666915, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30490815393454, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30490815391962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30490815393454"
[1] "Starting iterative with newton 1.30490815393454"
[1] "Starting newton at: 1.52547855529154"
[1] "Newton iter: 1, lambda:1.27417728445867, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.22029834230743, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.21670605930719, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.21668955825022, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2166895579016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2166895579016"
[1] "Starting iterative with newton 1.2166895579016"
[1] "Starting newton at: 1.44148540836964"
[1] "Newton iter: 1, lambda:1.18523310204966, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.11683944524338, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.10986134359535, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.10978643237227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10978642373536, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.10978643237227"
[1] "Starting iterative with newton 1.10978643237227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05575022951775"
[1] "Newton iter: 1, lambda:1.12693342762568, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.11978817911329, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1197157931092, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11971578566184, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1197157931092"
[1] "Starting iterative with newton 1.1197157931092"
[1] "Starting newton at: 1.38438744205983"
[1] "Newton iter: 1, lambda:1.4516898474394, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.44823157188095, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.44822329470513, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44822329465743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44822329465743"
[1] "Starting iterative with newton 1.44822329465743"
[1] "Starting newton at: 1.8576213599397"
[1] "Newton iter: 1, lambda:1.78391420894152, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.7833575821243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78335752315756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78335752315756, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78335752315756"
[1] "Starting iterative with newton 1.78335752315756"
[1] "Starting newton at: 2.02066248831042"
[1] "Newton iter: 1, lambda:2.02972493139518, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.02972941376631, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02972941376759, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.02972941376631"
[1] "Starting iterative with newton 2.02972941376631"
[1] "Starting newton at: 2.13597116367109"
[1] "Newton iter: 1, lambda:2.19502308036098, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.19549734787615, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19549738982101, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19549738982101, diff to last: 0"
[1] "Final threshold is: 0.0582118111405098"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.30991730018951"
[1] "Newton iter: 1, lambda:1.3318672568506, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.33143152395252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33143135671988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33143135671985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33143135671985"
[1] "Starting iterative with newton 1.33143135671985"
[1] "Starting newton at: 1.98168847323408"
[1] "Newton iter: 1, lambda:1.97423827727093, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.97424668701591, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97424668702605, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.97424668701591"
[1] "Starting iterative with newton 1.97424668701591"
[1] "Starting newton at: 2.29863444556423"
[1] "Newton iter: 1, lambda:2.38121449421629, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.38403042453223, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.38403414545015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38403414545667, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38403414545015"
[1] "Starting iterative with newton 2.38403414545015"
[1] "Starting newton at: 2.63902528439255"
[1] "Newton iter: 1, lambda:2.60012763013041, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.60099646789606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.60099689392727, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60099689392738, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60099689392727"
[1] "Starting iterative with newton 2.60099689392727"
[1] "Starting newton at: 2.73363330677671"
[1] "Newton iter: 1, lambda:2.69885849891957, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.69958390870679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69958422204408, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69958422204413, diff to last: 0"
[1] "Final threshold is: 0.0715772597226096"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.35398704021809"
[1] "Newton iter: 1, lambda:1.29221184151299, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.28865917586667, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28864649311664, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28864649295445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28864649295445"
[1] "Starting iterative with newton 1.28864649295445"
[1] "Starting newton at: 1.80955627589636"
[1] "Newton iter: 1, lambda:1.8568521658946, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.85662729895199, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85662729676391, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85662729895199"
[1] "Starting iterative with newton 1.85662729895199"
[1] "Starting newton at: 2.22563541015256"
[1] "Newton iter: 1, lambda:2.22565358913313, diff to last: 0"
[1] "Newton iter: 2, lambda:2.22565358923378, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.22565358913313"
[1] "Starting iterative with newton 2.22565358913313"
[1] "Starting newton at: 2.44769475987191"
[1] "Newton iter: 1, lambda:2.42330298530161, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.42355892372551, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4235589510634, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4235589510634, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4235589510634"
[1] "Starting iterative with newton 2.4235589510634"
[1] "Starting newton at: 2.52579489457353"
[1] "Newton iter: 1, lambda:2.53028994685244, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.53029926018069, diff to last: 0"
[1] "Newton iter: 3, lambda:2.53029926022083, diff to last: 0"
[1] "Final threshold is: 0.06708880791562"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94583035990235"
[1] "Newton iter: 1, lambda:2.17603416939062, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.20070670718588, diff to last: 0.025"
[1] "Newton iter: 3, lambda:2.20114874452503, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20114888953929, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2011488895393, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20114888953929"
[1] "Starting iterative with newton 2.20114888953929"
[1] "Starting newton at: 3.02712978728819"
[1] "Newton iter: 1, lambda:3.02097247676166, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.02102337279515, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02102337628897, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.02102337279515"
[1] "Starting iterative with newton 3.02102337279515"
[1] "Starting newton at: 3.51518665559437"
[1] "Newton iter: 1, lambda:3.59718349205841, diff to last: 0.082"
[1] "Newton iter: 2, lambda:3.60901790557072, diff to last: 0.012"
[1] "Newton iter: 3, lambda:3.60924564096175, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60924572399289, diff to last: 0"
[1] "Newton iter: 5, lambda:3.6092457239929, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.60924572399289"
[1] "Starting iterative with newton 3.60924572399289"
[1] "Starting newton at: 4.005435660676"
[1] "Newton iter: 1, lambda:4.0199632005938, diff to last: 0.015"
[1] "Newton iter: 2, lambda:4.02032495885222, diff to last: 0"
[1] "Newton iter: 3, lambda:4.02032517778705, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02032517778713, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.02032517778705"
[1] "Starting iterative with newton 4.02032517778705"
[1] "Starting newton at: 4.12921877504299"
[1] "Newton iter: 1, lambda:4.18892101204796, diff to last: 0.06"
[1] "Newton iter: 2, lambda:4.19554219309713, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.19561612517069, diff to last: 0"
[1] "Newton iter: 4, lambda:4.19561613427583, diff to last: 0"
[1] "Final threshold is: 0.11124331787361"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03495811623288272}, {'ad': 0.03790307222262209, 'da': 0.0, 'dd': 0.05821181114050979}, {'ad': 0.0715772597226096, 'da': 0.06708880791561997, 'dd': 0.11124331787361047}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368545083735643. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02651417916067557
0.02651417916067557
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.012585247830871"
[1] "Newton iter: 1, lambda:0.150372227799759, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.152114130008808, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.152114406552808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152114406552815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152114406552808"
[1] "Starting iterative with newton 0.152114406552808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0477635642639082, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0478700239724403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0478700245014505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0478700239724403"
[1] "Starting iterative with newton 0.0478700239724403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044294539037547, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443814324095378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443814327440099, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0443814324095378"
[1] "Starting iterative with newton 0.0443814324095378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441782369751538, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442645242637511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442645245929997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442645245929997"
[1] "Starting iterative with newton 0.0442645245929997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441743394575541, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.044260606488584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442606068176588, diff to last: 0"
[1] "Final threshold is: 0.00117353365019848"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100884394536246, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.10157775420446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101577786878669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101577786878669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.101577786878669"
[1] "Starting iterative with newton 0.101577786878669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032872446219565, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329104392241922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329104392749324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329104392241922"
[1] "Starting iterative with newton 0.0329104392241922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305653423582806, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305977078217956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305977078580793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0305977078217956"
[1] "Starting iterative with newton 0.0305977078217956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304882029434894, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305203873461105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305203873819695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305203873461105"
[1] "Starting iterative with newton 0.0305203873461105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304856247248798, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030517803083972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305178031198168, diff to last: 0"
[1] "Final threshold is: 0.000809154498558651"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135761121297031, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.13724219938024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137242374807663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137242374807666, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137242374807663"
[1] "Starting iterative with newton 0.137242374807663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0690123960723298, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692638313306626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692638346655059, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692638313306626"
[1] "Starting iterative with newton 0.0692638313306626"
[1] "Starting newton at: 0.00579419743457826"
[1] "Newton iter: 1, lambda:0.0669971784820802, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0671916929522872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671916949156867, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671916929522872"
[1] "Starting iterative with newton 0.0671916929522872"
[1] "Starting newton at: 0.00786633581295364"
[1] "Newton iter: 1, lambda:0.0669467267616337, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671278893776903, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671278910799378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0671278910799378"
[1] "Starting iterative with newton 0.0671278910799378"
[1] "Starting newton at: 0.00793013768530305"
[1] "Newton iter: 1, lambda:0.066945164514325, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0671259236059817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671259253006281, diff to last: 0"
[1] "Final threshold is: 0.00177978880974698"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.264366275788781"
[1] "Newton iter: 1, lambda:0.291318393259903, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.291446580882149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291446583771633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.291446580882149"
[1] "Starting iterative with newton 0.291446580882149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110641639583365, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111797140713744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111797266589436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111797266589438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111797266589438"
[1] "Starting iterative with newton 0.111797266589438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0995965556489055, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100481353464641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100481423240574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100481423240574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100481423240574"
[1] "Starting iterative with newton 0.100481423240574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988940349309147, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997631583916411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997632254692913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997632254692917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0997632254692917"
[1] "Starting iterative with newton 0.0997632254692917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098849415105519, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997175491333888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997176160426858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997176160426863, diff to last: 0"
[1] "Final threshold is: 0.00264393073723124"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.198610860955044"
[1] "Newton iter: 1, lambda:0.269719263443275, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.270545822547009, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.270545933438406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270545933438408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270545933438406"
[1] "Starting iterative with newton 0.270545933438406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09474613230422, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0955318624765411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0955319164897782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0955319164897785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0955319164897782"
[1] "Starting iterative with newton 0.0955319164897782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0834782143011472, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0840511480778153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840511750606504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840511750606504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0840511750606504"
[1] "Starting iterative with newton 0.0840511750606504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082735561749383, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832959451679995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832959708718772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832959708718773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0832959708718772"
[1] "Starting iterative with newton 0.0832959708718772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826867051060538, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0832462689864929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0832462946080394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0832462946080394, diff to last: 0"
[1] "Final threshold is: 0.00220720716969994"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.473583630709759"
[1] "Newton iter: 1, lambda:0.444618553084186, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444838506940544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444838519710734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444838519710734, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444838519710734"
[1] "Starting iterative with newton 0.444838519710734"
[1] "Starting newton at: 0.13386256702714"
[1] "Newton iter: 1, lambda:0.2170103388367, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.218194748749961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.21819498804213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21819498804214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21819498804213"
[1] "Starting iterative with newton 0.21819498804213"
[1] "Starting newton at: 0.247850138936625"
[1] "Newton iter: 1, lambda:0.193395474465634, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.193871219068326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193871255493466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193871255493466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193871255493466"
[1] "Starting iterative with newton 0.193871255493466"
[1] "Starting newton at: 0.250209046189747"
[1] "Newton iter: 1, lambda:0.190613877637334, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.191179827723898, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191179878934521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191179878934521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191179878934521"
[1] "Starting iterative with newton 0.191179878934521"
[1] "Starting newton at: 0.252900422748692"
[1] "Newton iter: 1, lambda:0.190256469443444, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.190881236844468, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190881299207068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190881299207069, diff to last: 0"
[1] "Final threshold is: 0.00506106096559873"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89551998091041"
[1] "Starting iterative with newton 2.89551998091041"
[1] "Starting newton at: 0.611237062350787"
[1] "Newton iter: 1, lambda:0.571523991821745, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.572064463860157, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.572064565230643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572064565230646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572064565230646"
[1] "Starting iterative with newton 0.572064565230646"
[1] "Starting newton at: 0.23454393194299"
[1] "Newton iter: 1, lambda:0.305405056836078, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.306605409238056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306605751359109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306605751359136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306605751359109"
[1] "Starting iterative with newton 0.306605751359109"
[1] "Starting newton at: 0.278638740493722"
[1] "Newton iter: 1, lambda:0.26485896429073, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.264901378356928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26490137875925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.264901378356928"
[1] "Starting iterative with newton 0.264901378356928"
[1] "Starting newton at: 0.303820404731749"
[1] "Newton iter: 1, lambda:0.257637350270456, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.258107440895518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258107489804246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258107489804246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.258107489804246"
[1] "Starting iterative with newton 0.258107489804246"
[1] "Starting newton at: 0.302531797767656"
[1] "Newton iter: 1, lambda:0.256530122513267, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.256995742438837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256995790338318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256995790338319, diff to last: 0"
[1] "Final threshold is: 0.00681403242856959"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.09879729168151"
[1] "Starting iterative with newton 3.09879729168151"
[1] "Starting newton at: 0.533963721988519"
[1] "Newton iter: 1, lambda:0.594694290886269, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.596099762428304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596100502494981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596100502495187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596100502494981"
[1] "Starting iterative with newton 0.596100502494981"
[1] "Starting newton at: 0.296953013125443"
[1] "Newton iter: 1, lambda:0.280987782545755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.2810453869716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281045387722596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.2810453869716"
[1] "Starting iterative with newton 0.2810453869716"
[1] "Starting newton at: 0.356650276487084"
[1] "Newton iter: 1, lambda:0.229294967099795, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.23262893036746, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.232631238349875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232631238350981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.232631238349875"
[1] "Starting iterative with newton 0.232631238349875"
[1] "Starting newton at: 0.356589608399471"
[1] "Newton iter: 1, lambda:0.221353254959801, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.225056861760708, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.22505966783881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225059667840421, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.22505966783881"
[1] "Starting iterative with newton 0.22505966783881"
[1] "Starting newton at: 0.364161178910535"
[1] "Newton iter: 1, lambda:0.219655371537497, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.2238708940228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223874520887423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223874520890108, diff to last: 0"
[1] "Final threshold is: 0.00593584915639072"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.57250572522444"
[1] "Starting iterative with newton 1.57250572522444"
[1] "Starting newton at: 0.762673598141022"
[1] "Newton iter: 1, lambda:0.677000280499491, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.680211864478808, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.680216530506216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680216530516054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.680216530506216"
[1] "Starting iterative with newton 0.680216530506216"
[1] "Starting newton at: 0.406361552030542"
[1] "Newton iter: 1, lambda:0.503650808163654, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.507304334541983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.507309401457131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507309401466869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.507309401457131"
[1] "Starting iterative with newton 0.507309401457131"
[1] "Starting newton at: 0.401017037491911"
[1] "Newton iter: 1, lambda:0.46776515389319, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.469403250976251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.469404227074481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469404227074827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.469404227074481"
[1] "Starting iterative with newton 0.469404227074481"
[1] "Starting newton at: 0.398411794656126"
[1] "Newton iter: 1, lambda:0.459476211042892, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.460832580542623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.460833243352484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460833243352642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460833243352484"
[1] "Starting iterative with newton 0.460833243352484"
[1] "Starting newton at: 0.391067088984479"
[1] "Newton iter: 1, lambda:0.457287755769155, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.458880400349536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.458881312237392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458881312237691, diff to last: 0"
[1] "Final threshold is: 0.0121668613261481"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.2709562153518"
[1] "Starting iterative with newton 1.2709562153518"
[1] "Starting newton at: 0.860726462160525"
[1] "Newton iter: 1, lambda:0.786669138124338, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.789594520171351, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.789599242443087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789599242455377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789599242443087"
[1] "Starting iterative with newton 0.789599242443087"
[1] "Starting newton at: 0.54231232736726"
[1] "Newton iter: 1, lambda:0.655790195049902, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.662381405942108, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.662403033490098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.662403033722479, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.662403033490098"
[1] "Starting iterative with newton 0.662403033490098"
[1] "Starting newton at: 0.554715011329445"
[1] "Newton iter: 1, lambda:0.623657592784952, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.625987290809798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625989905781939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625989905785232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.625989905785232"
[1] "Starting iterative with newton 0.625989905785232"
[1] "Starting newton at: 0.568636870287347"
[1] "Newton iter: 1, lambda:0.614314476305539, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.615321730959886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615322215066552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615322215066664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615322215066552"
[1] "Starting iterative with newton 0.615322215066552"
[1] "Starting newton at: 0.569679783779674"
[1] "Newton iter: 1, lambda:0.611341892867503, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.612176640728149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612176972283423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612176972283476, diff to last: 0"
[1] "Final threshold is: 0.0162313699211626"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38083979620377"
[1] "Starting iterative with newton 1.38083979620377"
[1] "Starting newton at: 0.871487887834557"
[1] "Newton iter: 1, lambda:0.775821821948361, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.780528344339541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.780540263755167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780540263831466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780540263755167"
[1] "Starting iterative with newton 0.780540263755167"
[1] "Starting newton at: 0.618469309888962"
[1] "Newton iter: 1, lambda:0.626063080963621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.626090552867658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626090553226417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.626090552867658"
[1] "Starting iterative with newton 0.626090552867658"
[1] "Starting newton at: 0.613212021834082"
[1] "Newton iter: 1, lambda:0.582519996933375, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.582946848978286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.582946932237855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582946932237858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.582946932237858"
[1] "Starting iterative with newton 0.582946932237858"
[1] "Starting newton at: 0.626357635685087"
[1] "Newton iter: 1, lambda:0.569190772614945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.570643955059773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570644909073308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570644909073719, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.570644909073308"
[1] "Starting iterative with newton 0.570644909073308"
[1] "Starting newton at: 0.624485538112982"
[1] "Newton iter: 1, lambda:0.565579318390488, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.567116527248969, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.56711759119154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56711759119205, diff to last: 0"
[1] "Final threshold is: 0.0150366574180233"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921213925839947"
[1] "Starting iterative with newton 0.921213925839947"
[1] "Starting newton at: 1.05914720959998"
[1] "Newton iter: 1, lambda:1.06335766537548, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.06337210421542, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06337210438478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06337210421542"
[1] "Starting iterative with newton 1.06337210421542"
[1] "Starting newton at: 1.02252695811264"
[1] "Newton iter: 1, lambda:1.12074596417961, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.12933180498926, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.12939406574763, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12939406900303, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12939406900303"
[1] "Starting iterative with newton 1.12939406900303"
[1] "Starting newton at: 1.01141265479679"
[1] "Newton iter: 1, lambda:1.14290583290637, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.15880218315493, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.15901979321614, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15901983356088, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15901983356088, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15901983356088"
[1] "Starting iterative with newton 1.15901983356088"
[1] "Starting newton at: 1.02524423582783"
[1] "Newton iter: 1, lambda:1.15603622264246, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.17187545582652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.1720928736997, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17209291422398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17209291422398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17209291422398"
[1] "Starting iterative with newton 1.17209291422398"
[1] "Starting newton at: 1.02484847918436"
[1] "Newton iter: 1, lambda:1.16044671840782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.17756383027822, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.17781867056573, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17781872639287, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17781872639287, diff to last: 0"
[1] "Final threshold is: 0.0312288967303792"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.80786720335934"
[1] "Starting iterative with newton 0.80786720335934"
[1] "Starting newton at: 1.17957001690708"
[1] "Newton iter: 1, lambda:1.19801718105391, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.19833908226719, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19833917899372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19833917899373, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19833917899372"
[1] "Starting iterative with newton 1.19833917899372"
[1] "Starting newton at: 1.13534896663695"
[1] "Newton iter: 1, lambda:1.35073645596547, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.40435427861159, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.40737796795879, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40738717917511, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40738717926036, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40738717917511"
[1] "Starting iterative with newton 1.40738717917511"
[1] "Starting newton at: 1.77912197259819"
[1] "Newton iter: 1, lambda:1.39118707757166, diff to last: 0.388"
[1] "Newton iter: 2, lambda:1.49106938942888, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.50229316958648, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.50242446323249, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50242448100834, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50242448100834, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50242446323249"
[1] "Starting iterative with newton 1.50242446323249"
[1] "Starting newton at: 1.7800402597255"
[1] "Newton iter: 1, lambda:1.4629704725564, diff to last: 0.317"
[1] "Newton iter: 2, lambda:1.53580095435844, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.54170966536864, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54174622237319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54174622376442, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54174622237319"
[1] "Starting iterative with newton 1.54174622237319"
[1] "Starting newton at: 1.78117278066784"
[1] "Newton iter: 1, lambda:1.48896561427681, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.55278802120456, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.55730979021545, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.55733124915215, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55733124963326, diff to last: 0"
[1] "Final threshold is: 0.0412913597652951"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.817767271608325"
[1] "Starting iterative with newton 0.817767271608325"
[1] "Starting newton at: 1.30534517726257"
[1] "Newton iter: 1, lambda:1.12102235312431, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.14724912065415, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.14787831173092, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14787866768206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14787866768218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14787866768218"
[1] "Starting iterative with newton 1.14787866768218"
[1] "Starting newton at: 1.28785339081275"
[1] "Newton iter: 1, lambda:1.32019561693527, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.32124120444815, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32124227040657, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32124227040768, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32124227040768"
[1] "Starting iterative with newton 1.32124227040768"
[1] "Starting newton at: 1.29107659572643"
[1] "Newton iter: 1, lambda:1.39323122799062, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.40462629255409, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.40475851187123, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40475852949779, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40475852949779, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40475851187123"
[1] "Starting iterative with newton 1.40475851187123"
[1] "Starting newton at: 1.28928276867917"
[1] "Newton iter: 1, lambda:1.42252622489682, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.44265902165565, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.44308135086971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44308153346387, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44308153346391, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44308153346391"
[1] "Starting iterative with newton 1.44308153346391"
[1] "Starting newton at: 1.31448137498729"
[1] "Newton iter: 1, lambda:1.44151591656461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.45989508529956, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46024889834002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46024902733064, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46024902733066, diff to last: 0"
[1] "Final threshold is: 0.0387173043298468"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265141791606756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27097056480432"
[1] "Newton iter: 1, lambda:1.48231917307148, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.5538833458228, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.56166552997278, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.56175217605656, diff to last: 0"
[1] "Newton iter: 5, lambda:1.561752186707, diff to last: 0"
[1] "Newton iter: 6, lambda:1.561752186707, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.561752186707"
[1] "Starting iterative with newton 1.561752186707"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116807285856959"
threshold is:
[{'ad': 0.001173533650198476, 'da': 0.0008091544985586508, 'dd': 0.001779788809746978}, {'ad': 0.0026439307372312397, 'da': 0.002207207169699936, 'dd': 0.005061060965598732}, {'ad': 0.0068140324285695915, 'da': 0.005935849156390716, 'dd': 0.012166861326148113}, {'ad': 0.016231369921162603, 'da': 0.01503665741802326, 'dd': 0.0312288967303792}, {'ad': 0.0412913597652951, 'da': 0.03871730432984681, 'dd': 0.11680728585695872}]
Number of points in noise estimation: 128
Estimated noise: 0.02651417916067557
0.02651417916067557
threshold is:
[{'ad': 0.004665424535257756, 'da': 0.027391321080864284, 'dd': 0.001990102022128737}, {'ad': 0.002860826340430833, 'da': 0.0016755720522178413, 'dd': 0.005203502198109368}, {'ad': 0.005250886390433918, 'da': 0.005876702027030155, 'dd': 0.007644676379194501}, {'ad': 0.012311911502853157, 'da': 0.011915972511808728, 'dd': 0.024144011453568405}, {'ad': 0.03188955815602956, 'da': 0.029262035913936023, 'dd': 0.11680728585695872}]
['stjerten256', 0.025, 1, 0.0006244424818620863, 0.0002983504547289423, 0.0002961061633581325, 0.0013586986415776937, 0.0003208406795138368, 0.0003913075492416098, 0.0003208406795138368, 0.0003913075492416098, 32.045075588276035, 35.252732958922145, 35.28552552811413, 28.668768588033174, 34.93710572531444, 34.07481773458002, 34.93710572531444, 34.07481773458002]
stjerten256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.026563991161375613
0.026563991161375613
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123182181685411, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124425250806169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124425376876732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124425376876733, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124425376876732"
[1] "Starting iterative with newton 0.124425376876732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469695074541158, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470735205631579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470735210730384, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0470735205631579"
[1] "Starting iterative with newton 0.0470735205631579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437610427964564, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438495204217466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438495207833249, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438495207833249"
[1] "Starting iterative with newton 0.0438495207833249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436277147701053, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043715573941225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437155742974425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437155742974425"
[1] "Starting iterative with newton 0.0437155742974425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436221764768026, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043710010005056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437100103610522, diff to last: 0"
[1] "Final threshold is: 0.00116111231943795"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0914056509820113, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919637952219137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091963816010436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.091963816010436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.091963816010436"
[1] "Starting iterative with newton 0.091963816010436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269578905985434, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269793845072198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269793845208828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0269793845208828"
[1] "Starting iterative with newton 0.0269793845208828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252158046170395, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0252341986075876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252341986173749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0252341986173749"
[1] "Starting iterative with newton 0.0252341986173749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251694068352017, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251877217405065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251877217502037, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0251877217405065"
[1] "Starting iterative with newton 0.0251877217405065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025168171501075, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251864843032053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251864843129002, diff to last: 0"
[1] "Final threshold is: 0.000669053546674005"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0613921487430891"
[1] "Newton iter: 1, lambda:0.142044314434028, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.142622106054673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.142622135567913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142622135567913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.142622135567913"
[1] "Starting iterative with newton 0.142622135567913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0541139226143053, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0542400230700144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0542400237545677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0542400230700144"
[1] "Starting iterative with newton 0.0542400230700144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510865127671861, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511973723938233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511973729157044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0511973729157044"
[1] "Starting iterative with newton 0.0511973729157044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509796207593415, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510899673033848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510899678202134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0510899673033848"
[1] "Starting iterative with newton 0.0510899673033848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509758445157312, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510861729626794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510861734793303, diff to last: 0"
[1] "Final threshold is: 0.00135705266077343"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.328687892960919"
[1] "Newton iter: 1, lambda:0.27805308131053, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.278474661210041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278474690640963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278474690640963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.278474690640963"
[1] "Starting iterative with newton 0.278474690640963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114306716979099, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115533228087562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115533369086411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115533369086413, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115533369086411"
[1] "Starting iterative with newton 0.115533369086411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103809688099548, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104781300548295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104781385560711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104781385560712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104781385560711"
[1] "Starting iterative with newton 0.104781385560711"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103095510755743, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104051220905939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104051302938653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104051302938653, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104051302938653"
[1] "Starting iterative with newton 0.104051302938653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103046917453526, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104001551926034, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104001633759311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104001633759311, diff to last: 0"
[1] "Final threshold is: 0.00276269847995096"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.298007494315606"
[1] "Newton iter: 1, lambda:0.265122546911773, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.26529074464765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265290749064629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265290749064629"
[1] "Starting iterative with newton 0.265290749064629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0962435391097523, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.097072259809355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097072321233824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970723212338244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097072321233824"
[1] "Starting iterative with newton 0.097072321233824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0856904112547126, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0863053859303127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0863054176033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0863054176033001, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0863054176033"
[1] "Starting iterative with newton 0.0863054176033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0850160620055232, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0856187504182269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0856187807058152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0856187807058153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856187807058152"
[1] "Starting iterative with newton 0.0856187807058152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849730585176025, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0855749688749905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0855749990760017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0855749990760018, diff to last: 0"
[1] "Final threshold is: 0.00227321351908964"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201841694623151"
[1] "Newton iter: 1, lambda:0.411026113343817, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.422382129883464, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.422414672948642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42241467321531, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.42241467321531"
[1] "Starting iterative with newton 0.42241467321531"
[1] "Starting newton at: 0.177230230209384"
[1] "Newton iter: 1, lambda:0.200249029243242, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.200331023485867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200331024525133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200331023485867"
[1] "Starting iterative with newton 0.200331023485867"
[1] "Starting newton at: 0.286442761862599"
[1] "Newton iter: 1, lambda:0.17716589452194, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.17889829466279, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178898732584224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178898732584252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178898732584224"
[1] "Starting iterative with newton 0.178898732584224"
[1] "Starting newton at: 0.307875052764242"
[1] "Newton iter: 1, lambda:0.174165401195419, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.176740862848748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176741825376772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176741825376906, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176741825376772"
[1] "Starting iterative with newton 0.176741825376772"
[1] "Starting newton at: 0.310031959971695"
[1] "Newton iter: 1, lambda:0.17385332838574, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.17652287335685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176523906918863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176523906919018, diff to last: 0"
[1] "Final threshold is: 0.00468917950316829"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0.513732945408749"
[1] "Newton iter: 1, lambda:0.574653501988835, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.575971322742452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.575971928957908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575971928958036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575971928958036"
[1] "Starting iterative with newton 0.575971928958036"
[1] "Starting newton at: 0.236082510150919"
[1] "Newton iter: 1, lambda:0.298597534538335, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.299511315415799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.299511509644735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299511509644744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299511509644735"
[1] "Starting iterative with newton 0.299511509644735"
[1] "Starting newton at: 0.247786201554074"
[1] "Newton iter: 1, lambda:0.259296182197404, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.259324854916422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259324855094213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.259324854916422"
[1] "Starting iterative with newton 0.259324854916422"
[1] "Starting newton at: 0.262571051513374"
[1] "Newton iter: 1, lambda:0.253259796804962, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.253278324856998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253278324930408, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253278324856998"
[1] "Starting iterative with newton 0.253278324856998"
[1] "Starting newton at: 0.268578943273531"
[1] "Newton iter: 1, lambda:0.252307708252512, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.252364162834477, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252364163514859, diff to last: 0"
[1] "Final threshold is: 0.00670379940905666"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0.564640599470429"
[1] "Newton iter: 1, lambda:0.59014256216334, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.590379781695497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590379802065108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590379802065108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590379802065108"
[1] "Starting iterative with newton 0.590379802065108"
[1] "Starting newton at: 0.240360470420144"
[1] "Newton iter: 1, lambda:0.283038593915568, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.283443993490372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283444029964115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283444029964115, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283444029964115"
[1] "Starting iterative with newton 0.283444029964115"
[1] "Starting newton at: 0.278909227182789"
[1] "Newton iter: 1, lambda:0.241961239322448, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.242237134817527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.24223715023509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24223715023509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.24223715023509"
[1] "Starting iterative with newton 0.24223715023509"
[1] "Starting newton at: 0.286180261721857"
[1] "Newton iter: 1, lambda:0.236016474346647, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.236518303407398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236518353777827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236518353777827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.236518353777827"
[1] "Starting iterative with newton 0.236518353777827"
[1] "Starting newton at: 0.290018344176848"
[1] "Newton iter: 1, lambda:0.235121529470159, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.23572129365817, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235721365481398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235721365481399, diff to last: 0"
[1] "Final threshold is: 0.00626170026919524"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 0.670910711823242"
[1] "Newton iter: 1, lambda:0.699025616395401, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.699390453210385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.699390514041668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699390514041669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.699390514041668"
[1] "Starting iterative with newton 0.699390514041668"
[1] "Starting newton at: 0.42158367948624"
[1] "Newton iter: 1, lambda:0.50754906406174, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.51046362552236, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.510466922387303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510466922391518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.510466922391518"
[1] "Starting iterative with newton 0.510466922391518"
[1] "Starting newton at: 0.448787561076431"
[1] "Newton iter: 1, lambda:0.465074040786322, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.465172780832964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465172784451385, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.465172784451385"
[1] "Starting iterative with newton 0.465172784451385"
[1] "Starting newton at: 0.469093137933241"
[1] "Newton iter: 1, lambda:0.453949675528797, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.454033577719083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454033580302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.454033577719083"
[1] "Starting iterative with newton 0.454033577719083"
[1] "Starting newton at: 0.469670418107532"
[1] "Newton iter: 1, lambda:0.451154605204797, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.451279600969731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451279606685983, diff to last: 0"
[1] "Final threshold is: 0.0119877874833155"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 0.809450783754866"
[1] "Newton iter: 1, lambda:0.804870746784977, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.804882495696586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.804882495774051, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.804882495696586"
[1] "Starting iterative with newton 0.804882495696586"
[1] "Starting newton at: 0.587602249501613"
[1] "Newton iter: 1, lambda:0.651964199841605, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.654070610601883, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.654072827699751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654072827702205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.654072827699751"
[1] "Starting iterative with newton 0.654072827699751"
[1] "Starting newton at: 0.586231217285754"
[1] "Newton iter: 1, lambda:0.608672393280473, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.608915706231463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608915734664795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608915734664796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.608915734664795"
[1] "Starting iterative with newton 0.608915734664795"
[1] "Starting newton at: 0.603388003212865"
[1] "Newton iter: 1, lambda:0.595058493442639, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.59509133134322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595091331854747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59509133134322"
[1] "Starting iterative with newton 0.59509133134322"
[1] "Starting newton at: 0.604279127963179"
[1] "Newton iter: 1, lambda:0.590745779020439, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.590832012543188, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590832016057258, diff to last: 0"
[1] "Final threshold is: 0.015694856359055"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 0.842651733034164"
[1] "Newton iter: 1, lambda:0.782906067466845, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.784789513422958, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.784791436659428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.784791436661432, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.784791436659428"
[1] "Starting iterative with newton 0.784791436659428"
[1] "Starting newton at: 0.608863650876288"
[1] "Newton iter: 1, lambda:0.634888587760788, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.635217393467289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.635217445566059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63521744556606, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63521744556606"
[1] "Starting iterative with newton 0.63521744556606"
[1] "Starting newton at: 0.594947917864225"
[1] "Newton iter: 1, lambda:0.592685212706743, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.592687586658998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592687586661613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.592687586658998"
[1] "Starting iterative with newton 0.592687586658998"
[1] "Starting newton at: 0.597821195910532"
[1] "Newton iter: 1, lambda:0.580174444856347, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.580316631647236, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580316640921702, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.580316631647236"
[1] "Starting iterative with newton 0.580316631647236"
[1] "Starting newton at: 0.595748079586387"
[1] "Newton iter: 1, lambda:0.57652669955165, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.576694766332101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.576694779246765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.576694779246765, diff to last: 0"
[1] "Final threshold is: 0.0153193150187225"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.0711443721133"
[1] "Newton iter: 1, lambda:1.06029532665708, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.06038971092352, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06038971811626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06038971092352"
[1] "Starting iterative with newton 1.06038971092352"
[1] "Starting newton at: 1.03485349406709"
[1] "Newton iter: 1, lambda:1.12207460097283, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.12878461940743, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12882248657073, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12882248777138, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12882248777138"
[1] "Starting iterative with newton 1.12882248777138"
[1] "Starting newton at: 1.04075633020833"
[1] "Newton iter: 1, lambda:1.14821553204843, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.15868705174516, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.15878095679512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15878096429352, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15878096429352"
[1] "Starting iterative with newton 1.15878096429352"
[1] "Starting newton at: 1.04021182447183"
[1] "Newton iter: 1, lambda:1.15866245197501, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.17155138229399, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.1716948330109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17169485062463, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17169485062463, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17169485062463"
[1] "Starting iterative with newton 1.17169485062463"
[1] "Starting newton at: 1.04300123862653"
[1] "Newton iter: 1, lambda:1.16364059451334, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.17706787981755, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.17722406387971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17722408481758, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17722408481758, diff to last: 0"
[1] "Final threshold is: 0.0312717701840526"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.16907617486577"
[1] "Newton iter: 1, lambda:1.20205670948251, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.20309806507699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.20309907959854, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2030990795995, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20309907959854"
[1] "Starting iterative with newton 1.20309907959854"
[1] "Starting newton at: 1.16096584488418"
[1] "Newton iter: 1, lambda:1.36463866145831, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.41252457624114, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.41493160004464, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41493744929607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41493744933054, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41493744933054"
[1] "Starting iterative with newton 1.41493744933054"
[1] "Starting newton at: 1.84907765412549"
[1] "Newton iter: 1, lambda:1.32427260003317, diff to last: 0.525"
[1] "Newton iter: 2, lambda:1.48062801714456, diff to last: 0.156"
[1] "Newton iter: 3, lambda:1.5093677948324, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.5102481929029, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51024899772182, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5102489977225, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51024899772182"
[1] "Starting iterative with newton 1.51024899772182"
[1] "Starting newton at: 1.89301836462558"
[1] "Newton iter: 1, lambda:1.35436805663636, diff to last: 0.539"
[1] "Newton iter: 2, lambda:1.5167091989414, diff to last: 0.162"
[1] "Newton iter: 3, lambda:1.5483087908031, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.54938964867585, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.54939087663487, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54939087663645, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54939087663645"
[1] "Starting iterative with newton 1.54939087663645"
[1] "Starting newton at: 1.91106949706413"
[1] "Newton iter: 1, lambda:1.36508377734764, diff to last: 0.546"
[1] "Newton iter: 2, lambda:1.53054545735863, diff to last: 0.165"
[1] "Newton iter: 3, lambda:1.56364587459675, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.56483958354114, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.56484108865815, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56484108866054, diff to last: 0"
[1] "Final threshold is: 0.0415684248480725"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.2979810885075"
[1] "Newton iter: 1, lambda:1.13271129579653, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.15436570768696, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.15479797976599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15479814954776, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15479814954779, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15479814954779"
[1] "Starting iterative with newton 1.15479814954779"
[1] "Starting newton at: 1.26591887544495"
[1] "Newton iter: 1, lambda:1.32022874188327, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.32325157402468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.32326057452103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32326057460063, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32326057460063"
[1] "Starting iterative with newton 1.32326057460063"
[1] "Starting newton at: 1.27215544688342"
[1] "Newton iter: 1, lambda:1.39096278511969, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.40667711931094, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.40693170179567, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40693176771593, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40693176771593, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40693176771593"
[1] "Starting iterative with newton 1.40693176771593"
[1] "Starting newton at: 1.28456920448182"
[1] "Newton iter: 1, lambda:1.42378296027734, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.44604312613846, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.44656514743817, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44656542897955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44656542897963, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44656542897963"
[1] "Starting iterative with newton 1.44656542897963"
[1] "Starting newton at: 1.29705320380661"
[1] "Newton iter: 1, lambda:1.44041721275042, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.46428987675575, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.46489550828765, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46489588992293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46489588992308, diff to last: 0"
[1] "Final threshold is: 0.0389134814722521"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22941158939855"
[1] "Newton iter: 1, lambda:1.47921985680913, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.58111785735408, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.59766714310026, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.59807206810855, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59807230617918, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59807230617926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59807230617926"
[1] "Starting iterative with newton 1.59807230617926"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.11702673087804"
threshold is:
[{'ad': 0.0011611123194379472, 'da': 0.0006690535466740054, 'dd': 0.001357052660773431}, {'ad': 0.002762698479950956, 'da': 0.0022732135190896363, 'dd': 0.004689179503168294}, {'ad': 0.006703799409056662, 'da': 0.006261700269195238, 'dd': 0.011987787483315504}, {'ad': 0.015694856359055015, 'da': 0.015319315018722518, 'dd': 0.03127177018405257}, {'ad': 0.04156842484807253, 'da': 0.03891348147225214, 'dd': 0.11702673087804037}]
Number of points in noise estimation: 128
Estimated noise: 0.026563991161375613
0.026563991161375613
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.7139021711233"
[1] "Starting iterative with newton 19.7139021711233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5406508899444"
[1] "Starting iterative with newton 17.5406508899444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1798982377685"
[1] "Starting iterative with newton 15.1798982377685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.42067279126865"
[1] "Starting iterative with newton 8.42067279126865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66983754104396"
[1] "Starting iterative with newton 7.66983754104396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.07813860914452"
[1] "Starting iterative with newton 5.07813860914452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 1.87648730082582"
[1] "Newton iter: 1, lambda:1.53199833533966, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.49008528195488, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.48875069680185, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48874927428118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48874927427956, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48874927427956"
[1] "Starting iterative with newton 1.48874927427956"
[1] "Starting newton at: 1.75889916919609"
[1] "Newton iter: 1, lambda:1.42992367672905, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.37502702060926, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.37219352947186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37218558782137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37218558775886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37218558775886"
[1] "Starting iterative with newton 1.37218558775886"
[1] "Starting newton at: 1.61590384798959"
[1] "Newton iter: 1, lambda:1.28846264030889, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.20888036656485, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.20086797555923, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.20078247979356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20078247003751, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20078247003751"
[1] "Starting iterative with newton 1.20078247003751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 1.54871882910139"
[1] "Newton iter: 1, lambda:1.31290512103686, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26874792901943, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.26654078272091, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26653509581703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26653509577923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26653509581703"
[1] "Starting iterative with newton 1.26653509581703"
[1] "Starting newton at: 1.46670023362132"
[1] "Newton iter: 1, lambda:1.21772460037836, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.15740277846025, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.15237076034086, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.15233466694036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15233466508167, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15233466508167"
[1] "Starting iterative with newton 1.15233466508167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 1.56278831075489"
[1] "Newton iter: 1, lambda:1.3369072639389, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.29794647447605, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.29631342186518, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29631046739769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29631046738801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29631046738801"
[1] "Starting iterative with newton 1.29631046738801"
[1] "Starting newton at: 1.50984683458304"
[1] "Newton iter: 1, lambda:1.27580976244412, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.22794127448456, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.22514154214186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22513168324863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22513168312624, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22513168312624"
[1] "Starting iterative with newton 1.22513168312624"
[1] "Starting newton at: 1.44053214105288"
[1] "Newton iter: 1, lambda:1.19909824720121, diff to last: 0.241"
[1] "Newton iter: 2, lambda:1.13894320690002, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.13375195193946, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.13371221923042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13371221690131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.13371221923042"
[1] "Starting iterative with newton 1.13371221923042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.16279377457147"
[1] "Newton iter: 1, lambda:1.17108246793804, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.17099271588996, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17099270540131, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17099270540131, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17099270540131"
[1] "Starting iterative with newton 1.17099270540131"
[1] "Starting newton at: 1.58466085827989"
[1] "Newton iter: 1, lambda:1.5729109887926, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.57284446009251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57284445789518, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57284446009251"
[1] "Starting iterative with newton 1.57284446009251"
[1] "Starting newton at: 1.83997043242964"
[1] "Newton iter: 1, lambda:1.91652319236291, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.91573891962464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91573888993443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91573888993443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91573888993443"
[1] "Starting iterative with newton 1.91573888993443"
[1] "Starting newton at: 2.14547972270907"
[1] "Newton iter: 1, lambda:2.12431372055715, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.12438085636927, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12438085696075, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.12438085636927"
[1] "Starting iterative with newton 2.12438085636927"
[1] "Starting newton at: 2.24878362061893"
[1] "Newton iter: 1, lambda:2.25568696028934, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.25569700002767, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25569700004942, diff to last: 0"
[1] "Final threshold is: 0.0599203151714765"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.30669688877464"
[1] "Newton iter: 1, lambda:1.3389261477106, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.33799728868398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3379965469653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33799654696483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3379965469653"
[1] "Starting iterative with newton 1.3379965469653"
[1] "Starting newton at: 1.96902780815266"
[1] "Newton iter: 1, lambda:1.99047522710714, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.99054032936931, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9905403300683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9905403300683"
[1] "Starting iterative with newton 1.9905403300683"
[1] "Starting newton at: 2.34430021768792"
[1] "Newton iter: 1, lambda:2.41201461489556, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.41403777773013, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.41403975211549, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41403975211738, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.41403975211549"
[1] "Starting iterative with newton 2.41403975211549"
[1] "Starting newton at: 2.64562885598441"
[1] "Newton iter: 1, lambda:2.61999790114897, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62036906358405, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62036914061689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62036914061689, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62036914061689"
[1] "Starting iterative with newton 2.62036914061689"
[1] "Starting newton at: 2.72707090297176"
[1] "Newton iter: 1, lambda:2.71849067401283, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.71853360478812, diff to last: 0"
[1] "Newton iter: 3, lambda:2.71853360586103, diff to last: 0"
[1] "Final threshold is: 0.072215102677995"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.21806276928994"
[1] "Newton iter: 1, lambda:1.22998756749753, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22982512743362, diff to last: 0"
[1] "Newton iter: 3, lambda:1.229825097541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.229825097541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.229825097541"
[1] "Starting iterative with newton 1.229825097541"
[1] "Starting newton at: 1.75434552278302"
[1] "Newton iter: 1, lambda:1.76459383234836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.76457550316353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76457550310927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76457550310927"
[1] "Starting iterative with newton 1.76457550310927"
[1] "Starting newton at: 2.11664351761123"
[1] "Newton iter: 1, lambda:2.14910838363034, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.1493363462548, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14933635905795, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14933635905795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.14933635905795"
[1] "Starting iterative with newton 2.14933635905795"
[1] "Starting newton at: 2.35267515466146"
[1] "Newton iter: 1, lambda:2.37413902047127, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.37431319408671, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37431320597171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37431320597171, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37431319408671"
[1] "Starting iterative with newton 2.37431319408671"
[1] "Starting newton at: 2.4907734052307"
[1] "Newton iter: 1, lambda:2.50489768434276, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.50498667717635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50498668076086, diff to last: 0"
[1] "Final threshold is: 0.0665424439518763"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90414034970719"
[1] "Newton iter: 1, lambda:2.33476698804527, diff to last: 0.431"
[1] "Newton iter: 2, lambda:2.43893265848625, diff to last: 0.104"
[1] "Newton iter: 3, lambda:2.45135298169149, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.45153158498529, diff to last: 0"
[1] "Newton iter: 5, lambda:2.45153162178787, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45153162178788, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45153162178788"
[1] "Starting iterative with newton 2.45153162178788"
[1] "Starting newton at: 3.33772155808711"
[1] "Newton iter: 1, lambda:3.23661414451398, diff to last: 0.101"
[1] "Newton iter: 2, lambda:3.24983160167956, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.25009082292877, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25009092137395, diff to last: 0"
[1] "Newton iter: 5, lambda:3.25009092137396, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25009092137395"
[1] "Starting iterative with newton 3.25009092137395"
[1] "Starting newton at: 3.65462501489176"
[1] "Newton iter: 1, lambda:3.70221376421276, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.70605551372168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.70607914200243, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70607914289139, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.70607914200243"
[1] "Starting iterative with newton 3.70607914200243"
[1] "Starting newton at: 3.95890340099934"
[1] "Newton iter: 1, lambda:3.99595756866227, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.99840599880642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.99841609393611, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99841609410701, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.99841609393611"
[1] "Starting iterative with newton 3.99841609393611"
[1] "Starting newton at: 4.27796743306563"
[1] "Newton iter: 1, lambda:4.25616651276576, diff to last: 0.022"
[1] "Newton iter: 2, lambda:4.25693191892519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.25693290529146, diff to last: 0"
[1] "Newton iter: 4, lambda:4.25693290529309, diff to last: 0"
[1] "Final threshold is: 0.113081128070731"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05992031517147645}, {'ad': 0.07221510267799498, 'da': 0.06654244395187629, 'dd': 0.11308112807073134}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36676986122334. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02656399116137561
0.02656399116137561
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.7139021711233"
[1] "Starting iterative with newton 19.7139021711233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5406508899444"
[1] "Starting iterative with newton 17.5406508899444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1798982377685"
[1] "Starting iterative with newton 15.1798982377685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.42067279126865"
[1] "Starting iterative with newton 8.42067279126865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66983754104396"
[1] "Starting iterative with newton 7.66983754104396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.07813860914452"
[1] "Starting iterative with newton 5.07813860914452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 1.87648730082582"
[1] "Newton iter: 1, lambda:1.53199833533966, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.49008528195488, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.48875069680185, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48874927428118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48874927427956, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48874927428118"
[1] "Starting iterative with newton 1.48874927428118"
[1] "Starting newton at: 1.75889916919609"
[1] "Newton iter: 1, lambda:1.42992367672905, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.37502702060926, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.37219352947186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37218558782137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37218558775886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37218558782137"
[1] "Starting iterative with newton 1.37218558782137"
[1] "Starting newton at: 1.61590384798959"
[1] "Newton iter: 1, lambda:1.28846264030889, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.20888036656485, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.20086797555923, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.20078247979356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20078247003751, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20078247003751"
[1] "Starting iterative with newton 1.20078247003751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 1.54871882910139"
[1] "Newton iter: 1, lambda:1.31290512103686, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26874792901943, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.26654078272091, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26653509581703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26653509577923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26653509577923"
[1] "Starting iterative with newton 1.26653509577923"
[1] "Starting newton at: 1.46670023362132"
[1] "Newton iter: 1, lambda:1.21772460037836, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.15740277846025, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.15237076034086, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.15233466694036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15233466508167, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15233466508167"
[1] "Starting iterative with newton 1.15233466508167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 1.56278831075489"
[1] "Newton iter: 1, lambda:1.3369072639389, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.29794647447605, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.29631342186518, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29631046739769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29631046738801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29631046738801"
[1] "Starting iterative with newton 1.29631046738801"
[1] "Starting newton at: 1.50984683458304"
[1] "Newton iter: 1, lambda:1.27580976244412, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.22794127448456, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.22514154214186, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22513168324863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22513168312625, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22513168324863"
[1] "Starting iterative with newton 1.22513168324863"
[1] "Starting newton at: 1.44053214105288"
[1] "Newton iter: 1, lambda:1.19909824720121, diff to last: 0.241"
[1] "Newton iter: 2, lambda:1.13894320690002, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.13375195193946, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.13371221923042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13371221690131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.13371221690131"
[1] "Starting iterative with newton 1.13371221690131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.16279377457147"
[1] "Newton iter: 1, lambda:1.17108246793804, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.17099271588996, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17099270540131, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17099270540131, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17099270540131"
[1] "Starting iterative with newton 1.17099270540131"
[1] "Starting newton at: 1.58466085827989"
[1] "Newton iter: 1, lambda:1.5729109887926, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.57284446009251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57284445789518, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57284446009251"
[1] "Starting iterative with newton 1.57284446009251"
[1] "Starting newton at: 1.83997043242965"
[1] "Newton iter: 1, lambda:1.91652319236291, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.91573891962464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91573888993443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91573888993443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91573888993443"
[1] "Starting iterative with newton 1.91573888993443"
[1] "Starting newton at: 2.14547972270907"
[1] "Newton iter: 1, lambda:2.12431372055715, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.12438085636927, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12438085696075, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.12438085636927"
[1] "Starting iterative with newton 2.12438085636927"
[1] "Starting newton at: 2.24878362061893"
[1] "Newton iter: 1, lambda:2.25568696028934, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.25569700002767, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25569700004942, diff to last: 0"
[1] "Final threshold is: 0.0599203151714764"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.30669688877464"
[1] "Newton iter: 1, lambda:1.3389261477106, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.33799728868398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3379965469653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33799654696483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33799654696483"
[1] "Starting iterative with newton 1.33799654696483"
[1] "Starting newton at: 1.96902780815266"
[1] "Newton iter: 1, lambda:1.99047522710714, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.99054032936931, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9905403300683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9905403300683"
[1] "Starting iterative with newton 1.9905403300683"
[1] "Starting newton at: 2.34430021768792"
[1] "Newton iter: 1, lambda:2.41201461489556, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.41403777773013, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.41403975211549, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41403975211738, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.41403975211549"
[1] "Starting iterative with newton 2.41403975211549"
[1] "Starting newton at: 2.64562885598441"
[1] "Newton iter: 1, lambda:2.61999790114897, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62036906358405, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62036914061689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62036914061689, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62036914061689"
[1] "Starting iterative with newton 2.62036914061689"
[1] "Starting newton at: 2.72707090297176"
[1] "Newton iter: 1, lambda:2.71849067401283, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.71853360478812, diff to last: 0"
[1] "Newton iter: 3, lambda:2.71853360586103, diff to last: 0"
[1] "Final threshold is: 0.072215102677995"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.21806276928994"
[1] "Newton iter: 1, lambda:1.22998756749753, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22982512743362, diff to last: 0"
[1] "Newton iter: 3, lambda:1.229825097541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.229825097541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.229825097541"
[1] "Starting iterative with newton 1.229825097541"
[1] "Starting newton at: 1.75434552278302"
[1] "Newton iter: 1, lambda:1.76459383234836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.76457550316353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76457550310927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76457550310927"
[1] "Starting iterative with newton 1.76457550310927"
[1] "Starting newton at: 2.11664351761123"
[1] "Newton iter: 1, lambda:2.14910838363034, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.1493363462548, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14933635905795, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14933635905795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.14933635905795"
[1] "Starting iterative with newton 2.14933635905795"
[1] "Starting newton at: 2.35267515466146"
[1] "Newton iter: 1, lambda:2.37413902047127, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.37431319408671, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37431320597171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37431320597171, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37431320597171"
[1] "Starting iterative with newton 2.37431320597171"
[1] "Starting newton at: 2.4907734052307"
[1] "Newton iter: 1, lambda:2.50489768434276, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.50498667717635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50498668076086, diff to last: 0"
[1] "Final threshold is: 0.0665424439518763"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90414034970719"
[1] "Newton iter: 1, lambda:2.33476698804527, diff to last: 0.431"
[1] "Newton iter: 2, lambda:2.43893265848625, diff to last: 0.104"
[1] "Newton iter: 3, lambda:2.45135298169149, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.45153158498528, diff to last: 0"
[1] "Newton iter: 5, lambda:2.45153162178787, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45153162178787, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45153158498528"
[1] "Starting iterative with newton 2.45153158498528"
[1] "Starting newton at: 3.33772155808711"
[1] "Newton iter: 1, lambda:3.23661414451398, diff to last: 0.101"
[1] "Newton iter: 2, lambda:3.24983160167956, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.25009082292877, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25009092137394, diff to last: 0"
[1] "Newton iter: 5, lambda:3.25009092137396, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25009092137394"
[1] "Starting iterative with newton 3.25009092137394"
[1] "Starting newton at: 3.65462501489176"
[1] "Newton iter: 1, lambda:3.70221376421276, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.70605551372168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.70607914200243, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70607914289139, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.70607914200243"
[1] "Starting iterative with newton 3.70607914200243"
[1] "Starting newton at: 3.95890340099934"
[1] "Newton iter: 1, lambda:3.99595756866227, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.99840599880642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.99841609393611, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99841609410701, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.99841609393611"
[1] "Starting iterative with newton 3.99841609393611"
[1] "Starting newton at: 4.27796743306563"
[1] "Newton iter: 1, lambda:4.25616651276576, diff to last: 0.022"
[1] "Newton iter: 2, lambda:4.25693191892519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.25693290529146, diff to last: 0"
[1] "Newton iter: 4, lambda:4.25693290529309, diff to last: 0"
[1] "Final threshold is: 0.113081128070731"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.059920315171476446}, {'ad': 0.07221510267799497, 'da': 0.06654244395187628, 'dd': 0.11308112807073133}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36676986122334. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02656399116137561
0.02656399116137561
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123182181685411, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124425250806169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124425376876732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124425376876733, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124425376876732"
[1] "Starting iterative with newton 0.124425376876732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469695074541158, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470735205631579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470735210730384, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0470735205631579"
[1] "Starting iterative with newton 0.0470735205631579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437610427964564, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438495204217466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438495207833249, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438495207833249"
[1] "Starting iterative with newton 0.0438495207833249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436277147701053, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043715573941225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437155742974425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437155742974425"
[1] "Starting iterative with newton 0.0437155742974425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436221764768026, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043710010005056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437100103610522, diff to last: 0"
[1] "Final threshold is: 0.00116111231943795"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0914056509820113, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919637952219137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091963816010436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.091963816010436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.091963816010436"
[1] "Starting iterative with newton 0.091963816010436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269578905985434, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269793845072198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269793845208828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0269793845208828"
[1] "Starting iterative with newton 0.0269793845208828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252158046170395, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0252341986075876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252341986173749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0252341986173749"
[1] "Starting iterative with newton 0.0252341986173749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251694068352017, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251877217405065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251877217502037, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0251877217405065"
[1] "Starting iterative with newton 0.0251877217405065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025168171501075, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251864843032053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251864843129002, diff to last: 0"
[1] "Final threshold is: 0.000669053546674005"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0613921487430895"
[1] "Newton iter: 1, lambda:0.142044314434028, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.142622106054673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.142622135567912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142622135567913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.142622135567913"
[1] "Starting iterative with newton 0.142622135567913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0541139226143053, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0542400230700144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0542400237545677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0542400230700144"
[1] "Starting iterative with newton 0.0542400230700144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510865127671861, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511973723938233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511973729157044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0511973729157044"
[1] "Starting iterative with newton 0.0511973729157044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509796207593415, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510899673033848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510899678202134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0510899673033848"
[1] "Starting iterative with newton 0.0510899673033848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509758445157312, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510861729626794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510861734793303, diff to last: 0"
[1] "Final threshold is: 0.00135705266077343"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.328687892960919"
[1] "Newton iter: 1, lambda:0.27805308131053, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.278474661210041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278474690640963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278474690640963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.278474690640963"
[1] "Starting iterative with newton 0.278474690640963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114306716979099, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115533228087562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115533369086411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115533369086412, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115533369086411"
[1] "Starting iterative with newton 0.115533369086411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103809688099548, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104781300548295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104781385560711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104781385560712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104781385560711"
[1] "Starting iterative with newton 0.104781385560711"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103095510755743, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104051220905939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104051302938653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104051302938653, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104051302938653"
[1] "Starting iterative with newton 0.104051302938653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103046917453526, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104001551926034, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104001633759311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104001633759311, diff to last: 0"
[1] "Final threshold is: 0.00276269847995096"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.298007494315607"
[1] "Newton iter: 1, lambda:0.265122546911773, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.26529074464765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265290749064629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265290749064629"
[1] "Starting iterative with newton 0.265290749064629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0962435391097522, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.097072259809355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097072321233824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970723212338244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097072321233824"
[1] "Starting iterative with newton 0.097072321233824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0856904112547125, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0863053859303127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0863054176033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0863054176033001, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0863054176033"
[1] "Starting iterative with newton 0.0863054176033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0850160620055232, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0856187504182268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0856187807058152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0856187807058152, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856187807058152"
[1] "Starting iterative with newton 0.0856187807058152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849730585176024, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0855749688749905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0855749990760017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0855749990760018, diff to last: 0"
[1] "Final threshold is: 0.00227321351908964"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201841694623152"
[1] "Newton iter: 1, lambda:0.411026113343817, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.422382129883463, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.422414672948642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42241467321531, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.422414672948642"
[1] "Starting iterative with newton 0.422414672948642"
[1] "Starting newton at: 0.177230230476053"
[1] "Newton iter: 1, lambda:0.200249029220525, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.200331023461081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200331024500348, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200331023461081"
[1] "Starting iterative with newton 0.200331023461081"
[1] "Starting newton at: 0.286442761887385"
[1] "Newton iter: 1, lambda:0.177165894518576, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.178898294660305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178898732581739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178898732581767, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178898732581739"
[1] "Starting iterative with newton 0.178898732581739"
[1] "Starting newton at: 0.307875052766727"
[1] "Newton iter: 1, lambda:0.17416540119506, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.176740862848497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176741825376521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176741825376655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176741825376521"
[1] "Starting iterative with newton 0.176741825376521"
[1] "Starting newton at: 0.310031959971946"
[1] "Newton iter: 1, lambda:0.173853328385704, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.176522873356824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176523906918838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176523906918993, diff to last: 0"
[1] "Final threshold is: 0.0046891795031635"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.95096214983837"
[1] "Starting iterative with newton 2.95096214983837"
[1] "Starting newton at: 0.513732945408749"
[1] "Newton iter: 1, lambda:0.574653501988835, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.575971322742452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.575971928957908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575971928958036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575971928958036"
[1] "Starting iterative with newton 0.575971928958036"
[1] "Starting newton at: 0.236082510150919"
[1] "Newton iter: 1, lambda:0.298597534538335, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.299511315415799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.299511509644735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299511509644744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299511509644735"
[1] "Starting iterative with newton 0.299511509644735"
[1] "Starting newton at: 0.247786201554074"
[1] "Newton iter: 1, lambda:0.259296182197404, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.259324854916422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259324855094213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.259324854916422"
[1] "Starting iterative with newton 0.259324854916422"
[1] "Starting newton at: 0.262571051513374"
[1] "Newton iter: 1, lambda:0.253259796804962, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.253278324856998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253278324930408, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253278324930408"
[1] "Starting iterative with newton 0.253278324930408"
[1] "Starting newton at: 0.268578943200122"
[1] "Newton iter: 1, lambda:0.252307708264206, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.252364162845582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252364163525964, diff to last: 0"
[1] "Final threshold is: 0.00670379939127799"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.07578335031921"
[1] "Starting iterative with newton 3.07578335031921"
[1] "Starting newton at: 0.564640599470429"
[1] "Newton iter: 1, lambda:0.59014256216334, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.590379781695497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590379802065108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590379802065108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590379802065108"
[1] "Starting iterative with newton 0.590379802065108"
[1] "Starting newton at: 0.240360470420144"
[1] "Newton iter: 1, lambda:0.283038593915568, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.283443993490372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283444029964115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283444029964115, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283444029964115"
[1] "Starting iterative with newton 0.283444029964115"
[1] "Starting newton at: 0.278909227182789"
[1] "Newton iter: 1, lambda:0.241961239322448, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.242237134817527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.24223715023509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24223715023509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.24223715023509"
[1] "Starting iterative with newton 0.24223715023509"
[1] "Starting newton at: 0.286180261721857"
[1] "Newton iter: 1, lambda:0.236016474346647, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.236518303407398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236518353777826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236518353777827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.236518353777826"
[1] "Starting iterative with newton 0.236518353777826"
[1] "Starting newton at: 0.290018344176848"
[1] "Newton iter: 1, lambda:0.235121529470159, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.23572129365817, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235721365481398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235721365481399, diff to last: 0"
[1] "Final threshold is: 0.00626170026919524"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63645966376276"
[1] "Starting iterative with newton 1.63645966376276"
[1] "Starting newton at: 0.670910711823242"
[1] "Newton iter: 1, lambda:0.699025616395401, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.699390453210385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.699390514041668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699390514041669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.699390514041669"
[1] "Starting iterative with newton 0.699390514041669"
[1] "Starting newton at: 0.421583679486239"
[1] "Newton iter: 1, lambda:0.507549064061741, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.51046362552236, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.510466922387303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510466922391519, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.510466922391519"
[1] "Starting iterative with newton 0.510466922391519"
[1] "Starting newton at: 0.448787561076431"
[1] "Newton iter: 1, lambda:0.465074040786322, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.465172780832964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465172784451385, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.465172780832964"
[1] "Starting iterative with newton 0.465172780832964"
[1] "Starting newton at: 0.469093141551662"
[1] "Newton iter: 1, lambda:0.453949674584697, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.454033576825389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454033579408309, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.454033579408309"
[1] "Starting iterative with newton 0.454033579408309"
[1] "Starting newton at: 0.469670416418306"
[1] "Newton iter: 1, lambda:0.451154605651582, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.451279601387782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451279607104031, diff to last: 0"
[1] "Final threshold is: 0.0119877874944205"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35170394940385"
[1] "Starting iterative with newton 1.35170394940385"
[1] "Starting newton at: 0.809450783754866"
[1] "Newton iter: 1, lambda:0.804870746784977, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.804882495696586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.804882495774051, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.804882495696586"
[1] "Starting iterative with newton 0.804882495696586"
[1] "Starting newton at: 0.587602249501613"
[1] "Newton iter: 1, lambda:0.651964199841605, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.654070610601883, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.654072827699751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654072827702205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.654072827699751"
[1] "Starting iterative with newton 0.654072827699751"
[1] "Starting newton at: 0.586231217285754"
[1] "Newton iter: 1, lambda:0.608672393280473, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.608915706231463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608915734664795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608915734664795, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.608915734664795"
[1] "Starting iterative with newton 0.608915734664795"
[1] "Starting newton at: 0.603388003212866"
[1] "Newton iter: 1, lambda:0.595058493442639, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.595091331343219, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595091331854747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.595091331343219"
[1] "Starting iterative with newton 0.595091331343219"
[1] "Starting newton at: 0.60427912796318"
[1] "Newton iter: 1, lambda:0.590745779020438, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.590832012543188, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590832016057258, diff to last: 0"
[1] "Final threshold is: 0.015694856359055"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35752984541745"
[1] "Starting iterative with newton 1.35752984541745"
[1] "Starting newton at: 0.842651733034164"
[1] "Newton iter: 1, lambda:0.782906067466845, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.784789513422958, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.784791436659428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.784791436661432, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.784791436659428"
[1] "Starting iterative with newton 0.784791436659428"
[1] "Starting newton at: 0.608863650876288"
[1] "Newton iter: 1, lambda:0.634888587760787, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.635217393467289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.635217445566059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63521744556606, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63521744556606"
[1] "Starting iterative with newton 0.63521744556606"
[1] "Starting newton at: 0.594947917864225"
[1] "Newton iter: 1, lambda:0.592685212706743, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.592687586658998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592687586661613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.592687586661613"
[1] "Starting iterative with newton 0.592687586661613"
[1] "Starting newton at: 0.597821195907917"
[1] "Newton iter: 1, lambda:0.580174444857167, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.580316631648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580316640922467, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.580316631648"
[1] "Starting iterative with newton 0.580316631648"
[1] "Starting newton at: 0.595748079585623"
[1] "Newton iter: 1, lambda:0.576526699551891, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.576694766332325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.576694779246989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.576694779246989, diff to last: 0"
[1] "Final threshold is: 0.0153193146756634"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909316587647542"
[1] "Starting iterative with newton 0.909316587647542"
[1] "Starting newton at: 1.0711443721133"
[1] "Newton iter: 1, lambda:1.06029532665708, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.06038971092352, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06038971811626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06038971092352"
[1] "Starting iterative with newton 1.06038971092352"
[1] "Starting newton at: 1.03485349406709"
[1] "Newton iter: 1, lambda:1.12207460097283, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.12878461940743, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12882248657073, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12882248777138, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12882248777138"
[1] "Starting iterative with newton 1.12882248777138"
[1] "Starting newton at: 1.04075633020833"
[1] "Newton iter: 1, lambda:1.14821553204843, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.15868705174516, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.15878095679512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15878096429352, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15878096429352"
[1] "Starting iterative with newton 1.15878096429352"
[1] "Starting newton at: 1.04021182447183"
[1] "Newton iter: 1, lambda:1.15866245197501, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.17155138229399, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.1716948330109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17169485062463, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17169485062463, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17169485062463"
[1] "Starting iterative with newton 1.17169485062463"
[1] "Starting newton at: 1.04300123862653"
[1] "Newton iter: 1, lambda:1.16364059451334, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.17706787981755, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.17722406387971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17722408481758, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17722408481758, diff to last: 0"
[1] "Final threshold is: 0.0312717696278592"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.805976627504106"
[1] "Starting iterative with newton 0.805976627504106"
[1] "Starting newton at: 1.16907617486577"
[1] "Newton iter: 1, lambda:1.20205670948251, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.20309806507699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.20309907959854, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2030990795995, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20309907959854"
[1] "Starting iterative with newton 1.20309907959854"
[1] "Starting newton at: 1.16096584488418"
[1] "Newton iter: 1, lambda:1.36463866145831, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.41252457624114, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.41493160004464, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41493744929607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41493744933054, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41493744929607"
[1] "Starting iterative with newton 1.41493744929607"
[1] "Starting newton at: 1.84907765415995"
[1] "Newton iter: 1, lambda:1.32427259995116, diff to last: 0.525"
[1] "Newton iter: 2, lambda:1.48062801711056, diff to last: 0.156"
[1] "Newton iter: 3, lambda:1.50936779481671, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.51024819288834, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51024899770727, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51024899770794, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51024899770727"
[1] "Starting iterative with newton 1.51024899770727"
[1] "Starting newton at: 1.89301836464014"
[1] "Newton iter: 1, lambda:1.35436805660145, diff to last: 0.539"
[1] "Newton iter: 2, lambda:1.5167091989268, diff to last: 0.162"
[1] "Newton iter: 3, lambda:1.54830879079671, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.54938964867003, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.54939087662906, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54939087663064, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54939087663064"
[1] "Starting iterative with newton 1.54939087663064"
[1] "Starting newton at: 1.91106949706994"
[1] "Newton iter: 1, lambda:1.36508377733361, diff to last: 0.546"
[1] "Newton iter: 2, lambda:1.53054545735273, diff to last: 0.165"
[1] "Newton iter: 3, lambda:1.56364587459424, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.56483958353887, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.56484108865588, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56484108865827, diff to last: 0"
[1] "Final threshold is: 0.0415684248480757"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.841691882884802"
[1] "Starting iterative with newton 0.841691882884802"
[1] "Starting newton at: 1.2979810885075"
[1] "Newton iter: 1, lambda:1.13271129579653, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.15436570768696, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.15479797976599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15479814954776, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15479814954779, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15479814954779"
[1] "Starting iterative with newton 1.15479814954779"
[1] "Starting newton at: 1.26591887544495"
[1] "Newton iter: 1, lambda:1.32022874188326, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.32325157402468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.32326057452103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32326057460063, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32326057460063"
[1] "Starting iterative with newton 1.32326057460063"
[1] "Starting newton at: 1.27215544688342"
[1] "Newton iter: 1, lambda:1.39096278511969, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.40667711931094, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.40693170179567, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40693176771593, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40693176771593, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40693176771593"
[1] "Starting iterative with newton 1.40693176771593"
[1] "Starting newton at: 1.28456920448182"
[1] "Newton iter: 1, lambda:1.42378296027734, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.44604312613846, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.44656514743817, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44656542897955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44656542897963, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44656542897963"
[1] "Starting iterative with newton 1.44656542897963"
[1] "Starting newton at: 1.29705320380661"
[1] "Newton iter: 1, lambda:1.44041721275042, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.46428987675575, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.46489550828765, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46489588992293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46489588992308, diff to last: 0"
[1] "Final threshold is: 0.0389134814722521"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0265639911613756"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22941158939855"
[1] "Newton iter: 1, lambda:1.47921985680913, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.58111785735408, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.59766714310026, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.59807206810855, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59807230617918, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59807230617926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59807230617918"
[1] "Starting iterative with newton 1.59807230617918"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.11702673087804"
threshold is:
[{'ad': 0.0011611123194379467, 'da': 0.0006690535466740053, 'dd': 0.0013570526607734306}, {'ad': 0.0027626984799509553, 'da': 0.0022732135190896355, 'dd': 0.004689179503163505}, {'ad': 0.006703799391277991, 'da': 0.0062617002691952375, 'dd': 0.011987787494420536}, {'ad': 0.015694856359055008, 'da': 0.01531931467566345, 'dd': 0.03127176962785917}, {'ad': 0.04156842484807573, 'da': 0.03891348147225214, 'dd': 0.11702673087804036}]
Number of points in noise estimation: 128
Estimated noise: 0.026563991161375613
0.026563991161375613
threshold is:
[{'ad': 0.013057629915040891, 'da': 0.021300634029525534, 'dd': 0.009284871776723477}, {'ad': 0.005593428663563715, 'da': 0.0007503985615318716, 'dd': 0.003785166671907925}, {'ad': 0.006037170593602426, 'da': 0.0054131111845230895, 'dd': 0.011388510134323413}, {'ad': 0.011809752685666641, 'da': 0.01280295453230807, 'dd': 0.022197733884436868}, {'ad': 0.033437105268177836, 'da': 0.028834720147875255, 'dd': 0.11702673087804037}]
['stjerten256', 0.025, 2, 0.0006237480628982736, 0.0003021377045622753, 0.0002983232054865795, 0.001364386127312595, 0.00032498072009976085, 0.00038888524481442877, 0.00032498071975602116, 0.00038888524481442877, 32.0499079010426, 35.19795074589137, 35.253129631220304, 28.650627050241084, 34.88142403336986, 34.10178534654649, 34.8814240379635, 34.10178534654649]
stjerten256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131418676914544, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132773030573538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.132773173781102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132773173781104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.132773173781102"
[1] "Starting iterative with newton 0.132773173781102"
[1] "Starting newton at: 0.089961426984746"
[1] "Newton iter: 1, lambda:0.046282703293927, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0463617034962439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046361703754491, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.046361703754491"
[1] "Starting iterative with newton 0.046361703754491"
[1] "Starting newton at: 0.0419409709117516"
[1] "Newton iter: 1, lambda:0.0444628028452731, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0444630525621777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444630525621802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444630525621777"
[1] "Starting iterative with newton 0.0444630525621777"
[1] "Starting newton at: 0.0438396221040648"
[1] "Newton iter: 1, lambda:0.0444209747150117, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444209879710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444209879710985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444209879710985"
[1] "Starting iterative with newton 0.0444209879710985"
[1] "Starting newton at: 0.043881686695144"
[1] "Newton iter: 1, lambda:0.0444200442386412, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444200556061965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444200556061965, diff to last: 0"
[1] "Final threshold is: 0.00116830482516593"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0844955362241735, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848779030830583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0848779109090866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0848779030830583"
[1] "Starting iterative with newton 0.0848779030830583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187197920426746, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187283252839451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187283252857185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0187283252839451"
[1] "Starting iterative with newton 0.0187283252839451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174532540931368, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017460310592843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174603105939966, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.017460310592843"
[1] "Starting iterative with newton 0.017460310592843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174294604036309, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174364908564767, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174364908576207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0174364908564767"
[1] "Starting iterative with newton 0.0174364908564767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017429013612868, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174360435772019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174360435783458, diff to last: 0"
[1] "Final threshold is: 0.000458590579820447"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.198617731101732"
[1] "Newton iter: 1, lambda:0.119104955553088, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.119564341307053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119564356690246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119564356690246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119564356690246"
[1] "Starting iterative with newton 0.119564356690246"
[1] "Starting newton at: 0.0344376410100513"
[1] "Newton iter: 1, lambda:0.0369707381756224, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0369710265234073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036971026523411, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0369710265234073"
[1] "Starting iterative with newton 0.0369710265234073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340584067028915, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341080371399547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341080372453555, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0341080371399547"
[1] "Starting iterative with newton 0.0341080371399547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339616174867323, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340108791204305, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340108792240876, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0340108792240876"
[1] "Starting iterative with newton 0.0340108792240876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339583353428059, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340075844983335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340075846019319, diff to last: 0"
[1] "Final threshold is: 0.000894443617574758"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.24880544724037"
[1] "Newton iter: 1, lambda:0.276537009451494, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.276662146454037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276662148992627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.276662146454037"
[1] "Starting iterative with newton 0.276662146454037"
[1] "Starting newton at: 0.20838015335452"
[1] "Newton iter: 1, lambda:0.113662220042118, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.11456026609932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114560347159354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114560347159354, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114560347159354"
[1] "Starting iterative with newton 0.114560347159354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101082720367629, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102068684228771, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102068777915252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102068777915253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102068777915252"
[1] "Starting iterative with newton 0.102068777915252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100131284681828, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101095300476412, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101095389721224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101095389721225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101095389721224"
[1] "Starting iterative with newton 0.101095389721224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100057108026096, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101019424255023, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101019513160676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101019513160677, diff to last: 0"
[1] "Final threshold is: 0.00265694432962457"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.485446648792083"
[1] "Newton iter: 1, lambda:0.256036619726227, diff to last: 0.229"
[1] "Newton iter: 2, lambda:0.264201790003316, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.264212535973815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264212535992409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.264212535973815"
[1] "Starting iterative with newton 0.264212535973815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0939810403896559, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947927253639957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0947927858769151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947927858769154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0947927858769151"
[1] "Starting iterative with newton 0.0947927858769151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819415612445792, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0825206848749662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0825207137977899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.08252071379779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0825207137977899"
[1] "Starting iterative with newton 0.0825207137977899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810782377523687, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816424319272147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816424592435601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816424592435602, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816424592435601"
[1] "Starting iterative with newton 0.0816424592435601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810165113677692, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815796468737094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815796740780228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815796740780229, diff to last: 0"
[1] "Final threshold is: 0.00214565132688245"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430932906888872"
[1] "Newton iter: 1, lambda:0.416395343629092, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.416448803117282, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416448803842328, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.416448803842328"
[1] "Starting iterative with newton 0.416448803842328"
[1] "Starting newton at: 0.190578333451907"
[1] "Newton iter: 1, lambda:0.21594907022734, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.216053401146839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21605340290778, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216053401146839"
[1] "Starting iterative with newton 0.216053401146839"
[1] "Starting newton at: 0.202675401799275"
[1] "Newton iter: 1, lambda:0.195964631259532, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.195971631600832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195971631608453, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.195971631600832"
[1] "Starting iterative with newton 0.195971631600832"
[1] "Starting newton at: 0.212646061512959"
[1] "Newton iter: 1, lambda:0.193812814565256, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.193867675088238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193867675554328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193867675088238"
[1] "Starting iterative with newton 0.193867675088238"
[1] "Starting newton at: 0.214750018025553"
[1] "Newton iter: 1, lambda:0.193577029468514, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.193646326335544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193646327078881, diff to last: 0"
[1] "Final threshold is: 0.00509314977460356"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0.593791930572744"
[1] "Newton iter: 1, lambda:0.571657185079295, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.571825899618862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.571825909487239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571825909487239"
[1] "Starting iterative with newton 0.571825909487239"
[1] "Starting newton at: 0.317343501827227"
[1] "Newton iter: 1, lambda:0.29396061214831, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.294087267450027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294087271174654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.294087267450027"
[1] "Starting iterative with newton 0.294087267450027"
[1] "Starting newton at: 0.202542510793762"
[1] "Newton iter: 1, lambda:0.252910801873063, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.253457901737105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253457966098815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253457966098815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.253457966098815"
[1] "Starting iterative with newton 0.253457966098815"
[1] "Starting newton at: 0.220494278943222"
[1] "Newton iter: 1, lambda:0.247215553690215, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.247367468567677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247367473470116, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247367473470116"
[1] "Starting iterative with newton 0.247367473470116"
[1] "Starting newton at: 0.219111614429613"
[1] "Newton iter: 1, lambda:0.246294003061023, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.246450918748985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246450923969887, diff to last: 0"
[1] "Final threshold is: 0.00648197921852018"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0.656634310342067"
[1] "Newton iter: 1, lambda:0.585966148540689, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.587769879389876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587771081870406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58777108187094, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587771081870406"
[1] "Starting iterative with newton 0.587771081870406"
[1] "Starting newton at: 0.267802742464336"
[1] "Newton iter: 1, lambda:0.282829219876925, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.28288066193716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282880662539303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28288066193716"
[1] "Starting iterative with newton 0.28288066193716"
[1] "Starting newton at: 0.303801593788179"
[1] "Newton iter: 1, lambda:0.236820371773481, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.23775046481961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237750644969942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237750644969949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237750644969942"
[1] "Starting iterative with newton 0.237750644969942"
[1] "Starting newton at: 0.320659644757401"
[1] "Newton iter: 1, lambda:0.229243407889547, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.230948546494649, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230949143355704, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230949143355778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230949143355704"
[1] "Starting iterative with newton 0.230949143355704"
[1] "Starting newton at: 0.310646075176113"
[1] "Newton iter: 1, lambda:0.228548242536273, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.229921524848273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229921911136377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229921911136408, diff to last: 0"
[1] "Final threshold is: 0.00604724472467607"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 0.809238118125567"
[1] "Newton iter: 1, lambda:0.674030420389869, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.681869709296212, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.681897569485825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681897569836755, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681897569836755"
[1] "Starting iterative with newton 0.681897569836755"
[1] "Starting newton at: 0.423012868952396"
[1] "Newton iter: 1, lambda:0.493455266050888, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.495345013815404, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.495346356806149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495346356806827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495346356806149"
[1] "Starting iterative with newton 0.495346356806149"
[1] "Starting newton at: 0.410620058828264"
[1] "Newton iter: 1, lambda:0.452241824323339, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.452868330927868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452868471919344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452868471919351, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452868471919351"
[1] "Starting iterative with newton 0.452868471919351"
[1] "Starting newton at: 0.430332423566396"
[1] "Newton iter: 1, lambda:0.44283454549827, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.442890191058096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442890192158156, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.442890191058096"
[1] "Starting iterative with newton 0.442890191058096"
[1] "Starting newton at: 0.434902047026011"
[1] "Newton iter: 1, lambda:0.440519751188765, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.440530944327008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.440530944371402, diff to last: 0"
[1] "Final threshold is: 0.0115865356904866"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 0.835167307248539"
[1] "Newton iter: 1, lambda:0.798392300758151, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.799130904902989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.799131207824877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799131207824928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.799131207824877"
[1] "Starting iterative with newton 0.799131207824877"
[1] "Starting newton at: 0.601834669392593"
[1] "Newton iter: 1, lambda:0.650988238440007, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.652204213481163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.652204947427292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652204947427559, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652204947427292"
[1] "Starting iterative with newton 0.652204947427292"
[1] "Starting newton at: 0.601105197513542"
[1] "Newton iter: 1, lambda:0.609035782321151, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.609065902893337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609065903326887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609065902893337"
[1] "Starting iterative with newton 0.609065902893337"
[1] "Starting newton at: 0.606023882997923"
[1] "Newton iter: 1, lambda:0.596104508842301, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.596150856938726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596150857953343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.596150856938726"
[1] "Starting iterative with newton 0.596150856938726"
[1] "Starting newton at: 0.613094796584465"
[1] "Newton iter: 1, lambda:0.592055066685693, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.592262211244047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592262231439744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592262231439745, diff to last: 0"
[1] "Final threshold is: 0.0155772655028711"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 0.857609126713523"
[1] "Newton iter: 1, lambda:0.774015310560529, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.777610897519289, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.777617808371523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777617808397016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777617808371523"
[1] "Starting iterative with newton 0.777617808371523"
[1] "Starting newton at: 0.620176665312821"
[1] "Newton iter: 1, lambda:0.624401563596563, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.624410001689126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.624410001722744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624410001689126"
[1] "Starting iterative with newton 0.624410001689126"
[1] "Starting newton at: 0.656552084669424"
[1] "Newton iter: 1, lambda:0.578789247661822, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.581477671804032, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.581480960872386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581480960877306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.581480960872386"
[1] "Starting iterative with newton 0.581480960872386"
[1] "Starting newton at: 0.653661887829878"
[1] "Newton iter: 1, lambda:0.565810936133199, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.569195888120824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.569201045291886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569201045303847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.569201045291886"
[1] "Starting iterative with newton 0.569201045291886"
[1] "Starting newton at: 0.649175476567416"
[1] "Newton iter: 1, lambda:0.562367687186152, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.565663883133484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.565668757440346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565668757450996, diff to last: 0"
[1] "Final threshold is: 0.0148778226159603"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.06787343058146"
[1] "Newton iter: 1, lambda:1.05423373516467, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.05438183045454, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05438184806512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05438184806512, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05438184806512"
[1] "Starting iterative with newton 1.05438184806512"
[1] "Starting newton at: 1.04924876254957"
[1] "Newton iter: 1, lambda:1.12177208616407, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12635074445151, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.1263682531717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12636825342695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1263682531717"
[1] "Starting iterative with newton 1.1263682531717"
[1] "Starting newton at: 1.03109798163195"
[1] "Newton iter: 1, lambda:1.14571912837541, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.15761146207285, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.15773197234686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15773198462199, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15773198462199, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15773198462199"
[1] "Starting iterative with newton 1.15773198462199"
[1] "Starting newton at: 1.04606686909551"
[1] "Newton iter: 1, lambda:1.15934044744943, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17103300508041, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17115022800068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17115023968797, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17115023968797, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17115023968797"
[1] "Starting iterative with newton 1.17115023968797"
[1] "Starting newton at: 1.0521730120883"
[1] "Newton iter: 1, lambda:1.1650786101289, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17672923047016, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17684592204877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17684593366077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17684593366077, diff to last: 0"
[1] "Final threshold is: 0.0309525754143752"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.21885283029487"
[1] "Newton iter: 1, lambda:1.17585933697679, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.1775018485792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17750432933597, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750432934162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17750432934162"
[1] "Starting iterative with newton 1.17750432934162"
[1] "Starting newton at: 1.18446797794415"
[1] "Newton iter: 1, lambda:1.34892138703077, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.37895174717652, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.37986682068199, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37986764949937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37986764950005, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37986764949937"
[1] "Starting iterative with newton 1.37986764949937"
[1] "Starting newton at: 1.81023194795655"
[1] "Newton iter: 1, lambda:1.29337248023455, diff to last: 0.517"
[1] "Newton iter: 2, lambda:1.44511351667739, diff to last: 0.152"
[1] "Newton iter: 3, lambda:1.47147618370166, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.47219967773223, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.47220020993156, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47220020993184, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47220020993156"
[1] "Starting iterative with newton 1.47220020993156"
[1] "Starting newton at: 1.8477240924857"
[1] "Newton iter: 1, lambda:1.33187362833356, diff to last: 0.516"
[1] "Newton iter: 2, lambda:1.4833540408621, diff to last: 0.151"
[1] "Newton iter: 3, lambda:1.51001121279849, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.51075953421992, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51076010964435, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51076010964468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51076010964468"
[1] "Starting iterative with newton 1.51076010964468"
[1] "Starting newton at: 1.84758910967426"
[1] "Newton iter: 1, lambda:1.36674020973505, diff to last: 0.481"
[1] "Newton iter: 2, lambda:1.50393854143512, diff to last: 0.137"
[1] "Newton iter: 3, lambda:1.52572852582738, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.52622847168783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52622872953942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52622872953949, diff to last: 0"
[1] "Final threshold is: 0.0401417967854413"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.29384063608245"
[1] "Newton iter: 1, lambda:1.11961691909165, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.14311190624254, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.14361235635958, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14361257992425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14361257992429, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14361257992429"
[1] "Starting iterative with newton 1.14361257992429"
[1] "Starting newton at: 1.27415862330155"
[1] "Newton iter: 1, lambda:1.30816290938826, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.30930518147677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30930643769674, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30930643769826, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30930643769674"
[1] "Starting iterative with newton 1.30930643769674"
[1] "Starting newton at: 1.28960039257435"
[1] "Newton iter: 1, lambda:1.37939186242732, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.38798839874685, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38806240101436, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38806240645809, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38806240101436"
[1] "Starting iterative with newton 1.38806240101436"
[1] "Starting newton at: 1.29400549016438"
[1] "Newton iter: 1, lambda:1.40887981033272, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.4234310593971, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.42364736562699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42364741282468, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42364741282468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42364741282468"
[1] "Starting iterative with newton 1.42364741282468"
[1] "Starting newton at: 1.29142968002098"
[1] "Newton iter: 1, lambda:1.42035742544105, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.43899118212833, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.43934949787617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43934962823738, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4393496282374, diff to last: 0"
[1] "Final threshold is: 0.0378567636433757"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25724954791931"
[1] "Newton iter: 1, lambda:1.4808605516085, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.56143859021294, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57144317892385, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57158765442539, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57158768422786, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57158768422786, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57158768422786"
[1] "Starting iterative with newton 1.57158768422786"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115869445817572"
threshold is:
[{'ad': 0.0011683048251659276, 'da': 0.0004585905798204472, 'dd': 0.000894443617574758}, {'ad': 0.002656944329624571, 'da': 0.0021456513268824527, 'dd': 0.005093149774603563}, {'ad': 0.006481979218520182, 'da': 0.006047244724676068, 'dd': 0.011586535690486639}, {'ad': 0.01557726550287106, 'da': 0.014877822615960299, 'dd': 0.030952575414375186}, {'ad': 0.04014179678544129, 'da': 0.037856763643375674, 'dd': 0.11586944581757205}]
Number of points in noise estimation: 128
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.9346406665387"
[1] "Starting iterative with newton 20.9346406665387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.654621422305"
[1] "Starting iterative with newton 16.654621422305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.898607157244"
[1] "Starting iterative with newton 14.898607157244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92263485703996"
[1] "Starting iterative with newton 7.92263485703996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.16162889679486"
[1] "Starting iterative with newton 8.16162889679486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00934992740623"
[1] "Starting iterative with newton 5.00934992740623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 1.93686417354374"
[1] "Newton iter: 1, lambda:1.55997525892368, diff to last: 0.377"
[1] "Newton iter: 2, lambda:1.5147788181646, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51326006358743, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51325825500191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51325825499934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51325825499934"
[1] "Starting iterative with newton 1.51325825499934"
[1] "Starting newton at: 1.7557807286029"
[1] "Newton iter: 1, lambda:1.4474625895529, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.39591926935113, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.39344858870184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39344264628146, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39344264624702, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39344264624702"
[1] "Starting iterative with newton 1.39344264624702"
[1] "Starting newton at: 1.62827895368127"
[1] "Newton iter: 1, lambda:1.32596091988844, diff to last: 0.302"
[1] "Newton iter: 2, lambda:1.25758666786816, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.25203130969537, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.25199300947782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25199300765388, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.25199300765388"
[1] "Starting iterative with newton 1.25199300765388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 1.53349831649512"
[1] "Newton iter: 1, lambda:1.31332458152022, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.2740533290673, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.2723247189479, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27232127569165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27232127567798, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27232127569165"
[1] "Starting iterative with newton 1.27232127569165"
[1] "Starting newton at: 1.4854632293555"
[1] "Newton iter: 1, lambda:1.25097502756529, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.20046980724878, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.19720484386751, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.19719080616102, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19719080590125, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19719080616102"
[1] "Starting iterative with newton 1.19719080616102"
[1] "Starting newton at: 1.4068712597575"
[1] "Newton iter: 1, lambda:1.16112782816591, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09423974595485, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.08730498302439, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08722836898053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08722835962863, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08722835962863"
[1] "Starting iterative with newton 1.08722835962863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 1.57771763432857"
[1] "Newton iter: 1, lambda:1.35694400310614, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.32069488439858, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.31933176624332, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31932978333056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31932978332636, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31932978332636"
[1] "Starting iterative with newton 1.31932978332636"
[1] "Starting newton at: 1.50843984667325"
[1] "Newton iter: 1, lambda:1.27749772513835, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.23034533832524, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.22763043024276, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22762117532788, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22762117522022, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22762117532788"
[1] "Starting iterative with newton 1.22762117532788"
[1] "Starting newton at: 1.42427974100309"
[1] "Newton iter: 1, lambda:1.17339242428439, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.1052768046929, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.09820575341143, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.09812733251475, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09812732286725, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09812733251475"
[1] "Starting iterative with newton 1.09812733251475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.16169734888708"
[1] "Newton iter: 1, lambda:1.17177630886046, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.17164394421811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17164392148192, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17164392148192, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17164392148192"
[1] "Starting iterative with newton 1.17164392148192"
[1] "Starting newton at: 1.59813440516775"
[1] "Newton iter: 1, lambda:1.57707014398309, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.57686702694364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57686700696075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57686700696075, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57686700696075"
[1] "Starting iterative with newton 1.57686700696075"
[1] "Starting newton at: 2.00107690063912"
[1] "Newton iter: 1, lambda:1.91533363701169, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.91570419081427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91570418511291, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91570418511291"
[1] "Starting iterative with newton 1.91570418511291"
[1] "Starting newton at: 2.16757944862741"
[1] "Newton iter: 1, lambda:2.1311026792996, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.13134224152204, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13134225002555, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13134225002555"
[1] "Starting iterative with newton 2.13134225002555"
[1] "Starting newton at: 2.27273468321001"
[1] "Newton iter: 1, lambda:2.26115536620148, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.26118786921575, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26118786946279, diff to last: 0"
[1] "Final threshold is: 0.0594721762098866"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.32773430472192"
[1] "Newton iter: 1, lambda:1.3339697078297, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.33393509745834, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33393509640032, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33393509640032"
[1] "Starting iterative with newton 1.33393509640032"
[1] "Starting newton at: 1.99060276259718"
[1] "Newton iter: 1, lambda:1.9497002458192, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.94995879639089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94995880371864, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94995880371864"
[1] "Starting iterative with newton 1.94995880371864"
[1] "Starting newton at: 2.29080180637912"
[1] "Newton iter: 1, lambda:2.35144068513008, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.35290801684743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35290896652972, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35290896653012, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35290896653012"
[1] "Starting iterative with newton 2.35290896653012"
[1] "Starting newton at: 2.5870317487387"
[1] "Newton iter: 1, lambda:2.5708129663795, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.57095609502887, diff to last: 0"
[1] "Newton iter: 3, lambda:2.57095610607149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57095610607149, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57095610607149"
[1] "Starting iterative with newton 2.57095610607149"
[1] "Starting newton at: 2.69372359517238"
[1] "Newton iter: 1, lambda:2.67814672484517, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.67828594254873, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67828595361788, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67828595361788, diff to last: 0"
[1] "Final threshold is: 0.0704423972649699"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.22017888055726"
[1] "Newton iter: 1, lambda:1.25156458829075, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2504766613344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25047538282384, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25047538282208, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25047538282208"
[1] "Starting iterative with newton 1.25047538282208"
[1] "Starting newton at: 1.75558737284211"
[1] "Newton iter: 1, lambda:1.79609506336774, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.79581796038095, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79581795128238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79581795128238"
[1] "Starting iterative with newton 1.79581795128238"
[1] "Starting newton at: 2.14779609393303"
[1] "Newton iter: 1, lambda:2.19085719700454, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.19129722974137, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19129728295511, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19129728295511, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19129728295511"
[1] "Starting iterative with newton 2.19129728295511"
[1] "Starting newton at: 2.42631837279718"
[1] "Newton iter: 1, lambda:2.41284902442005, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.41292333106643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4129233332875, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41292333106643"
[1] "Starting iterative with newton 2.41292333106643"
[1] "Starting newton at: 2.52138180074279"
[1] "Newton iter: 1, lambda:2.52439262007216, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.52439666380001, diff to last: 0"
[1] "Newton iter: 3, lambda:2.52439666380732, diff to last: 0"
[1] "Final threshold is: 0.0663949091789678"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93173929811539"
[1] "Newton iter: 1, lambda:2.22024194107307, diff to last: 0.289"
[1] "Newton iter: 2, lambda:2.25954636209369, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.26079200900939, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.26079329137813, diff to last: 0"
[1] "Newton iter: 5, lambda:2.26079329137949, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.26079329137813"
[1] "Starting iterative with newton 2.26079329137813"
[1] "Starting newton at: 3.14915368661835"
[1] "Newton iter: 1, lambda:3.08678142846871, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.09183382094061, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.09186918234162, diff to last: 0"
[1] "Newton iter: 4, lambda:3.09186918406686, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09186918406686"
[1] "Starting iterative with newton 3.09186918406686"
[1] "Starting newton at: 3.57252848595572"
[1] "Newton iter: 1, lambda:3.62608503842227, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.63109230000149, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.6311335318025, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63113353457933, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.6311335318025"
[1] "Starting iterative with newton 3.6311335318025"
[1] "Starting newton at: 4.22773849372818"
[1] "Newton iter: 1, lambda:4.03880612510304, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.08358945839822, diff to last: 0.045"
[1] "Newton iter: 3, lambda:4.08757731830832, diff to last: 0.004"
[1] "Newton iter: 4, lambda:4.08760679447787, diff to last: 0"
[1] "Newton iter: 5, lambda:4.08760679607674, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.08760679447787"
[1] "Starting iterative with newton 4.08760679447787"
[1] "Starting newton at: 4.3350470728902"
[1] "Newton iter: 1, lambda:4.39188137544553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:4.39867105898805, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.39875885847612, diff to last: 0"
[1] "Newton iter: 4, lambda:4.39875887295762, diff to last: 0"
[1] "Newton iter: 5, lambda:4.39875887295762, diff to last: 0"
[1] "Final threshold is: 0.115693068390673"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05947217620988657}, {'ad': 0.07044239726496987, 'da': 0.06639490917896781, 'dd': 0.11569306839067253}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368079977933536. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.9346406665387"
[1] "Starting iterative with newton 20.9346406665387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.654621422305"
[1] "Starting iterative with newton 16.654621422305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.898607157244"
[1] "Starting iterative with newton 14.898607157244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92263485703996"
[1] "Starting iterative with newton 7.92263485703996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.16162889679486"
[1] "Starting iterative with newton 8.16162889679486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00934992740623"
[1] "Starting iterative with newton 5.00934992740623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 1.93686417354374"
[1] "Newton iter: 1, lambda:1.55997525892368, diff to last: 0.377"
[1] "Newton iter: 2, lambda:1.5147788181646, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51326006358743, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51325825500191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51325825499934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51325825499934"
[1] "Starting iterative with newton 1.51325825499934"
[1] "Starting newton at: 1.7557807286029"
[1] "Newton iter: 1, lambda:1.4474625895529, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.39591926935113, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.39344858870184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39344264628146, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39344264624702, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39344264624702"
[1] "Starting iterative with newton 1.39344264624702"
[1] "Starting newton at: 1.62827895368127"
[1] "Newton iter: 1, lambda:1.32596091988844, diff to last: 0.302"
[1] "Newton iter: 2, lambda:1.25758666786816, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.25203130969537, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.25199300947782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25199300765388, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.25199300765388"
[1] "Starting iterative with newton 1.25199300765388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 1.53349831649512"
[1] "Newton iter: 1, lambda:1.31332458152022, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.2740533290673, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.2723247189479, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27232127569165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27232127567798, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27232127569165"
[1] "Starting iterative with newton 1.27232127569165"
[1] "Starting newton at: 1.4854632293555"
[1] "Newton iter: 1, lambda:1.25097502756529, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.20046980724878, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.19720484386751, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.19719080616102, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19719080590125, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19719080616102"
[1] "Starting iterative with newton 1.19719080616102"
[1] "Starting newton at: 1.4068712597575"
[1] "Newton iter: 1, lambda:1.16112782816591, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09423974595485, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.08730498302439, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08722836898053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08722835962863, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08722835962863"
[1] "Starting iterative with newton 1.08722835962863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 1.57771763432857"
[1] "Newton iter: 1, lambda:1.35694400310614, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.32069488439858, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.31933176624332, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31932978333056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31932978332636, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31932978332636"
[1] "Starting iterative with newton 1.31932978332636"
[1] "Starting newton at: 1.50843984667325"
[1] "Newton iter: 1, lambda:1.27749772513835, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.23034533832524, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.22763043024276, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.22762117532788, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22762117522022, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22762117532788"
[1] "Starting iterative with newton 1.22762117532788"
[1] "Starting newton at: 1.42427974100309"
[1] "Newton iter: 1, lambda:1.17339242428439, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.1052768046929, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.09820575341143, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.09812733251475, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09812732286725, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09812733251475"
[1] "Starting iterative with newton 1.09812733251475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.16169734888708"
[1] "Newton iter: 1, lambda:1.17177630886046, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.17164394421811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17164392148192, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17164392148192, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17164392148192"
[1] "Starting iterative with newton 1.17164392148192"
[1] "Starting newton at: 1.59813440516775"
[1] "Newton iter: 1, lambda:1.57707014398309, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.57686702694364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57686700696075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57686700696075, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57686700696075"
[1] "Starting iterative with newton 1.57686700696075"
[1] "Starting newton at: 2.00107690063912"
[1] "Newton iter: 1, lambda:1.91533363701169, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.91570419081427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91570418511291, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91570418511291"
[1] "Starting iterative with newton 1.91570418511291"
[1] "Starting newton at: 2.16757944862741"
[1] "Newton iter: 1, lambda:2.1311026792996, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.13134224152204, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13134225002555, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13134225002555"
[1] "Starting iterative with newton 2.13134225002555"
[1] "Starting newton at: 2.27273468321001"
[1] "Newton iter: 1, lambda:2.26115536620148, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.26118786921575, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26118786946279, diff to last: 0"
[1] "Final threshold is: 0.0594721762098866"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.32773430472192"
[1] "Newton iter: 1, lambda:1.3339697078297, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.33393509745834, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33393509640032, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33393509640032"
[1] "Starting iterative with newton 1.33393509640032"
[1] "Starting newton at: 1.99060276259718"
[1] "Newton iter: 1, lambda:1.9497002458192, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.94995879639089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94995880371864, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94995880371864"
[1] "Starting iterative with newton 1.94995880371864"
[1] "Starting newton at: 2.29080180637912"
[1] "Newton iter: 1, lambda:2.35144068513008, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.35290801684743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35290896652972, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35290896653012, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35290896653012"
[1] "Starting iterative with newton 2.35290896653012"
[1] "Starting newton at: 2.5870317487387"
[1] "Newton iter: 1, lambda:2.5708129663795, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.57095609502887, diff to last: 0"
[1] "Newton iter: 3, lambda:2.57095610607149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57095610607149, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57095610607149"
[1] "Starting iterative with newton 2.57095610607149"
[1] "Starting newton at: 2.69372359517238"
[1] "Newton iter: 1, lambda:2.67814672484517, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.67828594254873, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67828595361788, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67828595361788, diff to last: 0"
[1] "Final threshold is: 0.0704423972649699"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.22017888055726"
[1] "Newton iter: 1, lambda:1.25156458829075, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2504766613344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25047538282384, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25047538282208, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25047538282208"
[1] "Starting iterative with newton 1.25047538282208"
[1] "Starting newton at: 1.75558737284211"
[1] "Newton iter: 1, lambda:1.79609506336774, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.79581796038095, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79581795128238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79581795128238"
[1] "Starting iterative with newton 1.79581795128238"
[1] "Starting newton at: 2.14779609393303"
[1] "Newton iter: 1, lambda:2.19085719700454, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.19129722974137, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19129728295511, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19129728295511, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19129728295511"
[1] "Starting iterative with newton 2.19129728295511"
[1] "Starting newton at: 2.42631837279718"
[1] "Newton iter: 1, lambda:2.41284902442005, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.41292333106643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4129233332875, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41292333106643"
[1] "Starting iterative with newton 2.41292333106643"
[1] "Starting newton at: 2.52138180074279"
[1] "Newton iter: 1, lambda:2.52439262007216, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.52439666380001, diff to last: 0"
[1] "Newton iter: 3, lambda:2.52439666380732, diff to last: 0"
[1] "Final threshold is: 0.0663949091789678"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93173929811539"
[1] "Newton iter: 1, lambda:2.22024194107307, diff to last: 0.289"
[1] "Newton iter: 2, lambda:2.25954636209369, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.26079200900939, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.26079329137813, diff to last: 0"
[1] "Newton iter: 5, lambda:2.26079329137949, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.26079329137813"
[1] "Starting iterative with newton 2.26079329137813"
[1] "Starting newton at: 3.14915368661835"
[1] "Newton iter: 1, lambda:3.08678142846871, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.09183382094061, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.09186918234162, diff to last: 0"
[1] "Newton iter: 4, lambda:3.09186918406686, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09186918406686"
[1] "Starting iterative with newton 3.09186918406686"
[1] "Starting newton at: 3.57252848595572"
[1] "Newton iter: 1, lambda:3.62608503842227, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.63109230000149, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.6311335318025, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63113353457933, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.6311335318025"
[1] "Starting iterative with newton 3.6311335318025"
[1] "Starting newton at: 4.22773849372818"
[1] "Newton iter: 1, lambda:4.03880612510304, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.08358945839822, diff to last: 0.045"
[1] "Newton iter: 3, lambda:4.08757731830832, diff to last: 0.004"
[1] "Newton iter: 4, lambda:4.08760679447787, diff to last: 0"
[1] "Newton iter: 5, lambda:4.08760679607674, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.08760679447787"
[1] "Starting iterative with newton 4.08760679447787"
[1] "Starting newton at: 4.3350470728902"
[1] "Newton iter: 1, lambda:4.39188137544553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:4.39867105898805, diff to last: 0.007"
[1] "Newton iter: 3, lambda:4.39875885847612, diff to last: 0"
[1] "Newton iter: 4, lambda:4.39875887295762, diff to last: 0"
[1] "Newton iter: 5, lambda:4.39875887295762, diff to last: 0"
[1] "Final threshold is: 0.115693068390673"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05947217620988657}, {'ad': 0.07044239726496987, 'da': 0.06639490917896781, 'dd': 0.11569306839067253}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.368079977933536. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0263012981006807
0.0263012981006807
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131418676914544, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132773030573538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.132773173781102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132773173781104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.132773173781102"
[1] "Starting iterative with newton 0.132773173781102"
[1] "Starting newton at: 0.089961426984746"
[1] "Newton iter: 1, lambda:0.046282703293927, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0463617034962439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046361703754491, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.046361703754491"
[1] "Starting iterative with newton 0.046361703754491"
[1] "Starting newton at: 0.0419409709117516"
[1] "Newton iter: 1, lambda:0.0444628028452731, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0444630525621777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444630525621802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444630525621777"
[1] "Starting iterative with newton 0.0444630525621777"
[1] "Starting newton at: 0.0438396221040648"
[1] "Newton iter: 1, lambda:0.0444209747150117, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444209879710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444209879710985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444209879710985"
[1] "Starting iterative with newton 0.0444209879710985"
[1] "Starting newton at: 0.043881686695144"
[1] "Newton iter: 1, lambda:0.0444200442386412, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0444200556061965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444200556061965, diff to last: 0"
[1] "Final threshold is: 0.00116830482516593"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0844955362241735, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848779030830583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0848779109090866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0848779030830583"
[1] "Starting iterative with newton 0.0848779030830583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187197920426746, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187283252839451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187283252857185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0187283252839451"
[1] "Starting iterative with newton 0.0187283252839451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174532540931368, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017460310592843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174603105939966, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.017460310592843"
[1] "Starting iterative with newton 0.017460310592843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0174294604036309, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174364908564767, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174364908576207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0174364908564767"
[1] "Starting iterative with newton 0.0174364908564767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017429013612868, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0174360435772019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0174360435783458, diff to last: 0"
[1] "Final threshold is: 0.000458590579820447"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.198617731101732"
[1] "Newton iter: 1, lambda:0.119104955553088, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.119564341307053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119564356690246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119564356690246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119564356690246"
[1] "Starting iterative with newton 0.119564356690246"
[1] "Starting newton at: 0.0344376410100513"
[1] "Newton iter: 1, lambda:0.0369707381756224, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0369710265234073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036971026523411, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0369710265234073"
[1] "Starting iterative with newton 0.0369710265234073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340584067028915, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341080371399547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341080372453555, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0341080371399547"
[1] "Starting iterative with newton 0.0341080371399547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339616174867323, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340108791204305, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340108792240876, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0340108792240876"
[1] "Starting iterative with newton 0.0340108792240876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339583353428059, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340075844983335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340075846019319, diff to last: 0"
[1] "Final threshold is: 0.000894443617574758"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.24880544724037"
[1] "Newton iter: 1, lambda:0.276537009451494, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.276662146454037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276662148992627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.276662146454037"
[1] "Starting iterative with newton 0.276662146454037"
[1] "Starting newton at: 0.20838015335452"
[1] "Newton iter: 1, lambda:0.113662220042118, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.11456026609932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114560347159354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114560347159354, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114560347159354"
[1] "Starting iterative with newton 0.114560347159354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101082720367629, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102068684228771, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102068777915252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102068777915253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102068777915252"
[1] "Starting iterative with newton 0.102068777915252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100131284681828, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101095300476412, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101095389721224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101095389721225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101095389721224"
[1] "Starting iterative with newton 0.101095389721224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100057108026096, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101019424255023, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101019513160676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101019513160677, diff to last: 0"
[1] "Final threshold is: 0.00265694432962457"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.485446648792083"
[1] "Newton iter: 1, lambda:0.256036619726227, diff to last: 0.229"
[1] "Newton iter: 2, lambda:0.264201790003316, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.264212535973815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264212535992409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.264212535973815"
[1] "Starting iterative with newton 0.264212535973815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0939810403896559, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947927253639957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0947927858769151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947927858769154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0947927858769151"
[1] "Starting iterative with newton 0.0947927858769151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819415612445792, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0825206848749662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0825207137977899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.08252071379779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0825207137977899"
[1] "Starting iterative with newton 0.0825207137977899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810782377523687, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816424319272147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816424592435601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816424592435602, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816424592435601"
[1] "Starting iterative with newton 0.0816424592435601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810165113677692, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815796468737094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815796740780228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815796740780229, diff to last: 0"
[1] "Final threshold is: 0.00214565132688245"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430932906888872"
[1] "Newton iter: 1, lambda:0.416395343629092, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.416448803117282, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416448803842328, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.416448803842328"
[1] "Starting iterative with newton 0.416448803842328"
[1] "Starting newton at: 0.190578333451907"
[1] "Newton iter: 1, lambda:0.21594907022734, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.216053401146839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21605340290778, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216053401146839"
[1] "Starting iterative with newton 0.216053401146839"
[1] "Starting newton at: 0.202675401799275"
[1] "Newton iter: 1, lambda:0.195964631259532, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.195971631600832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195971631608453, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.195971631600832"
[1] "Starting iterative with newton 0.195971631600832"
[1] "Starting newton at: 0.212646061512959"
[1] "Newton iter: 1, lambda:0.193812814565256, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.193867675088238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193867675554328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193867675088238"
[1] "Starting iterative with newton 0.193867675088238"
[1] "Starting newton at: 0.214750018025553"
[1] "Newton iter: 1, lambda:0.193577029468514, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.193646326335544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193646327078881, diff to last: 0"
[1] "Final threshold is: 0.00509314977460356"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.93466439802305"
[1] "Starting iterative with newton 2.93466439802305"
[1] "Starting newton at: 0.593791930572744"
[1] "Newton iter: 1, lambda:0.571657185079295, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.571825899618862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.571825909487239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571825909487239"
[1] "Starting iterative with newton 0.571825909487239"
[1] "Starting newton at: 0.317343501827227"
[1] "Newton iter: 1, lambda:0.29396061214831, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.294087267450027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294087271174654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.294087267450027"
[1] "Starting iterative with newton 0.294087267450027"
[1] "Starting newton at: 0.202542510793762"
[1] "Newton iter: 1, lambda:0.252910801873063, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.253457901737105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253457966098815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253457966098815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.253457966098815"
[1] "Starting iterative with newton 0.253457966098815"
[1] "Starting newton at: 0.220494278943222"
[1] "Newton iter: 1, lambda:0.247215553690215, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.247367468567677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247367473470116, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247367473470116"
[1] "Starting iterative with newton 0.247367473470116"
[1] "Starting newton at: 0.219111614429613"
[1] "Newton iter: 1, lambda:0.246294003061023, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.246450918748985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246450923969887, diff to last: 0"
[1] "Final threshold is: 0.00648197921852018"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.04778998768413"
[1] "Starting iterative with newton 3.04778998768413"
[1] "Starting newton at: 0.656634310342067"
[1] "Newton iter: 1, lambda:0.585966148540689, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.587769879389876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587771081870406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58777108187094, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587771081870406"
[1] "Starting iterative with newton 0.587771081870406"
[1] "Starting newton at: 0.267802742464336"
[1] "Newton iter: 1, lambda:0.282829219876925, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.28288066193716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282880662539303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28288066193716"
[1] "Starting iterative with newton 0.28288066193716"
[1] "Starting newton at: 0.303801593788179"
[1] "Newton iter: 1, lambda:0.236820371773481, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.23775046481961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237750644969942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237750644969949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237750644969942"
[1] "Starting iterative with newton 0.237750644969942"
[1] "Starting newton at: 0.320659644757401"
[1] "Newton iter: 1, lambda:0.229243407889547, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.230948546494649, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230949143355704, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230949143355778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230949143355704"
[1] "Starting iterative with newton 0.230949143355704"
[1] "Starting newton at: 0.310646075176113"
[1] "Newton iter: 1, lambda:0.228548242536273, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.229921524848273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229921911136377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229921911136408, diff to last: 0"
[1] "Final threshold is: 0.00604724472467607"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6298440175656"
[1] "Starting iterative with newton 1.6298440175656"
[1] "Starting newton at: 0.809238118125567"
[1] "Newton iter: 1, lambda:0.674030420389869, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.681869709296212, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.681897569485825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681897569836755, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681897569836755"
[1] "Starting iterative with newton 0.681897569836755"
[1] "Starting newton at: 0.423012868952396"
[1] "Newton iter: 1, lambda:0.493455266050888, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.495345013815404, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.495346356806149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495346356806827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495346356806149"
[1] "Starting iterative with newton 0.495346356806149"
[1] "Starting newton at: 0.410620058828264"
[1] "Newton iter: 1, lambda:0.452241824323339, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.452868330927868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452868471919344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452868471919351, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452868471919351"
[1] "Starting iterative with newton 0.452868471919351"
[1] "Starting newton at: 0.430332423566396"
[1] "Newton iter: 1, lambda:0.44283454549827, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.442890191058096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442890192158156, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.442890191058096"
[1] "Starting iterative with newton 0.442890191058096"
[1] "Starting newton at: 0.434902047026011"
[1] "Newton iter: 1, lambda:0.440519751188765, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.440530944327008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.440530944371402, diff to last: 0"
[1] "Final threshold is: 0.0115865356904866"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34057161151015"
[1] "Starting iterative with newton 1.34057161151015"
[1] "Starting newton at: 0.835167307248539"
[1] "Newton iter: 1, lambda:0.798392300758151, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.799130904902989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.799131207824877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799131207824928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.799131207824877"
[1] "Starting iterative with newton 0.799131207824877"
[1] "Starting newton at: 0.601834669392593"
[1] "Newton iter: 1, lambda:0.650988238440007, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.652204213481163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.652204947427292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652204947427559, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652204947427292"
[1] "Starting iterative with newton 0.652204947427292"
[1] "Starting newton at: 0.601105197513542"
[1] "Newton iter: 1, lambda:0.609035782321151, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.609065902893337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609065903326887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609065902893337"
[1] "Starting iterative with newton 0.609065902893337"
[1] "Starting newton at: 0.606023882997923"
[1] "Newton iter: 1, lambda:0.596104508842301, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.596150856938726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596150857953343, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.596150856938726"
[1] "Starting iterative with newton 0.596150856938726"
[1] "Starting newton at: 0.613094796584465"
[1] "Newton iter: 1, lambda:0.592055066685693, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.592262211244047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592262231439744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592262231439745, diff to last: 0"
[1] "Final threshold is: 0.0155772655028711"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38070751959296"
[1] "Starting iterative with newton 1.38070751959296"
[1] "Starting newton at: 0.857609126713523"
[1] "Newton iter: 1, lambda:0.774015310560529, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.777610897519289, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.777617808371523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777617808397016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777617808371523"
[1] "Starting iterative with newton 0.777617808371523"
[1] "Starting newton at: 0.620176665312821"
[1] "Newton iter: 1, lambda:0.624401563596563, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.624410001689126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.624410001722744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624410001689126"
[1] "Starting iterative with newton 0.624410001689126"
[1] "Starting newton at: 0.656552084669424"
[1] "Newton iter: 1, lambda:0.578789247661822, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.581477671804032, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.581480960872386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581480960877306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.581480960872386"
[1] "Starting iterative with newton 0.581480960872386"
[1] "Starting newton at: 0.653661887829878"
[1] "Newton iter: 1, lambda:0.565810936133199, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.569195888120824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.569201045291886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569201045303847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.569201045291886"
[1] "Starting iterative with newton 0.569201045291886"
[1] "Starting newton at: 0.649175476567416"
[1] "Newton iter: 1, lambda:0.562367687186152, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.565663883133484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.565668757440346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565668757450996, diff to last: 0"
[1] "Final threshold is: 0.0148778226159603"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895385362736451"
[1] "Starting iterative with newton 0.895385362736451"
[1] "Starting newton at: 1.06787343058146"
[1] "Newton iter: 1, lambda:1.05423373516467, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.05438183045454, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05438184806512, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05438184806512, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05438184806512"
[1] "Starting iterative with newton 1.05438184806512"
[1] "Starting newton at: 1.04924876254957"
[1] "Newton iter: 1, lambda:1.12177208616407, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12635074445151, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.1263682531717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12636825342695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1263682531717"
[1] "Starting iterative with newton 1.1263682531717"
[1] "Starting newton at: 1.03109798163195"
[1] "Newton iter: 1, lambda:1.14571912837541, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.15761146207285, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.15773197234686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15773198462199, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15773198462199, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15773198462199"
[1] "Starting iterative with newton 1.15773198462199"
[1] "Starting newton at: 1.04606686909551"
[1] "Newton iter: 1, lambda:1.15934044744943, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17103300508041, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17115022800068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17115023968797, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17115023968797, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17115023968797"
[1] "Starting iterative with newton 1.17115023968797"
[1] "Starting newton at: 1.0521730120883"
[1] "Newton iter: 1, lambda:1.1650786101289, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.17672923047016, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.17684592204877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17684593366077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17684593366077, diff to last: 0"
[1] "Final threshold is: 0.0309525754143752"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.796027486077598"
[1] "Starting iterative with newton 0.796027486077598"
[1] "Starting newton at: 1.21885283029487"
[1] "Newton iter: 1, lambda:1.17585933697679, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.1775018485792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17750432933597, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750432934162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17750432934162"
[1] "Starting iterative with newton 1.17750432934162"
[1] "Starting newton at: 1.18446797794415"
[1] "Newton iter: 1, lambda:1.34892138703077, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.37895174717652, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.37986682068199, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37986764949937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37986764950005, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37986764949937"
[1] "Starting iterative with newton 1.37986764949937"
[1] "Starting newton at: 1.81023194795655"
[1] "Newton iter: 1, lambda:1.29337248023455, diff to last: 0.517"
[1] "Newton iter: 2, lambda:1.44511351667739, diff to last: 0.152"
[1] "Newton iter: 3, lambda:1.47147618370166, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.47219967773223, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.47220020993156, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47220020993184, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47220020993156"
[1] "Starting iterative with newton 1.47220020993156"
[1] "Starting newton at: 1.8477240924857"
[1] "Newton iter: 1, lambda:1.33187362833356, diff to last: 0.516"
[1] "Newton iter: 2, lambda:1.4833540408621, diff to last: 0.151"
[1] "Newton iter: 3, lambda:1.51001121279849, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.51075953421992, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.51076010964435, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51076010964468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51076010964468"
[1] "Starting iterative with newton 1.51076010964468"
[1] "Starting newton at: 1.84758910967426"
[1] "Newton iter: 1, lambda:1.36674020973505, diff to last: 0.481"
[1] "Newton iter: 2, lambda:1.50393854143512, diff to last: 0.137"
[1] "Newton iter: 3, lambda:1.52572852582738, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.52622847168783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52622872953942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52622872953949, diff to last: 0"
[1] "Final threshold is: 0.0401417967854413"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825882941069578"
[1] "Starting iterative with newton 0.825882941069578"
[1] "Starting newton at: 1.29384063608245"
[1] "Newton iter: 1, lambda:1.11961691909165, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.14311190624254, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.14361235635958, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14361257992425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14361257992429, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14361257992429"
[1] "Starting iterative with newton 1.14361257992429"
[1] "Starting newton at: 1.27415862330155"
[1] "Newton iter: 1, lambda:1.30816290938826, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.30930518147677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30930643769674, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30930643769826, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30930643769674"
[1] "Starting iterative with newton 1.30930643769674"
[1] "Starting newton at: 1.28960039257435"
[1] "Newton iter: 1, lambda:1.37939186242732, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.38798839874685, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38806240101436, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38806240645809, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38806240101436"
[1] "Starting iterative with newton 1.38806240101436"
[1] "Starting newton at: 1.29400549016438"
[1] "Newton iter: 1, lambda:1.40887981033272, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.4234310593971, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.42364736562699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42364741282468, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42364741282468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42364741282468"
[1] "Starting iterative with newton 1.42364741282468"
[1] "Starting newton at: 1.29142968002098"
[1] "Newton iter: 1, lambda:1.42035742544105, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.43899118212833, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.43934949787617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43934962823738, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4393496282374, diff to last: 0"
[1] "Final threshold is: 0.0378567636433757"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263012981006807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25724954791931"
[1] "Newton iter: 1, lambda:1.4808605516085, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.56143859021294, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57144317892385, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57158765442539, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57158768422786, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57158768422786, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57158768422786"
[1] "Starting iterative with newton 1.57158768422786"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115869445817572"
threshold is:
[{'ad': 0.0011683048251659276, 'da': 0.0004585905798204472, 'dd': 0.000894443617574758}, {'ad': 0.002656944329624571, 'da': 0.0021456513268824527, 'dd': 0.005093149774603563}, {'ad': 0.006481979218520182, 'da': 0.006047244724676068, 'dd': 0.011586535690486639}, {'ad': 0.01557726550287106, 'da': 0.014877822615960299, 'dd': 0.030952575414375186}, {'ad': 0.04014179678544129, 'da': 0.037856763643375674, 'dd': 0.11586944581757205}]
Number of points in noise estimation: 128
Estimated noise: 0.0263012981006807
0.0263012981006807
threshold is:
[{'ad': 0.0018805081991599695, 'da': 0.014733458943475913, 'dd': 0.0040504524496158545}, {'ad': 0.0023198281991820835, 'da': 0.0001383658947757549, 'dd': 0.004692005400002905}, {'ad': 0.006963174847959053, 'da': 0.006219074155063581, 'dd': 0.011676547647969299}, {'ad': 0.012024102281534998, 'da': 0.013540541351663807, 'dd': 0.02338780191890253}, {'ad': 0.028312167462614776, 'da': 0.02689405132968104, 'dd': 0.11586944581757205}]
['stjerten256', 0.025, 3, 0.0006202428626793965, 0.0002960489205326516, 0.0002973877764134776, 0.001341788843937569, 0.0003187096151509379, 0.0003883250981582115, 0.0003187096151509379, 0.0003883250981582115, 32.07438224583828, 35.2863651812384, 35.26676886336173, 28.723158233086327, 34.96604834097637, 34.1080453930364, 34.96604834097637, 34.1080453930364]
stjerten256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124241394168994, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125488879593408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125489005000499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125489005000501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125489005000499"
[1] "Starting iterative with newton 0.125489005000499"
[1] "Starting newton at: 0.10238602582543"
[1] "Newton iter: 1, lambda:0.0669730816742902, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0670394442945598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0670394445278495, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0670394442945598"
[1] "Starting iterative with newton 0.0670394442945598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644981828440512, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0647170152431556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0647170177599702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0647170177599702"
[1] "Starting iterative with newton 0.0647170177599702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644047967545664, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646229258688171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646229283686868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0646229258688171"
[1] "Starting iterative with newton 0.0646229258688171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644010104952192, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646191111238513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646191136230359, diff to last: 0"
[1] "Final threshold is: 0.00170067440499768"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10280841308009, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103488951996522, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103488981756385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103488981756385, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.103488981756385"
[1] "Starting iterative with newton 0.103488981756385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0215928765678519, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216061561450638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216061561500872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0216061561450638"
[1] "Starting iterative with newton 0.0216061561450638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019758399191597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197688422282994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019768842231217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.019768842231217"
[1] "Starting iterative with newton 0.019768842231217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197183025311223, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197286883754157, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197286883782974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0197286883754157"
[1] "Starting iterative with newton 0.0197286883754157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197174267575667, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197278113549307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197278113578116, diff to last: 0"
[1] "Final threshold is: 0.000519205282376122"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.154036637641775"
[1] "Newton iter: 1, lambda:0.144738315190719, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.14474560772805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144745607732538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.14474560772805"
[1] "Starting iterative with newton 0.14474560772805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0699775337112932, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0702669655751552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0702669705215732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0702669655751552"
[1] "Starting iterative with newton 0.0702669655751552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662628405711305, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665199726015908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665199764701238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0665199764701238"
[1] "Starting iterative with newton 0.0665199764701238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066073271198871, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663288077583347, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663288115771434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0663288077583347"
[1] "Starting iterative with newton 0.0663288077583347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660635934591091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663190487026252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663190525189084, diff to last: 0"
[1] "Final threshold is: 0.00174541411558845"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.184000038573229"
[1] "Newton iter: 1, lambda:0.278766123905927, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.280284750890878, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.280285136587352, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280285136587377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280285136587352"
[1] "Starting iterative with newton 0.280285136587352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120450457889523, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121952794100521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121953027311309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121953027311315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121953027311315"
[1] "Starting iterative with newton 0.121953027311315"
[1] "Starting newton at: 0.200650861277598"
[1] "Newton iter: 1, lambda:0.109431496630838, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.110253180832528, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110253247707477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110253247707478, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110253247707478"
[1] "Starting iterative with newton 0.110253247707478"
[1] "Starting newton at: 0.212350640881435"
[1] "Newton iter: 1, lambda:0.108311744567478, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.109376548982126, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109376660912533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109376660912534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109376660912533"
[1] "Starting iterative with newton 0.109376660912533"
[1] "Starting newton at: 0.21322722767638"
[1] "Newton iter: 1, lambda:0.108226528346583, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.10931080043893, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109310916470501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109310916470502, diff to last: 0"
[1] "Final threshold is: 0.00287689314500033"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.20066432700428"
[1] "Newton iter: 1, lambda:0.261058745295783, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.261638383872058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261638436944846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261638436944847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261638436944846"
[1] "Starting iterative with newton 0.261638436944846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0827663068739331, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0833562744040387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0833563043838481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0833563043838482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0833563043838482"
[1] "Starting iterative with newton 0.0833563043838482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0710806392238389, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714807477024076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714807603839752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0714807603839752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0714807603839752"
[1] "Starting iterative with newton 0.0714807603839752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0703211708710335, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0707104632752254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070710475209664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070710475209664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.070710475209664"
[1] "Starting iterative with newton 0.070710475209664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0702719970050937, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0706605953151914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070660607202534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070660607202534, diff to last: 0"
[1] "Final threshold is: 0.00185967686346105"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507537154540255"
[1] "Newton iter: 1, lambda:0.426983051872661, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.428602570525772, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.428603238451767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428603238451881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.428603238451767"
[1] "Starting iterative with newton 0.428603238451767"
[1] "Starting newton at: 0.303918804936721"
[1] "Newton iter: 1, lambda:0.208872229799452, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.21033869948495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210339051433196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210339051433216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210339051433216"
[1] "Starting iterative with newton 0.210339051433216"
[1] "Starting newton at: 0.169679098305673"
[1] "Newton iter: 1, lambda:0.188334632824633, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.188388647213127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188388647665515, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188388647213127"
[1] "Starting iterative with newton 0.188388647213127"
[1] "Starting newton at: 0.162687534726768"
[1] "Newton iter: 1, lambda:0.186059627128892, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.186143923625994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.186143924721347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186143923625994"
[1] "Starting iterative with newton 0.186143923625994"
[1] "Starting newton at: 0.1649322583139"
[1] "Newton iter: 1, lambda:0.185846415861164, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.185913865946298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185913866647166, diff to last: 0"
[1] "Final threshold is: 0.00489296353728831"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0.604219965008471"
[1] "Newton iter: 1, lambda:0.56382045280657, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.564373141749178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564373246477884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564373246477888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564373246477888"
[1] "Starting iterative with newton 0.564373246477888"
[1] "Starting newton at: 0.283810398657963"
[1] "Newton iter: 1, lambda:0.30618416102002, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.306302632138825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306302635452812, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306302632138825"
[1] "Starting iterative with newton 0.306302632138825"
[1] "Starting newton at: 0.25380649348831"
[1] "Newton iter: 1, lambda:0.267186230852059, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.267226064010854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267226064363524, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267226064010854"
[1] "Starting iterative with newton 0.267226064010854"
[1] "Starting newton at: 0.240648375440907"
[1] "Newton iter: 1, lambda:0.261026253383912, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.261117773403509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261117775246663, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261117775246663"
[1] "Starting iterative with newton 0.261117775246663"
[1] "Starting newton at: 0.242260763549591"
[1] "Newton iter: 1, lambda:0.260088582131718, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.260158504983154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260158506057334, diff to last: 0"
[1] "Final threshold is: 0.00684696683337697"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0.604400273189233"
[1] "Newton iter: 1, lambda:0.594414204428836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.594451695389223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594451695919305, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594451695389223"
[1] "Starting iterative with newton 0.594451695389223"
[1] "Starting newton at: 0.328696711420477"
[1] "Newton iter: 1, lambda:0.279249617233401, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.279783346160747, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279783408645977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279783408645978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.279783408645978"
[1] "Starting iterative with newton 0.279783408645978"
[1] "Starting newton at: 0.271116820297494"
[1] "Newton iter: 1, lambda:0.234879203268521, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.235143882035049, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235143896190286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235143896190286, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235143896190286"
[1] "Starting iterative with newton 0.235143896190286"
[1] "Starting newton at: 0.27548391430838"
[1] "Newton iter: 1, lambda:0.228178288684138, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.228623327088412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.228623366600382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228623366600383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228623366600382"
[1] "Starting iterative with newton 0.228623366600382"
[1] "Starting newton at: 0.279045939743896"
[1] "Newton iter: 1, lambda:0.227132512900217, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.227667292711931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.227667349657912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227667349657913, diff to last: 0"
[1] "Final threshold is: 0.00599185020782429"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 0.636919647635375"
[1] "Newton iter: 1, lambda:0.706625801286989, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.708946468394625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.708948980779999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708948980782941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708948980779999"
[1] "Starting iterative with newton 0.708948980779999"
[1] "Starting newton at: 0.385051141850423"
[1] "Newton iter: 1, lambda:0.492887763351822, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.497450665467269, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.497458694259051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497458694283886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497458694259051"
[1] "Starting iterative with newton 0.497458694259051"
[1] "Starting newton at: 0.45727120211747"
[1] "Newton iter: 1, lambda:0.446793073183207, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.446832990691535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446832991271916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.446832990691535"
[1] "Starting iterative with newton 0.446832990691535"
[1] "Starting newton at: 0.466738926193249"
[1] "Newton iter: 1, lambda:0.434056629867314, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.434437963717265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434438015925682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434438015925683, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.434438015925682"
[1] "Starting iterative with newton 0.434438015925682"
[1] "Starting newton at: 0.466268578426424"
[1] "Newton iter: 1, lambda:0.430943513227825, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.43138723177982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.431387302214096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431387302214098, diff to last: 0"
[1] "Final threshold is: 0.0113534422055167"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 0.833148232753502"
[1] "Newton iter: 1, lambda:0.797953630578396, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.798629935037053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.798630188723653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.798630188723688, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.798630188723688"
[1] "Starting iterative with newton 0.798630188723688"
[1] "Starting newton at: 0.568084390019199"
[1] "Newton iter: 1, lambda:0.653507974790612, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.657228293422588, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657235193175628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657235193199332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.657235193175628"
[1] "Starting iterative with newton 0.657235193175628"
[1] "Starting newton at: 0.613819456723484"
[1] "Newton iter: 1, lambda:0.615429252855097, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.615430499352532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615430499353279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615430499353279"
[1] "Starting iterative with newton 0.615430499353279"
[1] "Starting newton at: 0.612700579773261"
[1] "Newton iter: 1, lambda:0.602768556153979, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.602815337605079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.602815338645848, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.602815338645848"
[1] "Starting iterative with newton 0.602815338645848"
[1] "Starting newton at: 0.619504441455983"
[1] "Newton iter: 1, lambda:0.598785021029603, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.598987311508309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598987330904599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598987330904599, diff to last: 0"
[1] "Final threshold is: 0.0157644140389812"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 0.863006272227167"
[1] "Newton iter: 1, lambda:0.765476111474229, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.77024997349077, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770261941063876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770261941138941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770261941138941"
[1] "Starting iterative with newton 0.770261941138941"
[1] "Starting newton at: 0.614128001614488"
[1] "Newton iter: 1, lambda:0.633670410334048, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.633851901044426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.633851916608327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633851916608327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633851916608327"
[1] "Starting iterative with newton 0.633851916608327"
[1] "Starting newton at: 0.610343985534438"
[1] "Newton iter: 1, lambda:0.596757009798343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.59684121591336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596841219160137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596841219160137"
[1] "Starting iterative with newton 0.596841219160137"
[1] "Starting newton at: 0.605423436631532"
[1] "Newton iter: 1, lambda:0.586407816925564, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.586571048144001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58657106023547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58657106023547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58657106023547"
[1] "Starting iterative with newton 0.58657106023547"
[1] "Starting newton at: 0.607651903938836"
[1] "Newton iter: 1, lambda:0.583440409508084, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583703987169027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583704018617726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583704018617726, diff to last: 0"
[1] "Final threshold is: 0.0153621810528286"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.02962135730361"
[1] "Newton iter: 1, lambda:1.06758381851806, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.06878758688332, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06878877112364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06878877112478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06878877112364"
[1] "Starting iterative with newton 1.06878877112364"
[1] "Starting newton at: 1.03411810596599"
[1] "Newton iter: 1, lambda:1.13340286359907, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.14228219863301, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.14234954902837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14234955288034, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14234955288034"
[1] "Starting iterative with newton 1.14234955288034"
[1] "Starting newton at: 1.02954830422659"
[1] "Newton iter: 1, lambda:1.15918461722376, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.17484300124181, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.17505698678474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17505702632278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17505702632278, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17505702632278"
[1] "Starting iterative with newton 1.17505702632278"
[1] "Starting newton at: 1.02747865840171"
[1] "Newton iter: 1, lambda:1.16987403675375, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.18903599908582, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.18935957127497, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18935966233008, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18935966233009, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18935966233009"
[1] "Starting iterative with newton 1.18935966233009"
[1] "Starting newton at: 1.03029576055351"
[1] "Newton iter: 1, lambda:1.17526025236158, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.19521562453599, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.19556784260688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19556795082981, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19556795082982, diff to last: 0"
[1] "Final threshold is: 0.0314654871917804"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.20298023307575"
[1] "Newton iter: 1, lambda:1.19161169686583, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.19173118681465, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19173120012998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19173120012998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19173120012998"
[1] "Starting iterative with newton 1.19173120012998"
[1] "Starting newton at: 1.15979359266541"
[1] "Newton iter: 1, lambda:1.35695894652575, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.4016130772678, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.40369702815625, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40370140430863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40370140432789, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40370140430863"
[1] "Starting iterative with newton 1.40370140430863"
[1] "Starting newton at: 1.80185195783789"
[1] "Newton iter: 1, lambda:1.36481233546395, diff to last: 0.437"
[1] "Newton iter: 2, lambda:1.48472393457934, diff to last: 0.12"
[1] "Newton iter: 3, lambda:1.50117664818346, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.50146091192712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50146099548838, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50146099548839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50146099548838"
[1] "Starting iterative with newton 1.50146099548838"
[1] "Starting newton at: 1.84929205570518"
[1] "Newton iter: 1, lambda:1.39723682004402, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.52349773516206, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.54208605512438, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.54245378122228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54245392259387, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5424539225939, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.5424539225939"
[1] "Starting iterative with newton 1.5424539225939"
[1] "Starting newton at: 1.85933187754304"
[1] "Newton iter: 1, lambda:1.42052694975336, diff to last: 0.439"
[1] "Newton iter: 2, lambda:1.54150167047886, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.55859770753241, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.55890971295147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55890981515985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55890981515986, diff to last: 0"
[1] "Final threshold is: 0.0410280794061161"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2939575302504"
[1] "Newton iter: 1, lambda:1.117824349985, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.14176781039136, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.14228678957724, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14228702960225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1422870296023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14228702960225"
[1] "Starting iterative with newton 1.14228702960225"
[1] "Starting newton at: 1.30513248273297"
[1] "Newton iter: 1, lambda:1.30131479304955, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30132873177277, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30132873195916, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30132873195916"
[1] "Starting iterative with newton 1.30132873195916"
[1] "Starting newton at: 1.30814530564904"
[1] "Newton iter: 1, lambda:1.37297376130807, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.37736037082763, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.37737951185933, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37737951222242, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37737951222242"
[1] "Starting iterative with newton 1.37737951222242"
[1] "Starting newton at: 1.31469360048871"
[1] "Newton iter: 1, lambda:1.40354701201103, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.41206822216593, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.41214177597139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41214178141127, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41214177597139"
[1] "Starting iterative with newton 1.41214177597139"
[1] "Starting newton at: 1.31659302986185"
[1] "Newton iter: 1, lambda:1.41660425028775, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.4275644283962, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.42768717067898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42768718592554, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42768718592554, diff to last: 0"
[1] "Final threshold is: 0.0375745040935812"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25996795157708"
[1] "Newton iter: 1, lambda:1.4830453039843, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.56359677516181, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57364346357209, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57378984779937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5737898785367, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5737898785367, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57378984779937"
[1] "Starting iterative with newton 1.57378984779937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115944977899843"
threshold is:
[{'ad': 0.0017006744049976757, 'da': 0.0005192052823761223, 'dd': 0.0017454141155884544}, {'ad': 0.0028768931450003313, 'da': 0.0018596768634610466, 'dd': 0.00489296353728831}, {'ad': 0.006846966833376974, 'da': 0.005991850207824288, 'dd': 0.011353442205516748}, {'ad': 0.015764414038981163, 'da': 0.015362181052828593, 'dd': 0.03146548719178037}, {'ad': 0.041028079406116066, 'da': 0.03757450409358116, 'dd': 0.11594497789984291}]
Number of points in noise estimation: 128
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.9556852313686"
[1] "Starting iterative with newton 19.9556852313686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0108561790685"
[1] "Starting iterative with newton 17.0108561790685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7210721537107"
[1] "Starting iterative with newton 15.7210721537107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.37270232914141"
[1] "Starting iterative with newton 8.37270232914141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92299208849802"
[1] "Starting iterative with newton 7.92299208849802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.69143554833762"
[1] "Starting iterative with newton 4.69143554833762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 1.94990223222941"
[1] "Newton iter: 1, lambda:1.53500695982003, diff to last: 0.415"
[1] "Newton iter: 2, lambda:1.48504544170098, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4831035780571, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48310047200596, diff to last: 0"
[1] "Newton iter: 5, lambda:1.483100471998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.483100471998"
[1] "Starting iterative with newton 1.483100471998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 1.51555222900135"
[1] "Newton iter: 1, lambda:1.31200812103448, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.27730515953037, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.27596044388887, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27595837558443, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27595837557953, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27595837557953"
[1] "Starting iterative with newton 1.27595837557953"
[1] "Starting newton at: 1.46470076161095"
[1] "Newton iter: 1, lambda:1.24902338625088, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.20471012521461, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.20221010439856, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20220195332735, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20220195324064, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20220195324064"
[1] "Starting iterative with newton 1.20220195324064"
[1] "Starting newton at: 1.38946254829028"
[1] "Newton iter: 1, lambda:1.15915130817203, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.09871709116355, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.09309448862585, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.09304468553027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09304468162228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09304468162228"
[1] "Starting iterative with newton 1.09304468162228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 1.53163633558594"
[1] "Newton iter: 1, lambda:1.35160291826, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.32599237666031, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.3253224810683, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32532201321683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32532201321661, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32532201321661"
[1] "Starting iterative with newton 1.32532201321661"
[1] "Starting newton at: 1.53643465723278"
[1] "Newton iter: 1, lambda:1.35550907149767, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.32993100628935, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.32926790081534, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32926744576962, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3292674457694, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3292674457694"
[1] "Starting iterative with newton 1.3292674457694"
[1] "Starting newton at: 1.53769667818596"
[1] "Newton iter: 1, lambda:1.35873610496914, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33382275596741, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33319807391995, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33319767303551, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33319767303534, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33319767303534"
[1] "Starting iterative with newton 1.33319767303534"
[1] "Starting newton at: 1.54179602991159"
[1] "Newton iter: 1, lambda:1.36323520621328, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33868952150859, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33808869451431, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33808832705042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33808832705028, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33808832705042"
[1] "Starting iterative with newton 1.33808832705042"
[1] "Starting newton at: 1.54415025457972"
[1] "Newton iter: 1, lambda:1.36591098402462, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.34160109024905, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.3410149819598, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34101463419774, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34101463419762, diff to last: 0"
[1] "Final threshold is: 0.0352934174649367"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.16523179678695"
[1] "Newton iter: 1, lambda:1.16493610111483, diff to last: 0"
[1] "Newton iter: 2, lambda:1.16493598596927, diff to last: 0"
[1] "Newton iter: 3, lambda:1.16493598596925, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16493598596925"
[1] "Starting iterative with newton 1.16493598596925"
[1] "Starting newton at: 1.56945190460253"
[1] "Newton iter: 1, lambda:1.56338657031109, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56336801007981, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56336800990343, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56336800990343"
[1] "Starting iterative with newton 1.56336800990343"
[1] "Starting newton at: 1.95445354304418"
[1] "Newton iter: 1, lambda:1.90758162493827, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.90757239252257, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90757239251784, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.90757239251784"
[1] "Starting iterative with newton 1.90757239251784"
[1] "Starting newton at: 2.17317238912556"
[1] "Newton iter: 1, lambda:2.13414059409954, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.13441184878418, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13441185938736, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13441185938736, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13441184878418"
[1] "Starting iterative with newton 2.13441184878418"
[1] "Starting newton at: 2.2479847141532"
[1] "Newton iter: 1, lambda:2.25309747703681, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.25310320515669, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25310320516401, diff to last: 0"
[1] "Final threshold is: 0.0592981687027001"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.31590061290038"
[1] "Newton iter: 1, lambda:1.33102052158692, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.33081472248186, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3308146850571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3308146850571, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3308146850571"
[1] "Starting iterative with newton 1.3308146850571"
[1] "Starting newton at: 1.98713369470796"
[1] "Newton iter: 1, lambda:1.95666115115009, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.95681000663526, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95681000944196, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95681000944196"
[1] "Starting iterative with newton 1.95681000944196"
[1] "Starting newton at: 2.29911857852968"
[1] "Newton iter: 1, lambda:2.36385776129775, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.36560478064422, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.36560618728383, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36560618728474, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36560618728474"
[1] "Starting iterative with newton 2.36560618728474"
[1] "Starting newton at: 2.58801141163846"
[1] "Newton iter: 1, lambda:2.59174582293379, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.59175362347987, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59175362351398, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59175362347987"
[1] "Starting iterative with newton 2.59175362347987"
[1] "Starting newton at: 2.70215859069627"
[1] "Newton iter: 1, lambda:2.70764194119906, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.70765973867298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70765973886072, diff to last: 0"
[1] "Final threshold is: 0.0712613890107109"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2118169981804"
[1] "Newton iter: 1, lambda:1.24765305074603, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.24621398484871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24621171783715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24621171783152, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24621171783152"
[1] "Starting iterative with newton 1.24621171783152"
[1] "Starting newton at: 1.76408605614987"
[1] "Newton iter: 1, lambda:1.78844026377687, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.78834304941379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78834304815096, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78834304815096"
[1] "Starting iterative with newton 1.78834304815096"
[1] "Starting newton at: 2.14369293165487"
[1] "Newton iter: 1, lambda:2.17781032968981, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.17807580768644, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17807582587817, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17807582587817, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17807582587817"
[1] "Starting iterative with newton 2.17807582587817"
[1] "Starting newton at: 2.43506108593594"
[1] "Newton iter: 1, lambda:2.40164648666141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.40210184448149, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40210192528384, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40210192528384, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40210192528384"
[1] "Starting iterative with newton 2.40210192528384"
[1] "Starting newton at: 2.51571003781858"
[1] "Newton iter: 1, lambda:2.50787554979043, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.50790241520881, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50790241552227, diff to last: 0"
[1] "Final threshold is: 0.0660040872367121"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93475872065767"
[1] "Newton iter: 1, lambda:2.21192749432407, diff to last: 0.277"
[1] "Newton iter: 2, lambda:2.25056897537504, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.25181742242954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.25181875839557, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2518187583971, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25181875839557"
[1] "Starting iterative with newton 2.25181875839557"
[1] "Starting newton at: 3.10167130256962"
[1] "Newton iter: 1, lambda:3.09332351364775, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.09342113410052, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0934211475484, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0934211475484, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09342113410052"
[1] "Starting iterative with newton 3.09342113410052"
[1] "Starting newton at: 3.56343957895106"
[1] "Newton iter: 1, lambda:3.66665002128108, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.68663900432863, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.68732134001962, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.68732211365544, diff to last: 0"
[1] "Newton iter: 5, lambda:3.68732211365644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.68732211365544"
[1] "Starting iterative with newton 3.68732211365544"
[1] "Starting newton at: 4.03507098679715"
[1] "Newton iter: 1, lambda:4.10305899872808, diff to last: 0.068"
[1] "Newton iter: 2, lambda:4.11178840977674, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.11191818332961, diff to last: 0"
[1] "Newton iter: 4, lambda:4.1119182115621, diff to last: 0"
[1] "Newton iter: 5, lambda:4.11191821156211, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.1119182115621"
[1] "Starting iterative with newton 4.1119182115621"
[1] "Starting newton at: 4.39223455567331"
[1] "Newton iter: 1, lambda:4.22535604724566, diff to last: 0.167"
[1] "Newton iter: 2, lambda:4.25771000235141, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.25951436871543, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.25951965696242, diff to last: 0"
[1] "Newton iter: 5, lambda:4.25951965700768, diff to last: 0"
[1] "Final threshold is: 0.112103926101618"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.035293417464936666, 'dd': 0.05929816870270008}, {'ad': 0.07126138901071087, 'da': 0.06600408723671208, 'dd': 0.11210392610161794}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369043489961851. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.9556852313686"
[1] "Starting iterative with newton 19.9556852313686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0108561790685"
[1] "Starting iterative with newton 17.0108561790685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7210721537107"
[1] "Starting iterative with newton 15.7210721537107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.37270232914141"
[1] "Starting iterative with newton 8.37270232914141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92299208849802"
[1] "Starting iterative with newton 7.92299208849802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.69143554833762"
[1] "Starting iterative with newton 4.69143554833762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 1.94990223222941"
[1] "Newton iter: 1, lambda:1.53500695982003, diff to last: 0.415"
[1] "Newton iter: 2, lambda:1.48504544170098, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4831035780571, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48310047200596, diff to last: 0"
[1] "Newton iter: 5, lambda:1.483100471998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.483100471998"
[1] "Starting iterative with newton 1.483100471998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 1.51555222900135"
[1] "Newton iter: 1, lambda:1.31200812103448, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.27730515953037, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.27596044388887, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27595837558443, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27595837557953, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27595837557953"
[1] "Starting iterative with newton 1.27595837557953"
[1] "Starting newton at: 1.46470076161095"
[1] "Newton iter: 1, lambda:1.24902338625088, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.20471012521461, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.20221010439856, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20220195332735, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20220195324064, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20220195324064"
[1] "Starting iterative with newton 1.20220195324064"
[1] "Starting newton at: 1.38946254829028"
[1] "Newton iter: 1, lambda:1.15915130817203, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.09871709116355, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.09309448862585, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.09304468553027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09304468162228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09304468162228"
[1] "Starting iterative with newton 1.09304468162228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 1.53163633558594"
[1] "Newton iter: 1, lambda:1.35160291826, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.32599237666031, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.3253224810683, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32532201321683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32532201321661, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32532201321661"
[1] "Starting iterative with newton 1.32532201321661"
[1] "Starting newton at: 1.53643465723278"
[1] "Newton iter: 1, lambda:1.35550907149767, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.32993100628935, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.32926790081534, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32926744576962, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3292674457694, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3292674457694"
[1] "Starting iterative with newton 1.3292674457694"
[1] "Starting newton at: 1.53769667818596"
[1] "Newton iter: 1, lambda:1.35873610496914, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33382275596741, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33319807391995, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33319767303551, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33319767303534, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33319767303534"
[1] "Starting iterative with newton 1.33319767303534"
[1] "Starting newton at: 1.54179602991159"
[1] "Newton iter: 1, lambda:1.36323520621328, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.33868952150859, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33808869451431, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33808832705042, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33808832705028, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33808832705042"
[1] "Starting iterative with newton 1.33808832705042"
[1] "Starting newton at: 1.54415025457972"
[1] "Newton iter: 1, lambda:1.36591098402462, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.34160109024905, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.3410149819598, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34101463419774, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34101463419762, diff to last: 0"
[1] "Final threshold is: 0.0352934174649367"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.16523179678695"
[1] "Newton iter: 1, lambda:1.16493610111483, diff to last: 0"
[1] "Newton iter: 2, lambda:1.16493598596927, diff to last: 0"
[1] "Newton iter: 3, lambda:1.16493598596925, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16493598596925"
[1] "Starting iterative with newton 1.16493598596925"
[1] "Starting newton at: 1.56945190460253"
[1] "Newton iter: 1, lambda:1.56338657031109, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56336801007981, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56336800990343, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56336800990343"
[1] "Starting iterative with newton 1.56336800990343"
[1] "Starting newton at: 1.95445354304418"
[1] "Newton iter: 1, lambda:1.90758162493827, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.90757239252257, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90757239251784, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.90757239251784"
[1] "Starting iterative with newton 1.90757239251784"
[1] "Starting newton at: 2.17317238912556"
[1] "Newton iter: 1, lambda:2.13414059409954, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.13441184878418, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13441185938736, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13441185938736, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13441184878418"
[1] "Starting iterative with newton 2.13441184878418"
[1] "Starting newton at: 2.2479847141532"
[1] "Newton iter: 1, lambda:2.25309747703681, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.25310320515669, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25310320516401, diff to last: 0"
[1] "Final threshold is: 0.0592981687027001"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.31590061290038"
[1] "Newton iter: 1, lambda:1.33102052158692, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.33081472248186, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3308146850571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3308146850571, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3308146850571"
[1] "Starting iterative with newton 1.3308146850571"
[1] "Starting newton at: 1.98713369470796"
[1] "Newton iter: 1, lambda:1.95666115115009, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.95681000663526, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95681000944196, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95681000944196"
[1] "Starting iterative with newton 1.95681000944196"
[1] "Starting newton at: 2.29911857852968"
[1] "Newton iter: 1, lambda:2.36385776129775, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.36560478064422, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.36560618728383, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36560618728474, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36560618728474"
[1] "Starting iterative with newton 2.36560618728474"
[1] "Starting newton at: 2.58801141163846"
[1] "Newton iter: 1, lambda:2.59174582293379, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.59175362347987, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59175362351398, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59175362347987"
[1] "Starting iterative with newton 2.59175362347987"
[1] "Starting newton at: 2.70215859069627"
[1] "Newton iter: 1, lambda:2.70764194119906, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.70765973867298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70765973886072, diff to last: 0"
[1] "Final threshold is: 0.0712613890107109"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2118169981804"
[1] "Newton iter: 1, lambda:1.24765305074603, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.24621398484871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24621171783715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24621171783152, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24621171783152"
[1] "Starting iterative with newton 1.24621171783152"
[1] "Starting newton at: 1.76408605614987"
[1] "Newton iter: 1, lambda:1.78844026377687, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.78834304941379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78834304815096, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78834304815096"
[1] "Starting iterative with newton 1.78834304815096"
[1] "Starting newton at: 2.14369293165487"
[1] "Newton iter: 1, lambda:2.17781032968981, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.17807580768644, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17807582587817, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17807582587817, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17807582587817"
[1] "Starting iterative with newton 2.17807582587817"
[1] "Starting newton at: 2.43506108593594"
[1] "Newton iter: 1, lambda:2.40164648666141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.40210184448149, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40210192528384, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40210192528384, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40210192528384"
[1] "Starting iterative with newton 2.40210192528384"
[1] "Starting newton at: 2.51571003781858"
[1] "Newton iter: 1, lambda:2.50787554979043, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.50790241520881, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50790241552227, diff to last: 0"
[1] "Final threshold is: 0.0660040872367121"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93475872065767"
[1] "Newton iter: 1, lambda:2.21192749432407, diff to last: 0.277"
[1] "Newton iter: 2, lambda:2.25056897537504, diff to last: 0.039"
[1] "Newton iter: 3, lambda:2.25181742242954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.25181875839557, diff to last: 0"
[1] "Newton iter: 5, lambda:2.2518187583971, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25181875839557"
[1] "Starting iterative with newton 2.25181875839557"
[1] "Starting newton at: 3.10167130256962"
[1] "Newton iter: 1, lambda:3.09332351364775, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.09342113410052, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0934211475484, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0934211475484, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.09342113410052"
[1] "Starting iterative with newton 3.09342113410052"
[1] "Starting newton at: 3.56343957895106"
[1] "Newton iter: 1, lambda:3.66665002128108, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.68663900432863, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.68732134001962, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.68732211365544, diff to last: 0"
[1] "Newton iter: 5, lambda:3.68732211365644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.68732211365544"
[1] "Starting iterative with newton 3.68732211365544"
[1] "Starting newton at: 4.03507098679715"
[1] "Newton iter: 1, lambda:4.10305899872808, diff to last: 0.068"
[1] "Newton iter: 2, lambda:4.11178840977674, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.11191818332961, diff to last: 0"
[1] "Newton iter: 4, lambda:4.1119182115621, diff to last: 0"
[1] "Newton iter: 5, lambda:4.11191821156211, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.1119182115621"
[1] "Starting iterative with newton 4.1119182115621"
[1] "Starting newton at: 4.39223455567331"
[1] "Newton iter: 1, lambda:4.22535604724566, diff to last: 0.167"
[1] "Newton iter: 2, lambda:4.25771000235141, diff to last: 0.032"
[1] "Newton iter: 3, lambda:4.25951436871543, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.25951965696242, diff to last: 0"
[1] "Newton iter: 5, lambda:4.25951965700768, diff to last: 0"
[1] "Final threshold is: 0.112103926101618"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.035293417464936666, 'dd': 0.05929816870270008}, {'ad': 0.07126138901071087, 'da': 0.06600408723671208, 'dd': 0.11210392610161794}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.369043489961851. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026318443188395185
0.026318443188395185
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124241394168994, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125488879593408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125489005000499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125489005000501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125489005000499"
[1] "Starting iterative with newton 0.125489005000499"
[1] "Starting newton at: 0.10238602582543"
[1] "Newton iter: 1, lambda:0.0669730816742902, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0670394442945598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0670394445278495, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0670394442945598"
[1] "Starting iterative with newton 0.0670394442945598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644981828440512, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0647170152431556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0647170177599702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0647170177599702"
[1] "Starting iterative with newton 0.0647170177599702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644047967545664, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646229258688171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646229283686868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0646229258688171"
[1] "Starting iterative with newton 0.0646229258688171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644010104952192, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646191111238513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646191136230359, diff to last: 0"
[1] "Final threshold is: 0.00170067440499768"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10280841308009, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103488951996522, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103488981756385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103488981756385, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.103488981756385"
[1] "Starting iterative with newton 0.103488981756385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0215928765678519, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216061561450638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216061561500872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0216061561450638"
[1] "Starting iterative with newton 0.0216061561450638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019758399191597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197688422282994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019768842231217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.019768842231217"
[1] "Starting iterative with newton 0.019768842231217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197183025311223, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197286883754157, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197286883782974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0197286883754157"
[1] "Starting iterative with newton 0.0197286883754157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0197174267575667, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0197278113549307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0197278113578116, diff to last: 0"
[1] "Final threshold is: 0.000519205282376122"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.154036637641775"
[1] "Newton iter: 1, lambda:0.144738315190719, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.14474560772805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144745607732538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.14474560772805"
[1] "Starting iterative with newton 0.14474560772805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0699775337112932, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0702669655751552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0702669705215732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0702669655751552"
[1] "Starting iterative with newton 0.0702669655751552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662628405711305, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665199726015908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665199764701238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0665199764701238"
[1] "Starting iterative with newton 0.0665199764701238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066073271198871, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663288077583347, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663288115771434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0663288077583347"
[1] "Starting iterative with newton 0.0663288077583347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660635934591091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663190487026252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663190525189084, diff to last: 0"
[1] "Final threshold is: 0.00174541411558845"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.184000038573229"
[1] "Newton iter: 1, lambda:0.278766123905927, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.280284750890878, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.280285136587352, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280285136587377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280285136587352"
[1] "Starting iterative with newton 0.280285136587352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120450457889523, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121952794100521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121953027311309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121953027311315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121953027311315"
[1] "Starting iterative with newton 0.121953027311315"
[1] "Starting newton at: 0.200650861277598"
[1] "Newton iter: 1, lambda:0.109431496630838, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.110253180832528, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110253247707477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110253247707478, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110253247707478"
[1] "Starting iterative with newton 0.110253247707478"
[1] "Starting newton at: 0.212350640881435"
[1] "Newton iter: 1, lambda:0.108311744567478, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.109376548982126, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109376660912533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109376660912534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109376660912533"
[1] "Starting iterative with newton 0.109376660912533"
[1] "Starting newton at: 0.21322722767638"
[1] "Newton iter: 1, lambda:0.108226528346583, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.10931080043893, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109310916470501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109310916470502, diff to last: 0"
[1] "Final threshold is: 0.00287689314500033"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.20066432700428"
[1] "Newton iter: 1, lambda:0.261058745295783, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.261638383872058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261638436944846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261638436944847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261638436944846"
[1] "Starting iterative with newton 0.261638436944846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0827663068739331, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0833562744040387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0833563043838481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0833563043838482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0833563043838482"
[1] "Starting iterative with newton 0.0833563043838482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0710806392238389, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714807477024076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714807603839752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0714807603839752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0714807603839752"
[1] "Starting iterative with newton 0.0714807603839752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0703211708710335, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0707104632752254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070710475209664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070710475209664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.070710475209664"
[1] "Starting iterative with newton 0.070710475209664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0702719970050937, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0706605953151914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070660607202534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.070660607202534, diff to last: 0"
[1] "Final threshold is: 0.00185967686346105"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507537154540255"
[1] "Newton iter: 1, lambda:0.426983051872661, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.428602570525772, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.428603238451767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428603238451881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.428603238451767"
[1] "Starting iterative with newton 0.428603238451767"
[1] "Starting newton at: 0.303918804936721"
[1] "Newton iter: 1, lambda:0.208872229799452, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.21033869948495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210339051433196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210339051433216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210339051433216"
[1] "Starting iterative with newton 0.210339051433216"
[1] "Starting newton at: 0.169679098305673"
[1] "Newton iter: 1, lambda:0.188334632824633, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.188388647213127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188388647665515, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188388647213127"
[1] "Starting iterative with newton 0.188388647213127"
[1] "Starting newton at: 0.162687534726768"
[1] "Newton iter: 1, lambda:0.186059627128892, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.186143923625994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.186143924721347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186143923625994"
[1] "Starting iterative with newton 0.186143923625994"
[1] "Starting newton at: 0.1649322583139"
[1] "Newton iter: 1, lambda:0.185846415861164, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.185913865946298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185913866647166, diff to last: 0"
[1] "Final threshold is: 0.00489296353728831"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86767834216709"
[1] "Starting iterative with newton 2.86767834216709"
[1] "Starting newton at: 0.604219965008471"
[1] "Newton iter: 1, lambda:0.56382045280657, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.564373141749178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564373246477884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564373246477888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564373246477888"
[1] "Starting iterative with newton 0.564373246477888"
[1] "Starting newton at: 0.283810398657963"
[1] "Newton iter: 1, lambda:0.30618416102002, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.306302632138825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306302635452812, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.306302632138825"
[1] "Starting iterative with newton 0.306302632138825"
[1] "Starting newton at: 0.25380649348831"
[1] "Newton iter: 1, lambda:0.267186230852059, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.267226064010854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267226064363524, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267226064010854"
[1] "Starting iterative with newton 0.267226064010854"
[1] "Starting newton at: 0.240648375440907"
[1] "Newton iter: 1, lambda:0.261026253383912, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.261117773403509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261117775246663, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261117775246663"
[1] "Starting iterative with newton 0.261117775246663"
[1] "Starting newton at: 0.242260763549591"
[1] "Newton iter: 1, lambda:0.260088582131718, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.260158504983154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260158506057334, diff to last: 0"
[1] "Final threshold is: 0.00684696683337697"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.19120385764325"
[1] "Starting iterative with newton 3.19120385764325"
[1] "Starting newton at: 0.604400273189233"
[1] "Newton iter: 1, lambda:0.594414204428836, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.594451695389223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594451695919305, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594451695389223"
[1] "Starting iterative with newton 0.594451695389223"
[1] "Starting newton at: 0.328696711420477"
[1] "Newton iter: 1, lambda:0.279249617233401, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.279783346160747, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279783408645977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279783408645978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.279783408645978"
[1] "Starting iterative with newton 0.279783408645978"
[1] "Starting newton at: 0.271116820297494"
[1] "Newton iter: 1, lambda:0.234879203268521, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.235143882035049, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235143896190286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235143896190286, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235143896190286"
[1] "Starting iterative with newton 0.235143896190286"
[1] "Starting newton at: 0.27548391430838"
[1] "Newton iter: 1, lambda:0.228178288684138, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.228623327088412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.228623366600382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228623366600383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228623366600382"
[1] "Starting iterative with newton 0.228623366600382"
[1] "Starting newton at: 0.279045939743896"
[1] "Newton iter: 1, lambda:0.227132512900217, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.227667292711931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.227667349657912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227667349657913, diff to last: 0"
[1] "Final threshold is: 0.00599185020782429"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72155486212815"
[1] "Starting iterative with newton 1.72155486212815"
[1] "Starting newton at: 0.636919647635375"
[1] "Newton iter: 1, lambda:0.706625801286989, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.708946468394625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.708948980779999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708948980782941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708948980779999"
[1] "Starting iterative with newton 0.708948980779999"
[1] "Starting newton at: 0.385051141850423"
[1] "Newton iter: 1, lambda:0.492887763351822, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.497450665467269, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.497458694259051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497458694283886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.497458694259051"
[1] "Starting iterative with newton 0.497458694259051"
[1] "Starting newton at: 0.45727120211747"
[1] "Newton iter: 1, lambda:0.446793073183207, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.446832990691535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446832991271916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.446832990691535"
[1] "Starting iterative with newton 0.446832990691535"
[1] "Starting newton at: 0.466738926193249"
[1] "Newton iter: 1, lambda:0.434056629867314, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.434437963717265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434438015925682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434438015925683, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.434438015925682"
[1] "Starting iterative with newton 0.434438015925682"
[1] "Starting newton at: 0.466268578426424"
[1] "Newton iter: 1, lambda:0.430943513227825, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.43138723177982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.431387302214096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431387302214098, diff to last: 0"
[1] "Final threshold is: 0.0113534422055167"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32046495668952"
[1] "Starting iterative with newton 1.32046495668952"
[1] "Starting newton at: 0.833148232753502"
[1] "Newton iter: 1, lambda:0.797953630578396, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.798629935037053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.798630188723653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.798630188723688, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.798630188723688"
[1] "Starting iterative with newton 0.798630188723688"
[1] "Starting newton at: 0.568084390019199"
[1] "Newton iter: 1, lambda:0.653507974790612, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.657228293422588, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657235193175628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657235193199332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.657235193175628"
[1] "Starting iterative with newton 0.657235193175628"
[1] "Starting newton at: 0.613819456723484"
[1] "Newton iter: 1, lambda:0.615429252855097, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.615430499352532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615430499353279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615430499353279"
[1] "Starting iterative with newton 0.615430499353279"
[1] "Starting newton at: 0.612700579773261"
[1] "Newton iter: 1, lambda:0.602768556153979, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.602815337605079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.602815338645848, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.602815338645848"
[1] "Starting iterative with newton 0.602815338645848"
[1] "Starting newton at: 0.619504441455983"
[1] "Newton iter: 1, lambda:0.598785021029603, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.598987311508309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598987330904599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598987330904599, diff to last: 0"
[1] "Final threshold is: 0.0157644140389812"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32312347174752"
[1] "Starting iterative with newton 1.32312347174752"
[1] "Starting newton at: 0.863006272227167"
[1] "Newton iter: 1, lambda:0.765476111474229, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.77024997349077, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770261941063876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770261941138941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770261941138941"
[1] "Starting iterative with newton 0.770261941138941"
[1] "Starting newton at: 0.614128001614488"
[1] "Newton iter: 1, lambda:0.633670410334048, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.633851901044426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.633851916608327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633851916608327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633851916608327"
[1] "Starting iterative with newton 0.633851916608327"
[1] "Starting newton at: 0.610343985534438"
[1] "Newton iter: 1, lambda:0.596757009798343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.59684121591336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596841219160137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596841219160137"
[1] "Starting iterative with newton 0.596841219160137"
[1] "Starting newton at: 0.605423436631532"
[1] "Newton iter: 1, lambda:0.586407816925564, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.586571048144001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58657106023547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58657106023547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58657106023547"
[1] "Starting iterative with newton 0.58657106023547"
[1] "Starting newton at: 0.607651903938836"
[1] "Newton iter: 1, lambda:0.583440409508084, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583703987169027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583704018617726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583704018617726, diff to last: 0"
[1] "Final threshold is: 0.0153621810528286"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.909196644443044"
[1] "Starting iterative with newton 0.909196644443044"
[1] "Starting newton at: 1.02962135730361"
[1] "Newton iter: 1, lambda:1.06758381851806, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.06878758688332, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06878877112364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06878877112478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06878877112364"
[1] "Starting iterative with newton 1.06878877112364"
[1] "Starting newton at: 1.03411810596599"
[1] "Newton iter: 1, lambda:1.13340286359907, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.14228219863301, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.14234954902837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14234955288034, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14234955288034"
[1] "Starting iterative with newton 1.14234955288034"
[1] "Starting newton at: 1.02954830422659"
[1] "Newton iter: 1, lambda:1.15918461722376, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.17484300124181, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.17505698678474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17505702632278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17505702632278, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17505702632278"
[1] "Starting iterative with newton 1.17505702632278"
[1] "Starting newton at: 1.02747865840171"
[1] "Newton iter: 1, lambda:1.16987403675375, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.18903599908582, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.18935957127497, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18935966233008, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18935966233009, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18935966233009"
[1] "Starting iterative with newton 1.18935966233009"
[1] "Starting newton at: 1.03029576055351"
[1] "Newton iter: 1, lambda:1.17526025236158, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.19521562453599, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.19556784260688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19556795082981, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19556795082982, diff to last: 0"
[1] "Final threshold is: 0.0314654871917804"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.79997412737479"
[1] "Starting iterative with newton 0.79997412737479"
[1] "Starting newton at: 1.20298023307575"
[1] "Newton iter: 1, lambda:1.19161169686583, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.19173118681465, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19173120012998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19173120012998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19173120012998"
[1] "Starting iterative with newton 1.19173120012998"
[1] "Starting newton at: 1.15979359266541"
[1] "Newton iter: 1, lambda:1.35695894652575, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.4016130772678, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.40369702815625, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40370140430863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40370140432789, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40370140430863"
[1] "Starting iterative with newton 1.40370140430863"
[1] "Starting newton at: 1.80185195783789"
[1] "Newton iter: 1, lambda:1.36481233546395, diff to last: 0.437"
[1] "Newton iter: 2, lambda:1.48472393457934, diff to last: 0.12"
[1] "Newton iter: 3, lambda:1.50117664818346, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.50146091192712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50146099548838, diff to last: 0"
[1] "Newton iter: 6, lambda:1.50146099548839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50146099548838"
[1] "Starting iterative with newton 1.50146099548838"
[1] "Starting newton at: 1.84929205570518"
[1] "Newton iter: 1, lambda:1.39723682004402, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.52349773516206, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.54208605512438, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.54245378122228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54245392259387, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5424539225939, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.5424539225939"
[1] "Starting iterative with newton 1.5424539225939"
[1] "Starting newton at: 1.85933187754304"
[1] "Newton iter: 1, lambda:1.42052694975336, diff to last: 0.439"
[1] "Newton iter: 2, lambda:1.54150167047886, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.55859770753241, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.55890971295147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55890981515985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55890981515986, diff to last: 0"
[1] "Final threshold is: 0.0410280794061161"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.835952577718475"
[1] "Starting iterative with newton 0.835952577718475"
[1] "Starting newton at: 1.2939575302504"
[1] "Newton iter: 1, lambda:1.117824349985, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.14176781039136, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.14228678957724, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.14228702960225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1422870296023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14228702960225"
[1] "Starting iterative with newton 1.14228702960225"
[1] "Starting newton at: 1.30513248273297"
[1] "Newton iter: 1, lambda:1.30131479304955, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30132873177277, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30132873195916, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30132873195916"
[1] "Starting iterative with newton 1.30132873195916"
[1] "Starting newton at: 1.30814530564904"
[1] "Newton iter: 1, lambda:1.37297376130807, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.37736037082763, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.37737951185933, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37737951222242, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37737951222242"
[1] "Starting iterative with newton 1.37737951222242"
[1] "Starting newton at: 1.31469360048871"
[1] "Newton iter: 1, lambda:1.40354701201103, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.41206822216593, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.41214177597139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41214178141127, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41214177597139"
[1] "Starting iterative with newton 1.41214177597139"
[1] "Starting newton at: 1.31659302986185"
[1] "Newton iter: 1, lambda:1.41660425028775, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.4275644283962, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.42768717067898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42768718592554, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42768718592554, diff to last: 0"
[1] "Final threshold is: 0.0375745040935812"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0263184431883952"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25996795157708"
[1] "Newton iter: 1, lambda:1.4830453039843, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.56359677516181, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.57364346357209, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.57378984779937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5737898785367, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5737898785367, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57378984779937"
[1] "Starting iterative with newton 1.57378984779937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.115944977899843"
threshold is:
[{'ad': 0.0017006744049976757, 'da': 0.0005192052823761223, 'dd': 0.0017454141155884544}, {'ad': 0.0028768931450003313, 'da': 0.0018596768634610466, 'dd': 0.00489296353728831}, {'ad': 0.006846966833376974, 'da': 0.005991850207824288, 'dd': 0.011353442205516748}, {'ad': 0.015764414038981163, 'da': 0.015362181052828593, 'dd': 0.03146548719178037}, {'ad': 0.041028079406116066, 'da': 0.03757450409358116, 'dd': 0.11594497789984291}]
Number of points in noise estimation: 128
Estimated noise: 0.026318443188395185
0.026318443188395185
threshold is:
[{'ad': 0.005518259784929924, 'da': 0.014431462588953593, 'dd': 0.010395335895493296}, {'ad': 0.004820973660475403, 'da': 0.0027766643695702198, 'dd': 0.005879996246824365}, {'ad': 0.0078044607634027985, 'da': 0.004859279194175005, 'dd': 0.008759328481541574}, {'ad': 0.015269421791451411, 'da': 0.015165790684523355, 'dd': 0.024796559679526438}, {'ad': 0.02900016804810927, 'da': 0.02913771830469779, 'dd': 0.11594497789984291}]
['stjerten256', 0.025, 4, 0.0006204955265459102, 0.0003016501147749787, 0.00029976474404542087, 0.0013482671464338648, 0.0003232826081998709, 0.00039149840651622595, 0.0003232826081998709, 0.00039149840651622595, 32.072613451941464, 35.204965051026555, 35.2321944676092, 28.702240479140734, 34.90417658722788, 34.07270001275562, 34.90417658722788, 34.07270001275562]
stjerten256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.05004629946828758
0.05004629946828758
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189022609220501"
[1] "Newton iter: 1, lambda:0.220974127001818, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.221101919709028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.221101921746307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.221101919709028"
[1] "Starting iterative with newton 0.221101919709028"
[1] "Starting newton at: 0.141269281901783"
[1] "Newton iter: 1, lambda:0.0967064368425965, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0968603442711111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0968603461083733, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968603461083733"
[1] "Starting iterative with newton 0.0968603461083733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897731728233712, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0903777728225852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0903778002272245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0903778002272246, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0903778002272245"
[1] "Starting iterative with newton 0.0903778002272245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894316865004767, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900306497450591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900306765943389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090030676594339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.090030676594339"
[1] "Starting iterative with newton 0.090030676594339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894133786048438, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900120407499798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900120675697753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0900120675697753, diff to last: 0"
[1] "Final threshold is: 0.00450477088935671"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.312173157731294"
[1] "Newton iter: 1, lambda:0.262172145711826, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.262556528491952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26255655136258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26255655136258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26255655136258"
[1] "Starting iterative with newton 0.26255655136258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945676694883349, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954389974469894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954390713998211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954390713998216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0954390713998211"
[1] "Starting iterative with newton 0.0954390713998211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0816565599138373, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822626130604355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0822626464485994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822626464485995, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0822626464485994"
[1] "Starting iterative with newton 0.0822626464485994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806541557441367, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0812419619674891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0812419931923613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0812419931923614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0812419931923613"
[1] "Starting iterative with newton 0.0812419931923613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0805766285665812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811630372511433, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0811630683135652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811630683135653, diff to last: 0"
[1] "Final threshold is: 0.00406191122258577"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.208509600619092, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.21471480426883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.214720281416011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214720281420277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.214720281416011"
[1] "Starting iterative with newton 0.214720281416011"
[1] "Starting newton at: 0.155195854179461"
[1] "Newton iter: 1, lambda:0.11334233613288, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.113497177331519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.113497179455198, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113497177331519"
[1] "Starting iterative with newton 0.113497177331519"
[1] "Starting newton at: 0.174559370477986"
[1] "Newton iter: 1, lambda:0.106338685844626, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.106744530833531, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106744545244929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106744545244929, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106744545244929"
[1] "Starting iterative with newton 0.106744545244929"
[1] "Starting newton at: 0.181312002564575"
[1] "Newton iter: 1, lambda:0.105783005202031, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106279830506203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106279852084795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106279852084795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106279852084795"
[1] "Starting iterative with newton 0.106279852084795"
[1] "Starting newton at: 0.18177669572471"
[1] "Newton iter: 1, lambda:0.105744362102628, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106247786983833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106247809138207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106247809138207, diff to last: 0"
[1] "Final threshold is: 0.00531730967398016"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.550942701810145"
[1] "Newton iter: 1, lambda:0.453729550158296, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.456301575754286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.456303422958667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456303422959619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456303422958667"
[1] "Starting iterative with newton 0.456303422958667"
[1] "Starting newton at: 0.22227155594741"
[1] "Newton iter: 1, lambda:0.208226852846678, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.208258575235031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.208258575396999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.208258575235031"
[1] "Starting iterative with newton 0.208258575235031"
[1] "Starting newton at: 0.200841414434026"
[1] "Newton iter: 1, lambda:0.182408534598205, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.182459985562933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182459985964148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182459985562933"
[1] "Starting iterative with newton 0.182459985562933"
[1] "Starting newton at: 0.219065128859421"
[1] "Newton iter: 1, lambda:0.179394930466337, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.179631482764075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179631491191659, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179631491191659"
[1] "Starting iterative with newton 0.179631491191659"
[1] "Starting newton at: 0.221893623230695"
[1] "Newton iter: 1, lambda:0.179043969288207, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.179319721454193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179319732898399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179319732898399, diff to last: 0"
[1] "Final threshold is: 0.00897428905320664"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.427376334360282"
[1] "Newton iter: 1, lambda:0.491555301658352, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.492789429489453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.492789879543218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492789879543277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.492789879543218"
[1] "Starting iterative with newton 0.492789879543218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.184874251926244, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.190592184855043, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190597646714548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190597646719531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190597646714548"
[1] "Starting iterative with newton 0.190597646714548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153342001989699, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156841981559446, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156843804699636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15684380470013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156843804699636"
[1] "Starting iterative with newton 0.156843804699636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149882140054007, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153179122226926, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153180717551266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15318071755164, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153180717551266"
[1] "Starting iterative with newton 0.153180717551266"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14950711542054, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152782560967279, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152784133110091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152784133110453, diff to last: 0"
[1] "Final threshold is: 0.00764628047963031"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0.571999459281971"
[1] "Newton iter: 1, lambda:0.585714338210632, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.585783531814996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585783533569209, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585783533569209"
[1] "Starting iterative with newton 0.585783533569209"
[1] "Starting newton at: 0.399046030495976"
[1] "Newton iter: 1, lambda:0.349979876095538, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.350609637888883, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350609742370573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350609742370576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.350609742370573"
[1] "Starting iterative with newton 0.350609742370573"
[1] "Starting newton at: 0.23588729807262"
[1] "Newton iter: 1, lambda:0.31016727513674, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.311559550865037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.311560036712147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311560036712206, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311560036712147"
[1] "Starting iterative with newton 0.311560036712147"
[1] "Starting newton at: 0.250371096143934"
[1] "Newton iter: 1, lambda:0.304064682527097, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.304784430407568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304784559097687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304784559097691, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.304784559097687"
[1] "Starting iterative with newton 0.304784559097687"
[1] "Starting newton at: 0.253779232902741"
[1] "Newton iter: 1, lambda:0.302997956432835, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.303601552589586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303601642954077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601642954079, diff to last: 0"
[1] "Final threshold is: 0.015194138742344"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 0.703189461175985"
[1] "Newton iter: 1, lambda:0.675377714750551, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.675717016640352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.675717067639108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675717067639109, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675717067639109"
[1] "Starting iterative with newton 0.675717067639109"
[1] "Starting newton at: 0.446256574981237"
[1] "Newton iter: 1, lambda:0.47969641367297, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.480105255594947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.480105316322617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.480105316322618, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.480105316322617"
[1] "Starting iterative with newton 0.480105316322617"
[1] "Starting newton at: 0.464402690399446"
[1] "Newton iter: 1, lambda:0.437417009228743, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.437668160457045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437668182317523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437668182317523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437668182317523"
[1] "Starting iterative with newton 0.437668182317523"
[1] "Starting newton at: 0.458543341609895"
[1] "Newton iter: 1, lambda:0.427903690519537, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.428223791159099, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428223826284631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428223826284631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.428223826284631"
[1] "Starting iterative with newton 0.428223826284631"
[1] "Starting newton at: 0.462385923654788"
[1] "Newton iter: 1, lambda:0.425652103503223, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.426110581373944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.426110653256707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426110653256709, diff to last: 0"
[1] "Final threshold is: 0.0213252613595128"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 0.687705265485712"
[1] "Newton iter: 1, lambda:0.689150623365307, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.689151569305246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689151569305651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689151569305246"
[1] "Starting iterative with newton 0.689151569305246"
[1] "Starting newton at: 0.430280811914667"
[1] "Newton iter: 1, lambda:0.478821112478433, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.479697650149545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479697933550444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479697933550474, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.479697933550444"
[1] "Starting iterative with newton 0.479697933550444"
[1] "Starting newton at: 0.404837601635309"
[1] "Newton iter: 1, lambda:0.432473307262613, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.432740941912249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.432740966908541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432740966908542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.432740966908542"
[1] "Starting iterative with newton 0.432740966908542"
[1] "Starting newton at: 0.427945456605756"
[1] "Newton iter: 1, lambda:0.421916371906868, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.421928879013321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421928879067195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421928879013321"
[1] "Starting iterative with newton 0.421928879013321"
[1] "Starting newton at: 0.429856448508626"
[1] "Newton iter: 1, lambda:0.41938778257856, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.419425349612716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.41942535009727, diff to last: 0"
[1] "Final threshold is: 0.0209906866755593"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 0.975841111731449"
[1] "Newton iter: 1, lambda:0.869960093573491, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.876667805749469, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.87669635449089, diff to last: 0"
[1] "Newton iter: 4, lambda:0.87669635500641, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.87669635449089"
[1] "Starting iterative with newton 0.87669635449089"
[1] "Starting newton at: 0.782276615801805"
[1] "Newton iter: 1, lambda:0.792297995927711, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.792358211732156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.792358213897447, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.792358211732156"
[1] "Starting iterative with newton 0.792358211732156"
[1] "Starting newton at: 0.752367970026903"
[1] "Newton iter: 1, lambda:0.763524764681862, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.763597875212968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763597878339122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.763597878339122"
[1] "Starting iterative with newton 0.763597878339122"
[1] "Starting newton at: 0.770465872110108"
[1] "Newton iter: 1, lambda:0.753498420043213, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.753664453022623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753664469027825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753664469027825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.753664469027825"
[1] "Starting iterative with newton 0.753664469027825"
[1] "Starting newton at: 0.766847849350993"
[1] "Newton iter: 1, lambda:0.750057621313659, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.750219805295728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.750219820528226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750219820528226, diff to last: 0"
[1] "Final threshold is: 0.0375457258052006"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09978072656211"
[1] "Newton iter: 1, lambda:1.01245238087203, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.01790844617624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01793105132146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01793105170825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01793105170825"
[1] "Starting iterative with newton 1.01793105170825"
[1] "Starting newton at: 1.08910198563586"
[1] "Newton iter: 1, lambda:1.03932469239152, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.04116202100403, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04116460835688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04116460836201, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04116460836201"
[1] "Starting iterative with newton 1.04116460836201"
[1] "Starting newton at: 1.07854128314009"
[1] "Newton iter: 1, lambda:1.05006040601227, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05067306051106, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05067334929289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05067334929296, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05067334929296"
[1] "Starting iterative with newton 1.05067334929296"
[1] "Starting newton at: 1.08285722249847"
[1] "Newton iter: 1, lambda:1.05390630254075, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.05454026144362, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.0545405712318, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05454057123188, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05454057123188"
[1] "Starting iterative with newton 1.05454057123188"
[1] "Starting newton at: 1.08340560358239"
[1] "Newton iter: 1, lambda:1.05552005560104, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05610904368526, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05610931127299, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05610931127305, diff to last: 0"
[1] "Final threshold is: 0.0528543628632179"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 0.858084552351833"
[1] "Newton iter: 1, lambda:0.969842191361509, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.979353724556718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979419340679017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979419343785347, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.979419343785347"
[1] "Starting iterative with newton 0.979419343785347"
[1] "Starting newton at: 0.856300309253672"
[1] "Newton iter: 1, lambda:0.971009107819209, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981051653102023, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981124887217646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981124891090571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.981124887217646"
[1] "Starting iterative with newton 0.981124887217646"
[1] "Starting newton at: 0.856725628579549"
[1] "Newton iter: 1, lambda:0.971631140966322, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981712984252394, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981786819889493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98178682382765, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.98178682382765"
[1] "Starting iterative with newton 0.98178682382765"
[1] "Starting newton at: 0.85818342912103"
[1] "Newton iter: 1, lambda:0.972070841763907, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.981972394405045, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982043615398335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982043619062997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982043615398335"
[1] "Starting iterative with newton 0.982043615398335"
[1] "Starting newton at: 0.857926637550345"
[1] "Newton iter: 1, lambda:0.972115405504022, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.982071210850278, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982143220368244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982143224114696, diff to last: 0"
[1] "Final threshold is: 0.0491526339147936"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.15746735311314"
[1] "Newton iter: 1, lambda:1.2794181844666, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.2972678084593, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.29762588895309, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29762603101441, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29762603101443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29762603101443"
[1] "Starting iterative with newton 1.29762603101443"
[1] "Starting newton at: 1.40034163368579"
[1] "Newton iter: 1, lambda:1.62178539921739, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.69828426610655, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.70671551666014, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.70681099918009, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70681101130848, diff to last: 0"
[1] "Newton iter: 6, lambda:1.70681101130848, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70681099918009"
[1] "Starting iterative with newton 1.70681099918009"
[1] "Starting newton at: 1.40469405393287"
[1] "Newton iter: 1, lambda:1.73577584331905, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.92507944747301, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.9874016780225, diff to last: 0.062"
[1] "Newton iter: 4, lambda:1.99346196457792, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.99351534490198, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99351534900979, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99351534900979"
[1] "Starting iterative with newton 1.99351534900979"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.204122238191663"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.42295538374843"
[1] "Newton iter: 1, lambda:1.40265663008317, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.40313843745971, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40313871443967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313871443976, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313871443967"
[1] "Starting iterative with newton 1.40313871443967"
[1] "Starting newton at: 1.26954889493969"
[1] "Newton iter: 1, lambda:1.63287369589003, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.85189307348155, diff to last: 0.219"
[1] "Newton iter: 3, lambda:1.93496891715803, diff to last: 0.083"
[1] "Newton iter: 4, lambda:1.94583956941172, diff to last: 0.011"
[1] "Newton iter: 5, lambda:1.94601028521099, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94601032671693, diff to last: 0"
[1] "Newton iter: 7, lambda:1.94601032671693, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94601028521099"
[1] "Starting iterative with newton 1.94601028521099"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.48155754376809"
[1] "Newton iter: 1, lambda:1.35425640050461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.37089761259059, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.37122769157316, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37122781957618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3712278195762, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37122781957618"
[1] "Starting iterative with newton 1.37122781957618"
[1] "Starting newton at: 1.34865798742372"
[1] "Newton iter: 1, lambda:1.66797415595463, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.84268684092931, diff to last: 0.175"
[1] "Newton iter: 3, lambda:1.89602313916875, diff to last: 0.053"
[1] "Newton iter: 4, lambda:1.90054450153847, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90057513240215, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90057513379976, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90057513379976"
[1] "Starting iterative with newton 1.90057513379976"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.23270046607308"
[1] "Newton iter: 1, lambda:1.48101496829789, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.58313948254705, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.60007762252332, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60051011046164, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60051038722152, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60051038722164, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60051038722152"
[1] "Starting iterative with newton 1.60051038722152"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
threshold is:
[{'ad': 0.004504770889356709, 'da': 0.004061911222585768, 'dd': 0.005317309673980157}, {'ad': 0.008974289053206635, 'da': 0.007646280479630314, 'dd': 0.015194138742343983}, {'ad': 0.021325261359512817, 'da': 0.020990686675559315, 'dd': 0.03754572580520057}, {'ad': 0.05285436286321788, 'da': 0.049152633914793555, 'dd': 0.2041222381916626}, {'ad': 0.22047721608313522, 'da': 0.22047721608313522, 'dd': 0.22047721608313522}]
Number of points in noise estimation: 128
Estimated noise: 0.05004629946828758
0.05004629946828758
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.3694585617989"
[1] "Starting iterative with newton 10.3694585617989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.77076388044079"
[1] "Starting iterative with newton 9.77076388044079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.09178701924877"
[1] "Starting iterative with newton 8.09178701924877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.39259844138594"
[1] "Starting iterative with newton 4.39259844138594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84019848112364"
[1] "Starting iterative with newton 3.84019848112364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 1.97206835861175"
[1] "Newton iter: 1, lambda:1.59567538999465, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.55352732901821, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.55229267960848, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55229156361979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55229156361888, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55229156361979"
[1] "Starting iterative with newton 1.55229156361979"
[1] "Starting newton at: 1.78558314754812"
[1] "Newton iter: 1, lambda:1.4289214151751, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.36365137601264, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.3595060033787, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.35948832232216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35948832199966, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35948832199966"
[1] "Starting iterative with newton 1.35948832199966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 2.02668370241688"
[1] "Newton iter: 1, lambda:1.57380324941768, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.52655415084242, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.52492562628681, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52492357881487, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52492357881162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52492357881162"
[1] "Starting iterative with newton 1.52492357881162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 1.28995558693578"
[1] "Newton iter: 1, lambda:1.182935660066, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.16890023793032, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.16863495090561, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16863485562712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1686348556271, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1686348556271"
[1] "Starting iterative with newton 1.1686348556271"
[1] "Starting newton at: 1.32600748836889"
[1] "Newton iter: 1, lambda:1.22023077841143, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.20755196288057, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.20735037837437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20735032709894, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20735032709893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20735032709893"
[1] "Starting iterative with newton 1.20735032709893"
[1] "Starting newton at: 1.36174537904509"
[1] "Newton iter: 1, lambda:1.26619608642006, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.25672356725603, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.25662085927, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2566208471228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2566208471228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2566208471228"
[1] "Starting iterative with newton 1.2566208471228"
[1] "Starting newton at: 1.43216195552734"
[1] "Newton iter: 1, lambda:1.3346083532949, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.32616461612139, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.32609330031037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32609329518612, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32609329518612"
[1] "Starting iterative with newton 1.32609329518612"
[1] "Starting newton at: 1.51633870089159"
[1] "Newton iter: 1, lambda:1.42456892159403, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.41849350871791, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.41846292245102, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41846292167021, diff to last: 0"
[1] "Final threshold is: 0.0709888201625694"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09534443346896"
[1] "Newton iter: 1, lambda:1.13632124903748, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.13397053777175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.13396283237251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13396283228966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13396283228966"
[1] "Starting iterative with newton 1.13396283228966"
[1] "Starting newton at: 1.39779448226858"
[1] "Newton iter: 1, lambda:1.41840877691293, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.41807309679713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41807301029916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41807301029915, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41807301029915"
[1] "Starting iterative with newton 1.41807301029915"
[1] "Starting newton at: 1.68156687556772"
[1] "Newton iter: 1, lambda:1.7314138945261, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.73057465510364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73057445917177, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73057445917176, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73057445917177"
[1] "Starting iterative with newton 1.73057445917177"
[1] "Starting newton at: 2.03464852218513"
[1] "Newton iter: 1, lambda:1.96263747624055, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.96291189227481, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96291189071658, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96291189071658"
[1] "Starting iterative with newton 1.96291189071658"
[1] "Starting newton at: 2.08431138891667"
[1] "Newton iter: 1, lambda:2.10147421806096, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.10149777223272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10149777228592, diff to last: 0"
[1] "Final threshold is: 0.105172186841098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 1.10349250286175"
[1] "Newton iter: 1, lambda:1.16218681081649, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.15753166327828, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15750249221528, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15750249106772, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15750249221528"
[1] "Starting iterative with newton 1.15750249221528"
[1] "Starting newton at: 1.46968272435686"
[1] "Newton iter: 1, lambda:1.44513316018185, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.44470848353026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44470835125831, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4447083512583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4447083512583"
[1] "Starting iterative with newton 1.4447083512583"
[1] "Starting newton at: 1.73868630096295"
[1] "Newton iter: 1, lambda:1.71699289800842, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.71685739517548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7168573894105, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71685739517548"
[1] "Starting iterative with newton 1.71685739517548"
[1] "Starting newton at: 1.85355896330898"
[1] "Newton iter: 1, lambda:1.91958376830281, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.91890340791761, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91890336898125, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91890336898125, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91890336898125"
[1] "Starting iterative with newton 1.91890336898125"
[1] "Starting newton at: 2.03610238082967"
[1] "Newton iter: 1, lambda:2.04941055861909, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.04941382185654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04941382185687, diff to last: 0"
[1] "Final threshold is: 0.10256557786308"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.29479656435999"
[1] "Newton iter: 1, lambda:1.26584525467482, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26504469124653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26504405589689, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26504405589649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26504405589649"
[1] "Starting iterative with newton 1.26504405589649"
[1] "Starting newton at: 1.85723161097156"
[1] "Newton iter: 1, lambda:1.90152706408718, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.90165371197548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90165371392159, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90165371197548"
[1] "Starting iterative with newton 1.90165371197548"
[1] "Starting newton at: 2.39707113311805"
[1] "Newton iter: 1, lambda:2.36896067446542, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.36942077997822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36942089985958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36942089985959, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36942089985958"
[1] "Starting iterative with newton 2.36942089985958"
[1] "Starting newton at: 2.72826069168109"
[1] "Newton iter: 1, lambda:2.67637999403269, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.67838318613186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6783861581009, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67838615810745, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.6783861581009"
[1] "Starting iterative with newton 2.6783861581009"
[1] "Starting newton at: 2.85078171479729"
[1] "Newton iter: 1, lambda:2.85741126529301, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.85744719993621, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85744720099103, diff to last: 0"
[1] "Final threshold is: 0.143004658335617"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.50373539196022"
[1] "Newton iter: 1, lambda:1.63833255580515, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.63073949464791, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.63072617440455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6307261743616, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6307261743616"
[1] "Starting iterative with newton 1.6307261743616"
[1] "Starting newton at: 2.49988333838661"
[1] "Newton iter: 1, lambda:2.41709522398639, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.42229209491853, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.42231202171598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42231202200982, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42231202171598"
[1] "Starting iterative with newton 2.42231202171598"
[1] "Starting newton at: 2.93283955776276"
[1] "Newton iter: 1, lambda:2.88904243335839, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.89084372704745, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.89084683218983, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89084683219905, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.89084683218983"
[1] "Starting iterative with newton 2.89084683218983"
[1] "Starting newton at: 3.15700885267948"
[1] "Newton iter: 1, lambda:3.13553021088631, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.13599063131585, diff to last: 0"
[1] "Newton iter: 3, lambda:3.13599084616273, diff to last: 0"
[1] "Newton iter: 4, lambda:3.13599084616278, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.13599084616273"
[1] "Starting iterative with newton 3.13599084616273"
[1] "Starting newton at: 3.22313942114699"
[1] "Newton iter: 1, lambda:3.2587397133315, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.26008270130391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.26008456131896, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26008456132253, diff to last: 0"
[1] "Final threshold is: 0.163155168247888"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.55179470783102"
[1] "Newton iter: 1, lambda:1.50257983580731, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.50156937352913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50156887336686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50156887336674, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50156887336674"
[1] "Starting iterative with newton 1.50156887336674"
[1] "Starting newton at: 2.17355435666341"
[1] "Newton iter: 1, lambda:2.2569196459683, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.26028481684331, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.26029110373089, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26029110375293, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26029110373089"
[1] "Starting iterative with newton 2.26029110373089"
[1] "Starting newton at: 2.7476780746676"
[1] "Newton iter: 1, lambda:2.71601529135969, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.71684165673707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71684222045211, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71684222045238, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71684222045238"
[1] "Starting iterative with newton 2.71684222045238"
[1] "Starting newton at: 2.95855209052011"
[1] "Newton iter: 1, lambda:2.96942697871782, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.96953514447172, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96953515513073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96953515513073, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96953515513073"
[1] "Starting iterative with newton 2.96953515513073"
[1] "Starting newton at: 3.04536643949197"
[1] "Newton iter: 1, lambda:3.09934322346016, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.10217007117806, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10217763292173, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10217763297575, diff to last: 0"
[1] "Final threshold is: 0.155252510823728"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90719021626916"
[1] "Newton iter: 1, lambda:2.25129775980527, diff to last: 0.344"
[1] "Newton iter: 2, lambda:2.3256634506826, diff to last: 0.074"
[1] "Newton iter: 3, lambda:2.33199660442147, diff to last: 0.006"
[1] "Newton iter: 4, lambda:2.33204372437363, diff to last: 0"
[1] "Newton iter: 5, lambda:2.33204372698245, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.33204372437363"
[1] "Starting iterative with newton 2.33204372437363"
[1] "Starting newton at: 3.0381544346089"
[1] "Newton iter: 1, lambda:3.17371979875782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:3.20436637559027, diff to last: 0.031"
[1] "Newton iter: 3, lambda:3.20586766339337, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.20587117027162, diff to last: 0"
[1] "Newton iter: 5, lambda:3.20587117029072, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.20587117027162"
[1] "Starting iterative with newton 3.20587117027162"
[1] "Starting newton at: 4.01289646487644"
[1] "Newton iter: 1, lambda:3.9244591346212, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.93700748953027, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.93731292102403, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93731309825926, diff to last: 0"
[1] "Newton iter: 5, lambda:3.93731309825932, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93731309825926"
[1] "Starting iterative with newton 3.93731309825926"
[1] "Starting newton at: 4.04958768581958"
[1] "Newton iter: 1, lambda:4.23879934520351, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.33811811255808, diff to last: 0.099"
[1] "Newton iter: 3, lambda:4.36341297022727, diff to last: 0.025"
[1] "Newton iter: 4, lambda:4.36485976965432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.36486427857642, diff to last: 0"
[1] "Newton iter: 6, lambda:4.36486427862008, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.36486427862008"
[1] "Starting iterative with newton 4.36486427862008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07098882016256944}, {'ad': 0.1051721868410981, 'da': 0.10256557786307997, 'dd': 0.1430046583356172}, {'ad': 0.16315516824788812, 'da': 0.15525251082372787, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36158798554941. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.050046299468287585
0.050046299468287585
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.3694585617989"
[1] "Starting iterative with newton 10.3694585617989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.77076388044078"
[1] "Starting iterative with newton 9.77076388044078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.09178701924877"
[1] "Starting iterative with newton 8.09178701924877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.39259844138593"
[1] "Starting iterative with newton 4.39259844138593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84019848112364"
[1] "Starting iterative with newton 3.84019848112364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 1.97206835861175"
[1] "Newton iter: 1, lambda:1.59567538999465, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.55352732901821, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.55229267960848, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55229156361979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55229156361888, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55229156361979"
[1] "Starting iterative with newton 1.55229156361979"
[1] "Starting newton at: 1.78558314754812"
[1] "Newton iter: 1, lambda:1.4289214151751, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.36365137601264, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.3595060033787, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.35948832232216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35948832199966, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35948832199966"
[1] "Starting iterative with newton 1.35948832199966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 2.02668370241688"
[1] "Newton iter: 1, lambda:1.57380324941768, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.52655415084242, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.52492562628681, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52492357881487, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52492357881162, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52492357881162"
[1] "Starting iterative with newton 1.52492357881162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 1.28995558693578"
[1] "Newton iter: 1, lambda:1.182935660066, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.16890023793032, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.16863495090561, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16863485562712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1686348556271, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1686348556271"
[1] "Starting iterative with newton 1.1686348556271"
[1] "Starting newton at: 1.32600748836889"
[1] "Newton iter: 1, lambda:1.22023077841143, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.20755196288057, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.20735037837437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20735032709894, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20735032709893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20735032709893"
[1] "Starting iterative with newton 1.20735032709893"
[1] "Starting newton at: 1.36174537904509"
[1] "Newton iter: 1, lambda:1.26619608642006, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.25672356725603, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.25662085927, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2566208471228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2566208471228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2566208471228"
[1] "Starting iterative with newton 1.2566208471228"
[1] "Starting newton at: 1.43216195552734"
[1] "Newton iter: 1, lambda:1.3346083532949, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.32616461612139, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.32609330031037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32609329518612, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32609329518612"
[1] "Starting iterative with newton 1.32609329518612"
[1] "Starting newton at: 1.51633870089159"
[1] "Newton iter: 1, lambda:1.42456892159403, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.41849350871791, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.41846292245102, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41846292167021, diff to last: 0"
[1] "Final threshold is: 0.0709888201625694"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09534443346896"
[1] "Newton iter: 1, lambda:1.13632124903748, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.13397053777175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.13396283237251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13396283228966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13396283228966"
[1] "Starting iterative with newton 1.13396283228966"
[1] "Starting newton at: 1.39779448226858"
[1] "Newton iter: 1, lambda:1.41840877691293, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.41807309679713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41807301029916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41807301029915, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41807301029916"
[1] "Starting iterative with newton 1.41807301029916"
[1] "Starting newton at: 1.68156687556772"
[1] "Newton iter: 1, lambda:1.7314138945261, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.73057465510364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73057445917177, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73057445917176, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73057445917176"
[1] "Starting iterative with newton 1.73057445917176"
[1] "Starting newton at: 2.03464852218513"
[1] "Newton iter: 1, lambda:1.96263747624055, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.96291189227481, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96291189071658, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96291189071658"
[1] "Starting iterative with newton 1.96291189071658"
[1] "Starting newton at: 2.08431138891667"
[1] "Newton iter: 1, lambda:2.10147421806096, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.10149777223272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10149777228592, diff to last: 0"
[1] "Final threshold is: 0.105172186841098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 1.10349250286175"
[1] "Newton iter: 1, lambda:1.16218681081649, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.15753166327828, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15750249221528, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15750249106772, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15750249106772"
[1] "Starting iterative with newton 1.15750249106772"
[1] "Starting newton at: 1.46968272435686"
[1] "Newton iter: 1, lambda:1.44513316018185, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.44470848353026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44470835125831, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4447083512583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4447083512583"
[1] "Starting iterative with newton 1.4447083512583"
[1] "Starting newton at: 1.73868630096295"
[1] "Newton iter: 1, lambda:1.71699289800842, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.71685739517548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7168573894105, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71685739517548"
[1] "Starting iterative with newton 1.71685739517548"
[1] "Starting newton at: 1.85355896330898"
[1] "Newton iter: 1, lambda:1.91958376830281, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.91890340791761, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91890336898125, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91890336898125, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91890336898125"
[1] "Starting iterative with newton 1.91890336898125"
[1] "Starting newton at: 2.03610238082967"
[1] "Newton iter: 1, lambda:2.04941055861909, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.04941382185654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04941382185687, diff to last: 0"
[1] "Final threshold is: 0.10256557786308"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.29479656435999"
[1] "Newton iter: 1, lambda:1.26584525467482, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26504469124653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26504405589689, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26504405589649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26504405589649"
[1] "Starting iterative with newton 1.26504405589649"
[1] "Starting newton at: 1.85723161097156"
[1] "Newton iter: 1, lambda:1.90152706408718, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.90165371197548, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90165371392159, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90165371197548"
[1] "Starting iterative with newton 1.90165371197548"
[1] "Starting newton at: 2.39707113311805"
[1] "Newton iter: 1, lambda:2.36896067446542, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.36942077997822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36942089985958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36942089985959, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36942089985958"
[1] "Starting iterative with newton 2.36942089985958"
[1] "Starting newton at: 2.72826069168109"
[1] "Newton iter: 1, lambda:2.67637999403269, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.67838318613186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6783861581009, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67838615810745, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.6783861581009"
[1] "Starting iterative with newton 2.6783861581009"
[1] "Starting newton at: 2.85078171479729"
[1] "Newton iter: 1, lambda:2.85741126529301, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.85744719993621, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85744720099103, diff to last: 0"
[1] "Final threshold is: 0.143004658335617"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.50373539196021"
[1] "Newton iter: 1, lambda:1.63833255580515, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.63073949464791, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.63072617440455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63072617436159, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63072617436159"
[1] "Starting iterative with newton 1.63072617436159"
[1] "Starting newton at: 2.49988333838661"
[1] "Newton iter: 1, lambda:2.41709522398639, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.42229209491853, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.42231202171598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42231202200982, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42231202171598"
[1] "Starting iterative with newton 2.42231202171598"
[1] "Starting newton at: 2.93283955776276"
[1] "Newton iter: 1, lambda:2.88904243335839, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.89084372704745, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.89084683218983, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89084683219905, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.89084683218983"
[1] "Starting iterative with newton 2.89084683218983"
[1] "Starting newton at: 3.15700885267948"
[1] "Newton iter: 1, lambda:3.13553021088631, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.13599063131585, diff to last: 0"
[1] "Newton iter: 3, lambda:3.13599084616273, diff to last: 0"
[1] "Newton iter: 4, lambda:3.13599084616278, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.13599084616273"
[1] "Starting iterative with newton 3.13599084616273"
[1] "Starting newton at: 3.22313942114699"
[1] "Newton iter: 1, lambda:3.2587397133315, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.26008270130391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.26008456131896, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26008456132253, diff to last: 0"
[1] "Final threshold is: 0.163155168247888"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.55179470783101"
[1] "Newton iter: 1, lambda:1.50257983580731, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.50156937352913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50156887336686, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50156887336674, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50156887336674"
[1] "Starting iterative with newton 1.50156887336674"
[1] "Starting newton at: 2.17355435666341"
[1] "Newton iter: 1, lambda:2.2569196459683, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.26028481684331, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.26029110373089, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26029110375293, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26029110373089"
[1] "Starting iterative with newton 2.26029110373089"
[1] "Starting newton at: 2.7476780746676"
[1] "Newton iter: 1, lambda:2.71601529135969, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.71684165673707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71684222045211, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71684222045238, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71684222045238"
[1] "Starting iterative with newton 2.71684222045238"
[1] "Starting newton at: 2.95855209052011"
[1] "Newton iter: 1, lambda:2.96942697871782, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.96953514447172, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96953515513073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96953515513073, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96953515513073"
[1] "Starting iterative with newton 2.96953515513073"
[1] "Starting newton at: 3.04536643949197"
[1] "Newton iter: 1, lambda:3.09934322346016, diff to last: 0.054"
[1] "Newton iter: 2, lambda:3.10217007117806, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10217763292173, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10217763297575, diff to last: 0"
[1] "Final threshold is: 0.155252510823728"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90719021626916"
[1] "Newton iter: 1, lambda:2.25129775980527, diff to last: 0.344"
[1] "Newton iter: 2, lambda:2.3256634506826, diff to last: 0.074"
[1] "Newton iter: 3, lambda:2.33199660442147, diff to last: 0.006"
[1] "Newton iter: 4, lambda:2.33204372437363, diff to last: 0"
[1] "Newton iter: 5, lambda:2.33204372698245, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.33204372698245"
[1] "Starting iterative with newton 2.33204372698245"
[1] "Starting newton at: 3.0381544346089"
[1] "Newton iter: 1, lambda:3.17371979875782, diff to last: 0.136"
[1] "Newton iter: 2, lambda:3.20436637559027, diff to last: 0.031"
[1] "Newton iter: 3, lambda:3.20586766339337, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.20587117027162, diff to last: 0"
[1] "Newton iter: 5, lambda:3.20587117029072, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.20587117027162"
[1] "Starting iterative with newton 3.20587117027162"
[1] "Starting newton at: 4.01289646487644"
[1] "Newton iter: 1, lambda:3.9244591346212, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.93700748953027, diff to last: 0.013"
[1] "Newton iter: 3, lambda:3.93731292102403, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93731309825926, diff to last: 0"
[1] "Newton iter: 5, lambda:3.93731309825932, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93731309825926"
[1] "Starting iterative with newton 3.93731309825926"
[1] "Starting newton at: 4.04958768581957"
[1] "Newton iter: 1, lambda:4.23879934520351, diff to last: 0.189"
[1] "Newton iter: 2, lambda:4.33811811255808, diff to last: 0.099"
[1] "Newton iter: 3, lambda:4.36341297022727, diff to last: 0.025"
[1] "Newton iter: 4, lambda:4.36485976965432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.36486427857642, diff to last: 0"
[1] "Newton iter: 6, lambda:4.36486427862008, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.36486427862008"
[1] "Starting iterative with newton 4.36486427862008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07098882016256944}, {'ad': 0.10517218684109811, 'da': 0.10256557786307999, 'dd': 0.1430046583356172}, {'ad': 0.16315516824788814, 'da': 0.15525251082372787, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36158798554941. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.050046299468287585
0.050046299468287585
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189022609220501"
[1] "Newton iter: 1, lambda:0.220974127001818, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.221101919709028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.221101921746307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.221101919709028"
[1] "Starting iterative with newton 0.221101919709028"
[1] "Starting newton at: 0.141269281901783"
[1] "Newton iter: 1, lambda:0.0967064368425966, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0968603442711111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0968603461083733, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968603461083733"
[1] "Starting iterative with newton 0.0968603461083733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897731728233712, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0903777728225852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0903778002272245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0903778002272246, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0903778002272245"
[1] "Starting iterative with newton 0.0903778002272245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894316865004767, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900306497450591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900306765943389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090030676594339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0900306765943389"
[1] "Starting iterative with newton 0.0900306765943389"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894133786048439, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900120407499798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900120675697753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0900120675697753, diff to last: 0"
[1] "Final threshold is: 0.00450477088935671"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.312173157731294"
[1] "Newton iter: 1, lambda:0.262172145711826, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.262556528491952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26255655136258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26255655136258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26255655136258"
[1] "Starting iterative with newton 0.26255655136258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.094567669488335, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954389974469894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954390713998211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954390713998216, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0954390713998211"
[1] "Starting iterative with newton 0.0954390713998211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0816565599138373, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822626130604356, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0822626464485994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822626464485995, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0822626464485994"
[1] "Starting iterative with newton 0.0822626464485994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806541557441367, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0812419619674891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0812419931923613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0812419931923614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0812419931923613"
[1] "Starting iterative with newton 0.0812419931923613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0805766285665812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811630372511434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0811630683135652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811630683135653, diff to last: 0"
[1] "Final threshold is: 0.00406191122258577"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.208509600619092, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.21471480426883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.214720281416011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214720281420277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.214720281420277"
[1] "Starting iterative with newton 0.214720281420277"
[1] "Starting newton at: 0.155195854175195"
[1] "Newton iter: 1, lambda:0.11334233613319, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.113497177331795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.113497179455475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113497177331795"
[1] "Starting iterative with newton 0.113497177331795"
[1] "Starting newton at: 0.17455937047771"
[1] "Newton iter: 1, lambda:0.106338685844649, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.10674453083355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106744545244948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106744545244948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106744545244948"
[1] "Starting iterative with newton 0.106744545244948"
[1] "Starting newton at: 0.181312002564556"
[1] "Newton iter: 1, lambda:0.105783005202033, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106279830506205, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106279852084796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106279852084796, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106279852084796"
[1] "Starting iterative with newton 0.106279852084796"
[1] "Starting newton at: 0.181776695724709"
[1] "Newton iter: 1, lambda:0.105744362102628, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.106247786983833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106247809138207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106247809138207, diff to last: 0"
[1] "Final threshold is: 0.00531730967398016"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.550942701810145"
[1] "Newton iter: 1, lambda:0.453729550158296, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.456301575754286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.456303422958667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456303422959619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456303422959619"
[1] "Starting iterative with newton 0.456303422959619"
[1] "Starting newton at: 0.222271555946458"
[1] "Newton iter: 1, lambda:0.208226852846777, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.208258575235126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.208258575397094, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.208258575235126"
[1] "Starting iterative with newton 0.208258575235126"
[1] "Starting newton at: 0.200841414433931"
[1] "Newton iter: 1, lambda:0.182408534598216, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.182459985562944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182459985964159, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182459985562944"
[1] "Starting iterative with newton 0.182459985562944"
[1] "Starting newton at: 0.21906512885941"
[1] "Newton iter: 1, lambda:0.179394930466338, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.179631482764076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17963149119166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17963149119166"
[1] "Starting iterative with newton 0.17963149119166"
[1] "Starting newton at: 0.221893623230694"
[1] "Newton iter: 1, lambda:0.179043969288207, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.179319721454194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.1793197328984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1793197328984, diff to last: 0"
[1] "Final threshold is: 0.00897428848046649"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.427376334360282"
[1] "Newton iter: 1, lambda:0.491555301658352, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.492789429489453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.492789879543218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492789879543277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.492789879543277"
[1] "Starting iterative with newton 0.492789879543277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.18487425192625, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.19059218485505, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190597646714555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190597646719538, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190597646719538"
[1] "Starting iterative with newton 0.190597646719538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153342001990211, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156841981559988, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156843804700178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156843804700673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156843804700178"
[1] "Starting iterative with newton 0.156843804700178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149882140054062, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153179122226985, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153180717551325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153180717551698, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153180717551325"
[1] "Starting iterative with newton 0.153180717551325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149507115420547, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152782560967285, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152784133110097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152784133110459, diff to last: 0"
[1] "Final threshold is: 0.00764628047964876"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.45437287739016"
[1] "Starting iterative with newton 2.45437287739016"
[1] "Starting newton at: 0.571999459281971"
[1] "Newton iter: 1, lambda:0.585714338210632, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.585783531814996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585783533569209, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585783533569209"
[1] "Starting iterative with newton 0.585783533569209"
[1] "Starting newton at: 0.399046030495976"
[1] "Newton iter: 1, lambda:0.349979876095538, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.350609637888884, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350609742370573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350609742370576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.350609742370573"
[1] "Starting iterative with newton 0.350609742370573"
[1] "Starting newton at: 0.23588729807262"
[1] "Newton iter: 1, lambda:0.31016727513674, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.311559550865037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.311560036712147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311560036712206, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311560036712147"
[1] "Starting iterative with newton 0.311560036712147"
[1] "Starting newton at: 0.250371096143934"
[1] "Newton iter: 1, lambda:0.304064682527097, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.304784430407568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304784559097687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304784559097691, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.304784559097687"
[1] "Starting iterative with newton 0.304784559097687"
[1] "Starting newton at: 0.253779232902741"
[1] "Newton iter: 1, lambda:0.302997956432835, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.303601552589587, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303601642954077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601642954079, diff to last: 0"
[1] "Final threshold is: 0.0151941387423439"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.72286125317712"
[1] "Starting iterative with newton 1.72286125317712"
[1] "Starting newton at: 0.703189461175985"
[1] "Newton iter: 1, lambda:0.675377714750551, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.675717016640352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.675717067639108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675717067639109, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675717067639109"
[1] "Starting iterative with newton 0.675717067639109"
[1] "Starting newton at: 0.446256574981237"
[1] "Newton iter: 1, lambda:0.47969641367297, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.480105255594947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.480105316322617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.480105316322618, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.480105316322617"
[1] "Starting iterative with newton 0.480105316322617"
[1] "Starting newton at: 0.464402690399446"
[1] "Newton iter: 1, lambda:0.437417009228743, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.437668160457045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437668182317523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437668182317523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437668182317523"
[1] "Starting iterative with newton 0.437668182317523"
[1] "Starting newton at: 0.458543341609895"
[1] "Newton iter: 1, lambda:0.427903690519537, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.428223791159099, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428223826284631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428223826284631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.428223826284631"
[1] "Starting iterative with newton 0.428223826284631"
[1] "Starting newton at: 0.462385923654788"
[1] "Newton iter: 1, lambda:0.425652103503223, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.426110581373944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.426110653256707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426110653256709, diff to last: 0"
[1] "Final threshold is: 0.0213252613595128"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75256166701374"
[1] "Starting iterative with newton 1.75256166701374"
[1] "Starting newton at: 0.687705265485712"
[1] "Newton iter: 1, lambda:0.689150623365307, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.689151569305246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689151569305651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689151569305246"
[1] "Starting iterative with newton 0.689151569305246"
[1] "Starting newton at: 0.430280811914666"
[1] "Newton iter: 1, lambda:0.478821112478433, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.479697650149545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479697933550444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479697933550474, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.479697933550444"
[1] "Starting iterative with newton 0.479697933550444"
[1] "Starting newton at: 0.404837601635309"
[1] "Newton iter: 1, lambda:0.432473307262613, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.432740941912249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.432740966908541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432740966908542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.432740966908541"
[1] "Starting iterative with newton 0.432740966908541"
[1] "Starting newton at: 0.427945456605756"
[1] "Newton iter: 1, lambda:0.421916371906868, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.421928879013321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421928879067195, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421928879013321"
[1] "Starting iterative with newton 0.421928879013321"
[1] "Starting newton at: 0.429856448508626"
[1] "Newton iter: 1, lambda:0.41938778257856, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.419425349612716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.41942535009727, diff to last: 0"
[1] "Final threshold is: 0.0209906866513092"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.1337011326066"
[1] "Starting iterative with newton 1.1337011326066"
[1] "Starting newton at: 0.975841111731448"
[1] "Newton iter: 1, lambda:0.869960093573491, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.876667805749469, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.87669635449089, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876696355006411, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876696355006411"
[1] "Starting iterative with newton 0.876696355006411"
[1] "Starting newton at: 0.782276615286285"
[1] "Newton iter: 1, lambda:0.792297996093616, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.792358211906274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.792358214071565, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.792358211906274"
[1] "Starting iterative with newton 0.792358211906274"
[1] "Starting newton at: 0.752367969852785"
[1] "Newton iter: 1, lambda:0.763524764738777, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.76359787527292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763597878399074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.76359787527292"
[1] "Starting iterative with newton 0.76359787527292"
[1] "Starting newton at: 0.77046587517631"
[1] "Newton iter: 1, lambda:0.753498418899013, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.753664451960415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753664467965633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753664467965633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.753664467965633"
[1] "Starting iterative with newton 0.753664467965633"
[1] "Starting newton at: 0.766847850413185"
[1] "Newton iter: 1, lambda:0.750057620916889, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.750219804927005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.750219820159508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750219820159509, diff to last: 0"
[1] "Final threshold is: 0.0375457257867476"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.961992310869806"
[1] "Starting iterative with newton 0.961992310869806"
[1] "Starting newton at: 1.09978072656211"
[1] "Newton iter: 1, lambda:1.01245238087203, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.01790844617624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01793105132146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01793105170825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01793105132146"
[1] "Starting iterative with newton 1.01793105132146"
[1] "Starting newton at: 1.08910198602264"
[1] "Newton iter: 1, lambda:1.03932469218981, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.04116202084491, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04116460819788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04116460820301, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04116460819788"
[1] "Starting iterative with newton 1.04116460819788"
[1] "Starting newton at: 1.07854128330421"
[1] "Newton iter: 1, lambda:1.05006040593513, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05067306044417, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05067334922602, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05067334922609, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05067334922602"
[1] "Starting iterative with newton 1.05067334922602"
[1] "Starting newton at: 1.0828572225654"
[1] "Newton iter: 1, lambda:1.05390630250932, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.05454026141644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05454057120463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0545405712047, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05454057120463"
[1] "Starting iterative with newton 1.05454057120463"
[1] "Starting newton at: 1.08340560360963"
[1] "Newton iter: 1, lambda:1.05552005558833, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05610904367422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05610931126195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.056109311262, diff to last: 0"
[1] "Final threshold is: 0.0528543628626624"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97502949825843"
[1] "Starting iterative with newton 0.97502949825843"
[1] "Starting newton at: 0.858084552351833"
[1] "Newton iter: 1, lambda:0.969842191361509, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.979353724556718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979419340679017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979419343785347, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.979419343785347"
[1] "Starting iterative with newton 0.979419343785347"
[1] "Starting newton at: 0.856300309253671"
[1] "Newton iter: 1, lambda:0.971009107819209, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981051653102023, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981124887217646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981124891090571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.981124887217646"
[1] "Starting iterative with newton 0.981124887217646"
[1] "Starting newton at: 0.856725628579549"
[1] "Newton iter: 1, lambda:0.971631140966322, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.981712984252394, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.981786819889493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98178682382765, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.981786819889493"
[1] "Starting iterative with newton 0.981786819889493"
[1] "Starting newton at: 0.858183433059186"
[1] "Newton iter: 1, lambda:0.972070841079359, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.981972392889479, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982043613870724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982043617535384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982043613870724"
[1] "Starting iterative with newton 0.982043613870724"
[1] "Starting newton at: 0.857926639077955"
[1] "Newton iter: 1, lambda:0.972115405239354, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.982071210262481, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.982143219775737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982143223522189, diff to last: 0"
[1] "Final threshold is: 0.0491526336976447"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.778927391826032"
[1] "Starting iterative with newton 0.778927391826032"
[1] "Starting newton at: 1.15746735311314"
[1] "Newton iter: 1, lambda:1.2794181844666, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.2972678084593, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.29762588895309, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29762603101441, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29762603101443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29762603101443"
[1] "Starting iterative with newton 1.29762603101443"
[1] "Starting newton at: 1.40034163368579"
[1] "Newton iter: 1, lambda:1.62178539921739, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.69828426610655, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.70671551666014, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.70681099918009, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70681101130848, diff to last: 0"
[1] "Newton iter: 6, lambda:1.70681101130848, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70681101130848"
[1] "Starting iterative with newton 1.70681101130848"
[1] "Starting newton at: 1.40469404180448"
[1] "Newton iter: 1, lambda:1.73577583764524, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.92507944898322, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.98740168464933, diff to last: 0.062"
[1] "Newton iter: 4, lambda:1.99346197224846, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.99351535259107, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99351535669889, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99351535669889"
[1] "Starting iterative with newton 1.99351535669889"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.204122238191663"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728906401154908"
[1] "Starting iterative with newton 0.728906401154908"
[1] "Starting newton at: 1.42295538374843"
[1] "Newton iter: 1, lambda:1.40265663008317, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.40313843745971, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40313871443967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313871443976, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313871443976"
[1] "Starting iterative with newton 1.40313871443976"
[1] "Starting newton at: 1.2695488949396"
[1] "Newton iter: 1, lambda:1.63287369588998, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.85189307348155, diff to last: 0.219"
[1] "Newton iter: 3, lambda:1.93496891715808, diff to last: 0.083"
[1] "Newton iter: 4, lambda:1.94583956941178, diff to last: 0.011"
[1] "Newton iter: 5, lambda:1.94601028521106, diff to last: 0"
[1] "Newton iter: 6, lambda:1.946010326717, diff to last: 0"
[1] "Newton iter: 7, lambda:1.946010326717, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.946010326717"
[1] "Starting iterative with newton 1.946010326717"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743418520039784"
[1] "Starting iterative with newton 0.743418520039784"
[1] "Starting newton at: 1.48155754376809"
[1] "Newton iter: 1, lambda:1.35425640050461, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.37089761259059, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.37122769157316, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37122781957618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3712278195762, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37122781957618"
[1] "Starting iterative with newton 1.37122781957618"
[1] "Starting newton at: 1.34865798742371"
[1] "Newton iter: 1, lambda:1.66797415595463, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.84268684092931, diff to last: 0.175"
[1] "Newton iter: 3, lambda:1.89602313916875, diff to last: 0.053"
[1] "Newton iter: 4, lambda:1.90054450153847, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90057513240215, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90057513379976, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90057513379976"
[1] "Starting iterative with newton 1.90057513379976"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0500462994682876"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.23270046607308"
[1] "Newton iter: 1, lambda:1.48101496829789, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.58313948254705, diff to last: 0.102"
[1] "Newton iter: 3, lambda:1.60007762252332, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60051011046164, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60051038722152, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60051038722164, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60051038722164"
[1] "Starting iterative with newton 1.60051038722164"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220477216083135"
threshold is:
[{'ad': 0.00450477088935671, 'da': 0.00406191122258577, 'dd': 0.005317309673980162}, {'ad': 0.008974288480466488, 'da': 0.00764628047964876, 'dd': 0.015194138742343885}, {'ad': 0.02132526135951282, 'da': 0.020990686651309192, 'dd': 0.03754572578674762}, {'ad': 0.052854362862662416, 'da': 0.049152633697644714, 'dd': 0.20412223819166264}, {'ad': 0.22047721608313525, 'da': 0.22047721608313525, 'dd': 0.22047721608313525}]
Number of points in noise estimation: 128
Estimated noise: 0.05004629946828758
0.05004629946828758
threshold is:
[{'ad': 0.003207257516422146, 'da': 0.010277735348028942, 'dd': 0.007975597115390087}, {'ad': 0.008685207519483984, 'da': 0.011736907461319236, 'dd': 0.013092227206921768}, {'ad': 0.02080624207851589, 'da': 0.021437845234123513, 'dd': 0.030850364062205867}, {'ad': 0.04453089218427819, 'da': 0.04246753746063936, 'dd': 0.2041222381916626}, {'ad': 0.22047721608313522, 'da': 0.22047721608313522, 'dd': 0.22047721608313522}]
['stjerten256', 0.05, 0, 0.0024202192532763967, 0.0008839436974013463, 0.0007245011831489225, 0.0023786312991681217, 0.0008932341109479671, 0.0009215600249515873, 0.0008932341107922444, 0.0009215600249515873, 26.16145288492781, 30.535753963971363, 31.399609009662658, 26.23672870760641, 30.490347003860812, 30.35476372158137, 30.490347004617945, 30.35476372158137]
stjerten256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.211089002286549, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.217240323359114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217245490655313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217245490658957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217245490655313"
[1] "Starting iterative with newton 0.217245490655313"
[1] "Starting newton at: 0.215347173130974"
[1] "Newton iter: 1, lambda:0.109083763020939, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.110208848284249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110208975299673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110208975299674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110208975299673"
[1] "Starting iterative with newton 0.110208975299673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100394368035712, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101387203105247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101387299992065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101387299992066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.101387299992065"
[1] "Starting iterative with newton 0.101387299992065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996845419007273, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100661365439057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100661459038322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100661459038323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100661459038322"
[1] "Starting iterative with newton 0.100661459038322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099626157647608, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100601669290557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100601762622992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100601762622993, diff to last: 0"
[1] "Final threshold is: 0.00513144428673765"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.272303667857171"
[1] "Newton iter: 1, lambda:0.250930709775396, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.251003983520803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2510039843841, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251003983520803"
[1] "Starting iterative with newton 0.251003983520803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658951261575339, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662142100289692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662142175130526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0662142175130526"
[1] "Starting iterative with newton 0.0662142175130526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557289280955484, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559350785556358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055935081377667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.055935081377667"
[1] "Starting iterative with newton 0.055935081377667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551944292727376, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553954178291018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553954204953176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553954204953176"
[1] "Starting iterative with newton 0.0553954204953176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551664640238555, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553671845814069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055367187239665, diff to last: 0"
[1] "Final threshold is: 0.00282414160135278"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.115923167201655"
[1] "Newton iter: 1, lambda:0.226586204130107, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.228457525241551, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228458057710232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228458057710275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228458057710232"
[1] "Starting iterative with newton 0.228458057710232"
[1] "Starting newton at: 0.0953374584108891"
[1] "Newton iter: 1, lambda:0.0957104255017362, diff to last: 0"
[1] "Newton iter: 2, lambda:0.0957104356040909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.095710435604091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0957104255017362"
[1] "Starting iterative with newton 0.0957104255017362"
[1] "Starting newton at: 0.168920929114622"
[1] "Newton iter: 1, lambda:0.0893087064606015, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0897533618565029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0897533757526631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897533757526631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0897533757526631"
[1] "Starting iterative with newton 0.0897533757526631"
[1] "Starting newton at: 0.174877978863695"
[1] "Newton iter: 1, lambda:0.0889516210538393, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894688074386757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894688262124993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894688262124993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0894688262124993"
[1] "Starting iterative with newton 0.0894688262124993"
[1] "Starting newton at: 0.175162528403859"
[1] "Newton iter: 1, lambda:0.0889343934010113, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894551805877472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894551996226692, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894551996226692, diff to last: 0"
[1] "Final threshold is: 0.00456288598782276"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561116404888292"
[1] "Newton iter: 1, lambda:0.47633482866792, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.478325008790426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.478326130827505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478326130827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478326130827505"
[1] "Starting iterative with newton 0.478326130827505"
[1] "Starting newton at: 0.330155877772463"
[1] "Newton iter: 1, lambda:0.2146164046565, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.217027861706863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.217028921278533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217028921278738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.217028921278533"
[1] "Starting iterative with newton 0.217028921278533"
[1] "Starting newton at: 0.268349207188388"
[1] "Newton iter: 1, lambda:0.184742566860312, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.185907472414425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.18590769936689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185907699366899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18590769936689"
[1] "Starting iterative with newton 0.18590769936689"
[1] "Starting newton at: 0.246785590952976"
[1] "Newton iter: 1, lambda:0.181513792282281, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.182216679361695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.182216761070197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182216761070198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182216761070197"
[1] "Starting iterative with newton 0.182216761070197"
[1] "Starting newton at: 0.250476529249669"
[1] "Newton iter: 1, lambda:0.180983422614425, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.181778969931474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1817790744633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181779074463302, diff to last: 0"
[1] "Final threshold is: 0.00927209592339665"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.584007142577357"
[1] "Newton iter: 1, lambda:0.470645519018077, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.474284349371705, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.474288210539815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474288210544159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.474288210539815"
[1] "Starting iterative with newton 0.474288210539815"
[1] "Starting newton at: 0.277059730873634"
[1] "Newton iter: 1, lambda:0.194762035073475, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.195884038491588, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.195884247974331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195884247974338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195884247974331"
[1] "Starting iterative with newton 0.195884247974331"
[1] "Starting newton at: 0.27629422446594"
[1] "Newton iter: 1, lambda:0.16188835326933, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.163870347110694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163870944436036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163870944436091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163870944436036"
[1] "Starting iterative with newton 0.163870944436036"
[1] "Starting newton at: 0.300455593106669"
[1] "Newton iter: 1, lambda:0.157080032372214, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.160154970979776, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160156392737434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160156392737737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160156392737737"
[1] "Starting iterative with newton 0.160156392737737"
[1] "Starting newton at: 0.304170144804968"
[1] "Newton iter: 1, lambda:0.156464875222193, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.159723511908356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1597251065259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159725106526282, diff to last: 0"
[1] "Final threshold is: 0.00814717818021144"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0.506155475648074"
[1] "Newton iter: 1, lambda:0.602342579063553, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.606008307484009, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.60601349542213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60601349543251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.60601349542213"
[1] "Starting iterative with newton 0.60601349542213"
[1] "Starting newton at: 0.440066079627694"
[1] "Newton iter: 1, lambda:0.370393755099457, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.371744608147438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371745121658212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371745121658286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371745121658212"
[1] "Starting iterative with newton 0.371745121658212"
[1] "Starting newton at: 0.33454882789647"
[1] "Newton iter: 1, lambda:0.330657682370702, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.330661722042608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330661722046964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330661722042608"
[1] "Starting iterative with newton 0.330661722042608"
[1] "Starting newton at: 0.20865924245278"
[1] "Newton iter: 1, lambda:0.31998429049769, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.323290597542651, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.323293487262527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323293487264734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323293487264734"
[1] "Starting iterative with newton 0.323293487264734"
[1] "Starting newton at: 0.212996690195398"
[1] "Newton iter: 1, lambda:0.31897442080223, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.321964010616861, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.321966368801441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321966368802908, diff to last: 0"
[1] "Final threshold is: 0.0164226991717761"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 0.679399667092092"
[1] "Newton iter: 1, lambda:0.685536491845391, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.685553609238868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685553609371767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685553609238868"
[1] "Starting iterative with newton 0.685553609238868"
[1] "Starting newton at: 0.402307931077039"
[1] "Newton iter: 1, lambda:0.492711081366491, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.495798336783611, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.495801881790316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495801881794987, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495801881790316"
[1] "Starting iterative with newton 0.495801881790316"
[1] "Starting newton at: 0.450111537305271"
[1] "Newton iter: 1, lambda:0.454243006206133, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.454249073884811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454249073897889, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454249073884811"
[1] "Starting iterative with newton 0.454249073884811"
[1] "Starting newton at: 0.448853678688795"
[1] "Newton iter: 1, lambda:0.444842332986497, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.444847985675963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444847985687196, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444847985687196"
[1] "Starting iterative with newton 0.444847985687196"
[1] "Starting newton at: 0.448249902785991"
[1] "Newton iter: 1, lambda:0.442696319610786, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.442707125835549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442707125876503, diff to last: 0"
[1] "Final threshold is: 0.0225813831918655"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 0.825788008963513"
[1] "Newton iter: 1, lambda:0.713796431199016, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.719404803957209, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719419590937583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719419591040152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719419591040152"
[1] "Starting iterative with newton 0.719419591040152"
[1] "Starting newton at: 0.412704614879136"
[1] "Newton iter: 1, lambda:0.491749297435552, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.494211155114823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494213511270336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494213511272493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494213511270336"
[1] "Starting iterative with newton 0.494213511270336"
[1] "Starting newton at: 0.432266240602183"
[1] "Newton iter: 1, lambda:0.439366619976848, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.43938501806959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439385018192977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43938501806959"
[1] "Starting iterative with newton 0.43938501806959"
[1] "Starting newton at: 0.467237125553048"
[1] "Newton iter: 1, lambda:0.425209797267371, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.425838507794173, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425838649473225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425838649473233, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425838649473225"
[1] "Starting iterative with newton 0.425838649473225"
[1] "Starting newton at: 0.467275686006794"
[1] "Newton iter: 1, lambda:0.421748138022695, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422482421139675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422482613573836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422482613573849, diff to last: 0"
[1] "Final threshold is: 0.0215497814068516"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 0.770463793516726"
[1] "Newton iter: 1, lambda:0.850088751362342, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.854115939743673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.854125932343238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85412593240465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.854125932343238"
[1] "Starting iterative with newton 0.854125932343238"
[1] "Starting newton at: 0.766122347603773"
[1] "Newton iter: 1, lambda:0.785808590141261, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.786036564928123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786036595270189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786036595270189, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786036595270189"
[1] "Starting iterative with newton 0.786036595270189"
[1] "Starting newton at: 0.784079647659889"
[1] "Newton iter: 1, lambda:0.7643368967587, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.764558866712814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.764558894992686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764558894992686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764558894992686"
[1] "Starting iterative with newton 0.764558894992686"
[1] "Starting newton at: 0.797867540083267"
[1] "Newton iter: 1, lambda:0.756778665447305, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.757726686580664, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.757727199762836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757727199762987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.757727199762987"
[1] "Starting iterative with newton 0.757727199762987"
[1] "Starting newton at: 0.798785060234906"
[1] "Newton iter: 1, lambda:0.754447330416329, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.755547848461327, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.755548538851984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755548538852255, diff to last: 0"
[1] "Final threshold is: 0.0385386411923454"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.11765935924847"
[1] "Newton iter: 1, lambda:1.00133991652554, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01090489477955, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01097506767859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01097507143492, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01097506767859"
[1] "Starting iterative with newton 1.01097506767859"
[1] "Starting newton at: 1.12134696494872"
[1] "Newton iter: 1, lambda:1.0415919001065, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04628222516543, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04629937422691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04629937445551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04629937422691"
[1] "Starting iterative with newton 1.04629937422691"
[1] "Starting newton at: 1.12125782072295"
[1] "Newton iter: 1, lambda:1.05799828942653, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.06100369998008, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06101078749427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06101078753361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06101078749427"
[1] "Starting iterative with newton 1.06101078749427"
[1] "Starting newton at: 1.11554839244101"
[1] "Newton iter: 1, lambda:1.06515893907519, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.0670884073665, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06709133562626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06709133563299, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06709133563299"
[1] "Starting iterative with newton 1.06709133563299"
[1] "Starting newton at: 1.1153299274423"
[1] "Newton iter: 1, lambda:1.06787755340941, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.06959411253625, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06959643281996, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06959643282419, diff to last: 0"
[1] "Final threshold is: 0.0545574387687348"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.09099455694759"
[1] "Newton iter: 1, lambda:0.972094341925269, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.981467435267321, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.981530514948066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981530517790229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.981530514948066"
[1] "Starting iterative with newton 0.981530514948066"
[1] "Starting newton at: 1.09294758131627"
[1] "Newton iter: 1, lambda:0.96872031241337, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.978904101693504, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.978978501133395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.978978505082088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.978978505082088"
[1] "Starting iterative with newton 0.978978505082088"
[1] "Starting newton at: 1.09468808818924"
[1] "Newton iter: 1, lambda:0.967233544941669, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.977925360896831, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.978007350477207, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97800735527035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.97800735527035"
[1] "Starting iterative with newton 0.97800735527035"
[1] "Starting newton at: 1.09463922875408"
[1] "Newton iter: 1, lambda:0.966803168654111, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977554626130304, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977637519961311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97763752485985, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.97763752485985"
[1] "Starting iterative with newton 0.97763752485985"
[1] "Starting newton at: 1.09500905916458"
[1] "Newton iter: 1, lambda:0.966563121658548, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977412238510747, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977496643499685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977496648578095, diff to last: 0"
[1] "Final threshold is: 0.0498596591338937"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.12364285731161"
[1] "Newton iter: 1, lambda:1.28333357479871, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.31423388763853, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31530857345096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31530984200781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31530984200958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31530984200958"
[1] "Starting iterative with newton 1.31530984200958"
[1] "Starting newton at: 1.43219348439426"
[1] "Newton iter: 1, lambda:1.63565604266007, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.69748605760646, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.70267677998725, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.70271125023937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70271125175061, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70271125175061"
[1] "Starting iterative with newton 1.70271125175061"
[1] "Starting newton at: 1.44449448229184"
[1] "Newton iter: 1, lambda:1.7451950717021, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.89556448612233, diff to last: 0.15"
[1] "Newton iter: 3, lambda:1.93175184828642, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.93362837908974, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.93363321611155, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93363321614361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.93363321614361"
[1] "Starting iterative with newton 1.93363321614361"
[1] "Starting newton at: 1.55980441473696"
[1] "Newton iter: 1, lambda:1.8558186767489, diff to last: 0.296"
[1] "Newton iter: 2, lambda:2.00988054196047, diff to last: 0.154"
[1] "Newton iter: 3, lambda:2.05009613884809, diff to last: 0.04"
[1] "Newton iter: 4, lambda:2.05253986302813, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.05254845465829, diff to last: 0"
[1] "Newton iter: 6, lambda:2.05254845476414, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05254845476414"
[1] "Starting iterative with newton 2.05254845476414"
[1] "Starting newton at: 1.57722787668151"
[1] "Newton iter: 1, lambda:1.88475076502038, diff to last: 0.308"
[1] "Newton iter: 2, lambda:2.05497527918785, diff to last: 0.17"
[1] "Newton iter: 3, lambda:2.10607212356899, diff to last: 0.051"
[1] "Newton iter: 4, lambda:2.11017594821448, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.11020083398501, diff to last: 0"
[1] "Newton iter: 6, lambda:2.11020083489494, diff to last: 0"
[1] "Final threshold is: 0.107636066517056"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.72454011332658"
[1] "Starting iterative with newton 0.72454011332658"
[1] "Starting newton at: 1.39798135300674"
[1] "Newton iter: 1, lambda:1.40528449533142, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.40534819859328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40534820340741, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40534819859328"
[1] "Starting iterative with newton 1.40534819859328"
[1] "Starting newton at: 1.27902491294645"
[1] "Newton iter: 1, lambda:1.63790691883872, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.85012125975355, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92677967860867, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.9358379346856, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.9359546176775, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93595463681268, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93595463681269, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93595463681269"
[1] "Starting iterative with newton 1.93595463681269"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.43608317614067"
[1] "Newton iter: 1, lambda:1.39914594698691, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.40073528092081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40073833764552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40073833765681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40073833764552"
[1] "Starting iterative with newton 1.40073833764552"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22219066367573"
[1] "Newton iter: 1, lambda:1.48066743119905, diff to last: 0.258"
[1] "Newton iter: 2, lambda:1.59176495575484, diff to last: 0.111"
[1] "Newton iter: 3, lambda:1.61210179746252, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61273286240014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61273345666395, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61273345666448, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61273345666448"
[1] "Starting iterative with newton 1.61273345666448"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
threshold is:
[{'ad': 0.0051314442867376525, 'da': 0.002824141601352783, 'dd': 0.004562885987822763}, {'ad': 0.009272095923396647, 'da': 0.008147178180211443, 'dd': 0.016422699171776054}, {'ad': 0.022581383191865506, 'da': 0.02154978140685161, 'dd': 0.03853864119234538}, {'ad': 0.05455743876873482, 'da': 0.04985965913389371, 'dd': 0.10763606651705582}, {'ad': 0.22471174602906624, 'da': 0.22471174602906624, 'dd': 0.22471174602906624}]
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.2462847506924"
[1] "Starting iterative with newton 10.2462847506924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.6770129899211"
[1] "Starting iterative with newton 9.6770129899211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.42671647627565"
[1] "Starting iterative with newton 7.42671647627565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02355891438223"
[1] "Starting iterative with newton 4.02355891438223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.09366105237749"
[1] "Starting iterative with newton 4.09366105237749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 1.95674261346358"
[1] "Newton iter: 1, lambda:1.57001114236604, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.52360754463687, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.52203323722621, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52203132340763, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52203132340479, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52203132340479"
[1] "Starting iterative with newton 1.52203132340479"
[1] "Starting newton at: 1.8517367139778"
[1] "Newton iter: 1, lambda:1.47060950924059, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.40820008409756, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.40470571643417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40469409576284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40469409563399, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40469409563399"
[1] "Starting iterative with newton 1.40469409563399"
[1] "Starting newton at: 1.71611613990824"
[1] "Newton iter: 1, lambda:1.37475968376484, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.30302393320856, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29743217638995, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.29739634240802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2973963409326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29739634240802"
[1] "Starting iterative with newton 1.29739634240802"
[1] "Starting newton at: 1.60987288086251"
[1] "Newton iter: 1, lambda:1.28853528423599, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.20681727371173, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.1981958356138, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.19809510277928, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19809508900184, diff to last: 0"
[1] "Newton iter: 6, lambda:1.19809508900184, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19809510277928"
[1] "Starting iterative with newton 1.19809510277928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 2.01810393015456"
[1] "Newton iter: 1, lambda:1.52090784236121, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.47073050890648, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46872709713263, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.46872371614806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46872371613841, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46872371613841"
[1] "Starting iterative with newton 1.46872371613841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 1.26453744401486"
[1] "Newton iter: 1, lambda:1.23219786080877, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.23093632803145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23093437203938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23093437203468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23093437203938"
[1] "Starting iterative with newton 1.23093437203938"
[1] "Starting newton at: 1.40414811876237"
[1] "Newton iter: 1, lambda:1.40020296731117, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.40018920969797, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40018920953, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40018920953"
[1] "Starting iterative with newton 1.40018920953"
[1] "Starting newton at: 1.56795810024441"
[1] "Newton iter: 1, lambda:1.56171997911651, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56169600048495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56169600012696, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56169600012696"
[1] "Starting iterative with newton 1.56169600012696"
[1] "Starting newton at: 1.72450601316241"
[1] "Newton iter: 1, lambda:1.68593030846754, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68531577924674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.68531560781575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68531560781573, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68531560781575"
[1] "Starting iterative with newton 1.68531560781575"
[1] "Starting newton at: 1.87541681823053"
[1] "Newton iter: 1, lambda:1.77432452974522, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.77181424638176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.77181203645898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77181203645726, diff to last: 0"
[1] "Final threshold is: 0.0903757003317409"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.20854979358475"
[1] "Newton iter: 1, lambda:1.16332756634714, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.1606650781015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16065558512148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16065558500067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16065558500067"
[1] "Starting iterative with newton 1.16065558500067"
[1] "Starting newton at: 1.44338422029164"
[1] "Newton iter: 1, lambda:1.50058657332776, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.49831719549433, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.49831394461956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49831394461286, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49831394461286"
[1] "Starting iterative with newton 1.49831394461286"
[1] "Starting newton at: 1.78741693255715"
[1] "Newton iter: 1, lambda:1.79780301848025, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.79778019255191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79778019244805, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79778019244805"
[1] "Starting iterative with newton 1.79778019244805"
[1] "Starting newton at: 1.92375317427214"
[1] "Newton iter: 1, lambda:1.99615626664066, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.99579422135407, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99579422234189, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99579422234189"
[1] "Starting iterative with newton 1.99579422234189"
[1] "Starting newton at: 2.13954495143583"
[1] "Newton iter: 1, lambda:2.12119110002284, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.12123367740017, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12123367759942, diff to last: 0"
[1] "Final threshold is: 0.108198824274529"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.12593234808862"
[1] "Newton iter: 1, lambda:1.15389763096592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.15283499225514, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.15283346735224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1528334673491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1528334673491"
[1] "Starting iterative with newton 1.1528334673491"
[1] "Starting newton at: 1.44005712330158"
[1] "Newton iter: 1, lambda:1.42013954375902, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.41984129292638, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41984122403225, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41984122403224, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41984122403224"
[1] "Starting iterative with newton 1.41984122403224"
[1] "Starting newton at: 1.68896311239833"
[1] "Newton iter: 1, lambda:1.70183172471425, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.70177344561655, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70177344447253, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70177344447253"
[1] "Starting iterative with newton 1.70177344447253"
[1] "Starting newton at: 1.97667032282505"
[1] "Newton iter: 1, lambda:1.93713928669085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.93708661060747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93708661040152, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93708661060747"
[1] "Starting iterative with newton 1.93708661060747"
[1] "Starting newton at: 2.07211759331415"
[1] "Newton iter: 1, lambda:2.09305727500302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.09307265576472, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0930726557775, diff to last: 0"
[1] "Final threshold is: 0.10676240098761"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.26123913845547"
[1] "Newton iter: 1, lambda:1.33131066403667, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.32683847859989, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.32682176043956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32682176020431, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32682176020431"
[1] "Starting iterative with newton 1.32682176020431"
[1] "Starting newton at: 2.07061790543914"
[1] "Newton iter: 1, lambda:2.02692276390466, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.02756118324432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.02756130114043, diff to last: 0"
[1] "Newton iter: 4, lambda:2.02756130114043, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.02756130114043"
[1] "Starting iterative with newton 2.02756130114043"
[1] "Starting newton at: 2.52779198945066"
[1] "Newton iter: 1, lambda:2.49598568745723, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.4966622122775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49666251363984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4966625136399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49666251363984"
[1] "Starting iterative with newton 2.49666251363984"
[1] "Starting newton at: 2.75214021327127"
[1] "Newton iter: 1, lambda:2.7874773258651, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78843758448801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7884382936768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78843829367719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.7884382936768"
[1] "Starting iterative with newton 2.7884382936768"
[1] "Starting newton at: 2.95178759710217"
[1] "Newton iter: 1, lambda:2.94878013741688, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94878734793879, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94878734798028, diff to last: 0"
[1] "Final threshold is: 0.150410267127263"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.72454011332658"
[1] "Starting iterative with newton 0.72454011332658"
[1] "Starting newton at: 1.74660915426509"
[1] "Newton iter: 1, lambda:1.66874700657638, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66836479549955, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66836477020408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66836477020408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66836477020408"
[1] "Starting iterative with newton 1.66836477020408"
[1] "Starting newton at: 2.54968794481706"
[1] "Newton iter: 1, lambda:2.46372518111025, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.46951446191458, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.46954032646539, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46954032698288, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46954032646539"
[1] "Starting iterative with newton 2.46954032646539"
[1] "Starting newton at: 2.9679605581325"
[1] "Newton iter: 1, lambda:2.9183257939387, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.92059988209547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92060477468278, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92060477470541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92060477468278"
[1] "Starting iterative with newton 2.92060477468278"
[1] "Starting newton at: 3.08984195335012"
[1] "Newton iter: 1, lambda:3.14703702211702, diff to last: 0.057"
[1] "Newton iter: 2, lambda:3.15032916033235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.15033971550665, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15033971561491, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15033971561491"
[1] "Starting iterative with newton 3.15033971561491"
[1] "Starting newton at: 3.26192581311832"
[1] "Newton iter: 1, lambda:3.2501676295452, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.25030050867658, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25030052581658, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25030052581658, diff to last: 0"
[1] "Final threshold is: 0.165789700185333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.5219251605621"
[1] "Newton iter: 1, lambda:1.61502899344342, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.61147837486861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.6114748645459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61147486454241, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61147486454241"
[1] "Starting iterative with newton 1.61147486454241"
[1] "Starting newton at: 2.47588870504054"
[1] "Newton iter: 1, lambda:2.38206554013033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.38848426056255, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.38851312627091, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38851312685731, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.38851312685731"
[1] "Starting iterative with newton 2.38851312685731"
[1] "Starting newton at: 2.84755353859128"
[1] "Newton iter: 1, lambda:2.85167892651939, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.85169486444638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85169486468402, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85169486444638"
[1] "Starting iterative with newton 2.85169486444638"
[1] "Starting newton at: 3.09105614965859"
[1] "Newton iter: 1, lambda:3.10400828633304, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.10417894083235, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10417897023728, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10417897023728, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10417897023728"
[1] "Starting iterative with newton 3.10417897023728"
[1] "Starting newton at: 3.23595662160167"
[1] "Newton iter: 1, lambda:3.23220555418843, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.23222012673888, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23222012695947, diff to last: 0"
[1] "Final threshold is: 0.16486746425099"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.89668041387181"
[1] "Newton iter: 1, lambda:2.31582527440326, diff to last: 0.419"
[1] "Newton iter: 2, lambda:2.42706561440917, diff to last: 0.111"
[1] "Newton iter: 3, lambda:2.4435421568344, diff to last: 0.016"
[1] "Newton iter: 4, lambda:2.44391338728484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44391357491279, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44391357491284, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44391357491279"
[1] "Starting iterative with newton 2.44391357491279"
[1] "Starting newton at: 3.11138514927355"
[1] "Newton iter: 1, lambda:3.26665207534552, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.30958331471847, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.31273455374454, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.31275087227487, diff to last: 0"
[1] "Newton iter: 5, lambda:3.31275087271091, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.31275087227487"
[1] "Starting iterative with newton 3.31275087227487"
[1] "Starting newton at: 4.02807517897168"
[1] "Newton iter: 1, lambda:4.1441037287616, diff to last: 0.116"
[1] "Newton iter: 2, lambda:4.17897932400765, diff to last: 0.035"
[1] "Newton iter: 3, lambda:4.18179099704202, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.18180819464925, diff to last: 0"
[1] "Newton iter: 5, lambda:4.18180819528904, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.18180819528904"
[1] "Starting iterative with newton 4.18180819528904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09037570033174087}, {'ad': 0.10819882427452941, 'da': 0.10676240098761028, 'dd': 0.15041026712726252}, {'ad': 0.16578970018533293, 'da': 0.1648674642509897, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361914653443208. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05100749880464707
0.05100749880464707
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.2462847506924"
[1] "Starting iterative with newton 10.2462847506924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.67701298992109"
[1] "Starting iterative with newton 9.67701298992109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.42671647627565"
[1] "Starting iterative with newton 7.42671647627565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02355891438223"
[1] "Starting iterative with newton 4.02355891438223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.09366105237748"
[1] "Starting iterative with newton 4.09366105237748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 1.95674261346358"
[1] "Newton iter: 1, lambda:1.57001114236604, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.52360754463687, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.52203323722621, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52203132340763, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52203132340479, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52203132340479"
[1] "Starting iterative with newton 1.52203132340479"
[1] "Starting newton at: 1.8517367139778"
[1] "Newton iter: 1, lambda:1.47060950924059, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.40820008409756, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.40470571643417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40469409576284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40469409563399, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40469409563399"
[1] "Starting iterative with newton 1.40469409563399"
[1] "Starting newton at: 1.71611613990824"
[1] "Newton iter: 1, lambda:1.37475968376484, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.30302393320856, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29743217638995, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.29739634240802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2973963409326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29739634240802"
[1] "Starting iterative with newton 1.29739634240802"
[1] "Starting newton at: 1.60987288086251"
[1] "Newton iter: 1, lambda:1.28853528423599, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.20681727371173, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.1981958356138, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.19809510277928, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19809508900184, diff to last: 0"
[1] "Newton iter: 6, lambda:1.19809508900184, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19809508900184"
[1] "Starting iterative with newton 1.19809508900184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 2.01810393015456"
[1] "Newton iter: 1, lambda:1.52090784236121, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.47073050890648, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46872709713263, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.46872371614806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46872371613841, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46872371613841"
[1] "Starting iterative with newton 1.46872371613841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 1.26453744401486"
[1] "Newton iter: 1, lambda:1.23219786080877, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.23093632803145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23093437203938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23093437203468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23093437203938"
[1] "Starting iterative with newton 1.23093437203938"
[1] "Starting newton at: 1.40414811876237"
[1] "Newton iter: 1, lambda:1.40020296731117, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.40018920969797, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40018920953, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40018920953"
[1] "Starting iterative with newton 1.40018920953"
[1] "Starting newton at: 1.56795810024441"
[1] "Newton iter: 1, lambda:1.56171997911651, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.56169600048495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56169600012696, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56169600012696"
[1] "Starting iterative with newton 1.56169600012696"
[1] "Starting newton at: 1.72450601316241"
[1] "Newton iter: 1, lambda:1.68593030846754, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68531577924674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.68531560781575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68531560781573, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68531560781573"
[1] "Starting iterative with newton 1.68531560781573"
[1] "Starting newton at: 1.87541681823053"
[1] "Newton iter: 1, lambda:1.77432452974522, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.77181424638176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.77181203645898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77181203645726, diff to last: 0"
[1] "Final threshold is: 0.0903757003316529"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.20854979358475"
[1] "Newton iter: 1, lambda:1.16332756634714, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.1606650781015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16065558512148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16065558500067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16065558500067"
[1] "Starting iterative with newton 1.16065558500067"
[1] "Starting newton at: 1.44338422029164"
[1] "Newton iter: 1, lambda:1.50058657332776, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.49831719549433, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.49831394461956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49831394461286, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49831394461286"
[1] "Starting iterative with newton 1.49831394461286"
[1] "Starting newton at: 1.78741693255715"
[1] "Newton iter: 1, lambda:1.79780301848025, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.79778019255191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79778019244805, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79778019255191"
[1] "Starting iterative with newton 1.79778019255191"
[1] "Starting newton at: 1.92375317427214"
[1] "Newton iter: 1, lambda:1.99615626664066, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.99579422135407, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99579422234189, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99579422234189"
[1] "Starting iterative with newton 1.99579422234189"
[1] "Starting newton at: 2.13954495143583"
[1] "Newton iter: 1, lambda:2.12119110002284, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.12123367740017, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12123367759942, diff to last: 0"
[1] "Final threshold is: 0.108198824274529"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.12593234808862"
[1] "Newton iter: 1, lambda:1.15389763096592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.15283499225515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.15283346735224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1528334673491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1528334673491"
[1] "Starting iterative with newton 1.1528334673491"
[1] "Starting newton at: 1.44005712330158"
[1] "Newton iter: 1, lambda:1.42013954375902, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.41984129292638, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41984122403225, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41984122403224, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41984122403225"
[1] "Starting iterative with newton 1.41984122403225"
[1] "Starting newton at: 1.68896311239833"
[1] "Newton iter: 1, lambda:1.70183172471425, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.70177344561655, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70177344447253, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70177344447253"
[1] "Starting iterative with newton 1.70177344447253"
[1] "Starting newton at: 1.97667032282505"
[1] "Newton iter: 1, lambda:1.93713928669085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.93708661060747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93708661040152, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93708661060747"
[1] "Starting iterative with newton 1.93708661060747"
[1] "Starting newton at: 2.07211759331415"
[1] "Newton iter: 1, lambda:2.09305727500302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.09307265576472, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0930726557775, diff to last: 0"
[1] "Final threshold is: 0.106762400986958"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.26123913845547"
[1] "Newton iter: 1, lambda:1.33131066403667, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.32683847859989, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.32682176043956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32682176020431, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32682176020431"
[1] "Starting iterative with newton 1.32682176020431"
[1] "Starting newton at: 2.07061790543914"
[1] "Newton iter: 1, lambda:2.02692276390466, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.02756118324432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.02756130114043, diff to last: 0"
[1] "Newton iter: 4, lambda:2.02756130114043, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.02756130114043"
[1] "Starting iterative with newton 2.02756130114043"
[1] "Starting newton at: 2.52779198945065"
[1] "Newton iter: 1, lambda:2.49598568745723, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.4966622122775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49666251363984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4966625136399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49666251363984"
[1] "Starting iterative with newton 2.49666251363984"
[1] "Starting newton at: 2.75214021327127"
[1] "Newton iter: 1, lambda:2.7874773258651, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78843758448801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7884382936768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78843829367719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.7884382936768"
[1] "Starting iterative with newton 2.7884382936768"
[1] "Starting newton at: 2.95178759710217"
[1] "Newton iter: 1, lambda:2.94878013741688, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94878734793879, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94878734798028, diff to last: 0"
[1] "Final threshold is: 0.150410267127263"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724540113326579"
[1] "Starting iterative with newton 0.724540113326579"
[1] "Starting newton at: 1.74660915426509"
[1] "Newton iter: 1, lambda:1.66874700657639, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66836479549955, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66836477020408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66836477020408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66836477020408"
[1] "Starting iterative with newton 1.66836477020408"
[1] "Starting newton at: 2.54968794481706"
[1] "Newton iter: 1, lambda:2.46372518111025, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.46951446191458, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.46954032646539, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46954032698288, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46954032646539"
[1] "Starting iterative with newton 2.46954032646539"
[1] "Starting newton at: 2.9679605581325"
[1] "Newton iter: 1, lambda:2.9183257939387, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.92059988209547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92060477468278, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92060477470541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92060477468278"
[1] "Starting iterative with newton 2.92060477468278"
[1] "Starting newton at: 3.08984195335012"
[1] "Newton iter: 1, lambda:3.14703702211702, diff to last: 0.057"
[1] "Newton iter: 2, lambda:3.15032916033235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.15033971550665, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15033971561491, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15033971561491"
[1] "Starting iterative with newton 3.15033971561491"
[1] "Starting newton at: 3.26192581311832"
[1] "Newton iter: 1, lambda:3.2501676295452, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.25030050867658, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25030052581658, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25030052581658, diff to last: 0"
[1] "Final threshold is: 0.165789700185333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.5219251605621"
[1] "Newton iter: 1, lambda:1.61502899344342, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.61147837486861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.6114748645459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61147486454241, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6114748645459"
[1] "Starting iterative with newton 1.6114748645459"
[1] "Starting newton at: 2.47588870504053"
[1] "Newton iter: 1, lambda:2.38206554013033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.38848426056255, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.38851312627091, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38851312685731, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.38851312627091"
[1] "Starting iterative with newton 2.38851312627091"
[1] "Starting newton at: 2.84755353859128"
[1] "Newton iter: 1, lambda:2.85167892651939, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.85169486444638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85169486468402, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85169486444638"
[1] "Starting iterative with newton 2.85169486444638"
[1] "Starting newton at: 3.09105614965858"
[1] "Newton iter: 1, lambda:3.10400828633304, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.10417894083235, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10417897023728, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10417897023728, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10417897023728"
[1] "Starting iterative with newton 3.10417897023728"
[1] "Starting newton at: 3.23595662160167"
[1] "Newton iter: 1, lambda:3.23220555418843, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.23222012673888, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23222012695947, diff to last: 0"
[1] "Final threshold is: 0.16486746425099"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.89668041387181"
[1] "Newton iter: 1, lambda:2.31582527440327, diff to last: 0.419"
[1] "Newton iter: 2, lambda:2.42706561440918, diff to last: 0.111"
[1] "Newton iter: 3, lambda:2.4435421568344, diff to last: 0.016"
[1] "Newton iter: 4, lambda:2.44391338728484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.4439135749128, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44391357491284, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.4439135749128"
[1] "Starting iterative with newton 2.4439135749128"
[1] "Starting newton at: 3.11138514927355"
[1] "Newton iter: 1, lambda:3.26665207534552, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.30958331471848, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.31273455374454, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.31275087227487, diff to last: 0"
[1] "Newton iter: 5, lambda:3.31275087271091, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.31275087227487"
[1] "Starting iterative with newton 3.31275087227487"
[1] "Starting newton at: 4.02807517897168"
[1] "Newton iter: 1, lambda:4.1441037287616, diff to last: 0.116"
[1] "Newton iter: 2, lambda:4.17897932400765, diff to last: 0.035"
[1] "Newton iter: 3, lambda:4.18179099704202, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.18180819464925, diff to last: 0"
[1] "Newton iter: 5, lambda:4.18180819528904, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.18180819528904"
[1] "Starting iterative with newton 4.18180819528904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09037570033165288}, {'ad': 0.10819882427452944, 'da': 0.10676240098695843, 'dd': 0.15041026712726255}, {'ad': 0.16578970018533298, 'da': 0.16486746425098975, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361914653443208. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05100749880464707
0.05100749880464707
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.211089002286549, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.217240323359114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217245490655313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217245490658957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217245490655313"
[1] "Starting iterative with newton 0.217245490655313"
[1] "Starting newton at: 0.215347173130974"
[1] "Newton iter: 1, lambda:0.109083763020939, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.110208848284249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110208975299673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110208975299674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110208975299673"
[1] "Starting iterative with newton 0.110208975299673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100394368035712, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101387203105247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101387299992065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101387299992066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.101387299992065"
[1] "Starting iterative with newton 0.101387299992065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996845419007273, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100661365439057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100661459038322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100661459038323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100661459038322"
[1] "Starting iterative with newton 0.100661459038322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099626157647608, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100601669290557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100601762622992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100601762622993, diff to last: 0"
[1] "Final threshold is: 0.00513144428673766"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.27230366785717"
[1] "Newton iter: 1, lambda:0.250930709775397, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.251003983520804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251003984384101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251003984384101"
[1] "Starting iterative with newton 0.251003984384101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658951262073121, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662142100793709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662142175634544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0662142100793709"
[1] "Starting iterative with newton 0.0662142100793709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557289277077527, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559350781640676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559350809860986, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0559350781640676"
[1] "Starting iterative with newton 0.0559350781640676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551944291061801, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553954176609475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553954203271633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553954176609475"
[1] "Starting iterative with newton 0.0553954176609475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551664638770036, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553671844331482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553671870914063, diff to last: 0"
[1] "Final threshold is: 0.00282414159379048"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.115923167201654"
[1] "Newton iter: 1, lambda:0.226586204130107, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.228457525241551, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228458057710232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228458057710276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228458057710232"
[1] "Starting iterative with newton 0.228458057710232"
[1] "Starting newton at: 0.095337458410889"
[1] "Newton iter: 1, lambda:0.0957104255017363, diff to last: 0"
[1] "Newton iter: 2, lambda:0.095710435604091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.095710435604091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0957104255017363"
[1] "Starting iterative with newton 0.0957104255017363"
[1] "Starting newton at: 0.168920929114622"
[1] "Newton iter: 1, lambda:0.0893087064606015, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0897533618565029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0897533757526631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897533757526631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0897533757526631"
[1] "Starting iterative with newton 0.0897533757526631"
[1] "Starting newton at: 0.174877978863695"
[1] "Newton iter: 1, lambda:0.0889516210538393, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894688074386757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894688262124993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894688262124993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0894688262124993"
[1] "Starting iterative with newton 0.0894688262124993"
[1] "Starting newton at: 0.175162528403859"
[1] "Newton iter: 1, lambda:0.0889343934010113, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0894551805877472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894551996226692, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894551996226692, diff to last: 0"
[1] "Final threshold is: 0.00456288598782276"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561116404888291"
[1] "Newton iter: 1, lambda:0.47633482866792, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.478325008790426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.478326130827505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478326130827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478326130827505"
[1] "Starting iterative with newton 0.478326130827505"
[1] "Starting newton at: 0.330155877772463"
[1] "Newton iter: 1, lambda:0.2146164046565, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.217027861706863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.217028921278533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217028921278738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.217028921278533"
[1] "Starting iterative with newton 0.217028921278533"
[1] "Starting newton at: 0.268349207188388"
[1] "Newton iter: 1, lambda:0.184742566860312, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.185907472414425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.18590769936689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185907699366899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18590769936689"
[1] "Starting iterative with newton 0.18590769936689"
[1] "Starting newton at: 0.246785590952975"
[1] "Newton iter: 1, lambda:0.181513792282281, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.182216679361695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.182216761070197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182216761070198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182216761070197"
[1] "Starting iterative with newton 0.182216761070197"
[1] "Starting newton at: 0.250476529249669"
[1] "Newton iter: 1, lambda:0.180983422614425, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.181778969931474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.181779074463301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181779074463302, diff to last: 0"
[1] "Final threshold is: 0.00927209592339665"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.584007142577356"
[1] "Newton iter: 1, lambda:0.470645519018077, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.474284349371705, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.474288210539815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474288210544159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.474288210539815"
[1] "Starting iterative with newton 0.474288210539815"
[1] "Starting newton at: 0.277059730873634"
[1] "Newton iter: 1, lambda:0.194762035073475, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.195884038491588, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.195884247974331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195884247974338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195884247974331"
[1] "Starting iterative with newton 0.195884247974331"
[1] "Starting newton at: 0.27629422446594"
[1] "Newton iter: 1, lambda:0.16188835326933, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.163870347110694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163870944436036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163870944436091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163870944436091"
[1] "Starting iterative with newton 0.163870944436091"
[1] "Starting newton at: 0.300455593106615"
[1] "Newton iter: 1, lambda:0.157080032372223, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.160154970979782, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16015639273744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160156392737744, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160156392737744"
[1] "Starting iterative with newton 0.160156392737744"
[1] "Starting newton at: 0.304170144804961"
[1] "Newton iter: 1, lambda:0.156464875222194, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.159723511908357, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159725106525901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159725106526283, diff to last: 0"
[1] "Final threshold is: 0.00814717818019201"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.29110551780104"
[1] "Starting iterative with newton 2.29110551780104"
[1] "Starting newton at: 0.506155475648074"
[1] "Newton iter: 1, lambda:0.602342579063553, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.606008307484009, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.60601349542213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60601349543251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.60601349542213"
[1] "Starting iterative with newton 0.60601349542213"
[1] "Starting newton at: 0.440066079627693"
[1] "Newton iter: 1, lambda:0.370393755099457, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.371744608147438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371745121658212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371745121658286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371745121658212"
[1] "Starting iterative with newton 0.371745121658212"
[1] "Starting newton at: 0.33454882789647"
[1] "Newton iter: 1, lambda:0.330657682370702, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.330661722042608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330661722046964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330661722046964"
[1] "Starting iterative with newton 0.330661722046964"
[1] "Starting newton at: 0.208659242448423"
[1] "Newton iter: 1, lambda:0.319984290498181, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.323290597543434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.323293487263311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323293487265518, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323293487263311"
[1] "Starting iterative with newton 0.323293487263311"
[1] "Starting newton at: 0.21299669019682"
[1] "Newton iter: 1, lambda:0.318974420802065, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.321964010616605, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.321966368801185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321966368802651, diff to last: 0"
[1] "Final threshold is: 0.016422699171763"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68562580473081"
[1] "Starting iterative with newton 1.68562580473081"
[1] "Starting newton at: 0.679399667092092"
[1] "Newton iter: 1, lambda:0.685536491845391, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.685553609238868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685553609371767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685553609371767"
[1] "Starting iterative with newton 0.685553609371767"
[1] "Starting newton at: 0.40230793094414"
[1] "Newton iter: 1, lambda:0.492711081384333, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.495798336811917, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.495801881818646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495801881823318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495801881823318"
[1] "Starting iterative with newton 0.495801881823318"
[1] "Starting newton at: 0.450111537272269"
[1] "Newton iter: 1, lambda:0.45424300621344, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.454249073892238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454249073905316, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454249073905316"
[1] "Starting iterative with newton 0.454249073905316"
[1] "Starting newton at: 0.448853678668291"
[1] "Newton iter: 1, lambda:0.444842332991232, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.444847985680627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44484798569186, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444847985680627"
[1] "Starting iterative with newton 0.444847985680627"
[1] "Starting newton at: 0.448249902792559"
[1] "Newton iter: 1, lambda:0.442696319609257, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.442707125834052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442707125875005, diff to last: 0"
[1] "Final threshold is: 0.0225813831938781"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76303882822404"
[1] "Starting iterative with newton 1.76303882822404"
[1] "Starting newton at: 0.825788008963513"
[1] "Newton iter: 1, lambda:0.713796431199016, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.719404803957209, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719419590937583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719419591040152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719419590937583"
[1] "Starting iterative with newton 0.719419590937583"
[1] "Starting newton at: 0.412704614981705"
[1] "Newton iter: 1, lambda:0.49174929741852, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.494211155090228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494213511245726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494213511247883, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494213511245726"
[1] "Starting iterative with newton 0.494213511245726"
[1] "Starting newton at: 0.432266240626792"
[1] "Newton iter: 1, lambda:0.439366619970942, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.439385018063526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439385018186912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439385018063526"
[1] "Starting iterative with newton 0.439385018063526"
[1] "Starting newton at: 0.467237125559112"
[1] "Newton iter: 1, lambda:0.425209797265638, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.425838507792672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425838649471724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425838649471731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425838649471724"
[1] "Starting iterative with newton 0.425838649471724"
[1] "Starting newton at: 0.467275686008295"
[1] "Newton iter: 1, lambda:0.421748138022261, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422482421139303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422482613573464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422482613573477, diff to last: 0"
[1] "Final threshold is: 0.0215497814068333"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07588315186513"
[1] "Starting iterative with newton 1.07588315186513"
[1] "Starting newton at: 0.770463793516726"
[1] "Newton iter: 1, lambda:0.850088751362342, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.854115939743673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.854125932343238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85412593240465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.85412593240465"
[1] "Starting iterative with newton 0.85412593240465"
[1] "Starting newton at: 0.766122347542361"
[1] "Newton iter: 1, lambda:0.785808590158668, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.786036564947366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786036595289432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786036595289432, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786036595289432"
[1] "Starting iterative with newton 0.786036595289432"
[1] "Starting newton at: 0.784079647640645"
[1] "Newton iter: 1, lambda:0.764336896765389, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.764558866718923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.764558894998795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764558894998796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764558894998795"
[1] "Starting iterative with newton 0.764558894998795"
[1] "Starting newton at: 0.797867540077157"
[1] "Newton iter: 1, lambda:0.756778665449637, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.757726686582612, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.757727199764783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757727199764934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.757727199764934"
[1] "Starting iterative with newton 0.757727199764934"
[1] "Starting newton at: 0.798785060232959"
[1] "Newton iter: 1, lambda:0.754447330417083, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.755547848461948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.755548538852605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755548538852877, diff to last: 0"
[1] "Final threshold is: 0.0385386411923771"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927601223181953"
[1] "Starting iterative with newton 0.927601223181953"
[1] "Starting newton at: 1.11765935924847"
[1] "Newton iter: 1, lambda:1.00133991652554, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01090489477955, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01097506767859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01097507143492, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01097506767859"
[1] "Starting iterative with newton 1.01097506767859"
[1] "Starting newton at: 1.12134696494872"
[1] "Newton iter: 1, lambda:1.0415919001065, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04628222516543, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04629937422691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04629937445551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04629937445551"
[1] "Starting iterative with newton 1.04629937445551"
[1] "Starting newton at: 1.12125782049434"
[1] "Newton iter: 1, lambda:1.05799828955437, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.06100370007494, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06101078758897, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06101078762832, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06101078762832"
[1] "Starting iterative with newton 1.06101078762832"
[1] "Starting newton at: 1.11554839230697"
[1] "Newton iter: 1, lambda:1.06515893914587, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.06708840742182, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06709133568154, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06709133568827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06709133568154"
[1] "Starting iterative with newton 1.06709133568154"
[1] "Starting newton at: 1.11532992739376"
[1] "Newton iter: 1, lambda:1.06787755343464, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.06959411255624, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.06959643283994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06959643284417, diff to last: 0"
[1] "Final threshold is: 0.0545574387697539"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.988249545851216"
[1] "Starting iterative with newton 0.988249545851216"
[1] "Starting newton at: 1.09099455694759"
[1] "Newton iter: 1, lambda:0.972094341925269, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.981467435267321, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.981530514948066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981530517790229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.981530514948066"
[1] "Starting iterative with newton 0.981530514948066"
[1] "Starting newton at: 1.09294758131627"
[1] "Newton iter: 1, lambda:0.96872031241337, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.978904101693504, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.978978501133395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.978978505082088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.978978505082088"
[1] "Starting iterative with newton 0.978978505082088"
[1] "Starting newton at: 1.09468808818924"
[1] "Newton iter: 1, lambda:0.967233544941669, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.977925360896832, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.978007350477208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97800735527035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.978007350477208"
[1] "Starting iterative with newton 0.978007350477208"
[1] "Starting newton at: 1.09463923354723"
[1] "Newton iter: 1, lambda:0.966803165546364, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977554624285181, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977637518135637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977637523034178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.977637518135637"
[1] "Starting iterative with newton 0.977637518135637"
[1] "Starting newton at: 1.0950090658888"
[1] "Newton iter: 1, lambda:0.966563117289337, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.977412235921488, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.977496640938093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977496646016507, diff to last: 0"
[1] "Final threshold is: 0.0498596587441963"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.781990936850581"
[1] "Starting iterative with newton 0.781990936850581"
[1] "Starting newton at: 1.12364285731161"
[1] "Newton iter: 1, lambda:1.28333357479872, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.31423388763853, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31530857345096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31530984200781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31530984200958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31530984200958"
[1] "Starting iterative with newton 1.31530984200958"
[1] "Starting newton at: 1.43219348439426"
[1] "Newton iter: 1, lambda:1.63565604266007, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.69748605760646, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.70267677998725, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.70271125023937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70271125175061, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70271125175061"
[1] "Starting iterative with newton 1.70271125175061"
[1] "Starting newton at: 1.44449448229184"
[1] "Newton iter: 1, lambda:1.7451950717021, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.89556448612233, diff to last: 0.15"
[1] "Newton iter: 3, lambda:1.93175184828642, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.93362837908974, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.93363321611155, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93363321614361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.93363321614361"
[1] "Starting iterative with newton 1.93363321614361"
[1] "Starting newton at: 1.55980441473696"
[1] "Newton iter: 1, lambda:1.85581867674889, diff to last: 0.296"
[1] "Newton iter: 2, lambda:2.00988054196047, diff to last: 0.154"
[1] "Newton iter: 3, lambda:2.05009613884809, diff to last: 0.04"
[1] "Newton iter: 4, lambda:2.05253986302814, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.05254845465829, diff to last: 0"
[1] "Newton iter: 6, lambda:2.05254845476414, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05254845465829"
[1] "Starting iterative with newton 2.05254845465829"
[1] "Starting newton at: 1.57722787678736"
[1] "Newton iter: 1, lambda:1.88475076507364, diff to last: 0.308"
[1] "Newton iter: 2, lambda:2.05497527918238, diff to last: 0.17"
[1] "Newton iter: 3, lambda:2.10607212352501, diff to last: 0.051"
[1] "Newton iter: 4, lambda:2.11017594816401, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.11020083393447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.1102008348444, diff to last: 0"
[1] "Final threshold is: 0.107636066560891"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724540113326579"
[1] "Starting iterative with newton 0.724540113326579"
[1] "Starting newton at: 1.39798135300674"
[1] "Newton iter: 1, lambda:1.40528449533142, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.40534819859328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40534820340742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40534819859328"
[1] "Starting iterative with newton 1.40534819859328"
[1] "Starting newton at: 1.27902491294645"
[1] "Newton iter: 1, lambda:1.63790691883872, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.85012125975355, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92677967860868, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93583793468561, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.9359546176775, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93595463681269, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93595463681268, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93595463681268"
[1] "Starting iterative with newton 1.93595463681268"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.723466694032512"
[1] "Starting iterative with newton 0.723466694032512"
[1] "Starting newton at: 1.43608317614067"
[1] "Newton iter: 1, lambda:1.39914594698691, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.40073528092081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40073833764552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40073833765681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40073833765681"
[1] "Starting iterative with newton 1.40073833765681"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510074988046471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22219066367573"
[1] "Newton iter: 1, lambda:1.48066743119905, diff to last: 0.258"
[1] "Newton iter: 2, lambda:1.59176495575484, diff to last: 0.111"
[1] "Newton iter: 3, lambda:1.61210179746252, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61273286240014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61273345666395, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61273345666448, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61273345666448"
[1] "Starting iterative with newton 1.61273345666448"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224711746029066"
threshold is:
[{'ad': 0.005131444286737655, 'da': 0.002824141593790482, 'dd': 0.004562885987822765}, {'ad': 0.009272095923396652, 'da': 0.00814717818019201, 'dd': 0.01642269917176298}, {'ad': 0.02258138319387808, 'da': 0.02154978140683331, 'dd': 0.03853864119237709}, {'ad': 0.05455743876975392, 'da': 0.04985965874419632, 'dd': 0.10763606656089085}, {'ad': 0.2247117460290663, 'da': 0.2247117460290663, 'dd': 0.2247117460290663}]
Number of points in noise estimation: 128
Estimated noise: 0.051007498804647056
0.051007498804647056
threshold is:
[{'ad': 0.004801839676372488, 'da': 0.00027261586745981614, 'dd': 0.018451909499502723}, {'ad': 0.010494916606756943, 'da': 0.005063351171133934, 'dd': 0.019284193563473717}, {'ad': 0.02149683858816631, 'da': 0.020937952552922454, 'dd': 0.031732664929140744}, {'ad': 0.04838593236553368, 'da': 0.03843513130333437, 'dd': 0.20804265112869433}, {'ad': 0.22471174602906624, 'da': 0.22471174602906624, 'dd': 0.22471174602906624}]
['stjerten256', 0.05, 1, 0.002449779004432306, 0.0008760118702601024, 0.0007230138294751201, 0.0024152494060549028, 0.0008630314774799162, 0.0009125751950208955, 0.0008630314772333103, 0.0009125751950208955, 26.108730917515956, 30.574900089534562, 31.408533956414427, 26.17038016017769, 30.639733639064293, 30.397313400910313, 30.63973364030526, 30.397313400910313]
stjerten256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.199576178685218, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.205025460649967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.205029486523401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205029486525597, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205029486523401"
[1] "Starting iterative with newton 0.205029486523401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0829200851750909, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0834213994644885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0834214177745718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0834214177745718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0834214177745718"
[1] "Starting iterative with newton 0.0834214177745718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760009587136337, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764089341176487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764089458672404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764089458672404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0764089458672404"
[1] "Starting iterative with newton 0.0764089458672404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755950953738448, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.075997966504719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759979779407282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759979779407283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.075997966504719"
[1] "Starting iterative with newton 0.075997966504719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755712909145825, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0759738638878936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759738753057272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759738753057272, diff to last: 0"
[1] "Final threshold is: 0.0038406886150867"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.383888505852807"
[1] "Newton iter: 1, lambda:0.236247508874476, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.239775938347055, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.239777995886516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239777995887216, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.239777995886516"
[1] "Starting iterative with newton 0.239777995886516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0642860332746628, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0645555324676764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.06455553720558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0645555324676764"
[1] "Starting iterative with newton 0.0645555324676764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0560516765311506, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0562392630190701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562392651207933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0562392630190701"
[1] "Starting iterative with newton 0.0562392630190701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556740027878813, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558582684756097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558582704947965, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0558582704947965"
[1] "Starting iterative with newton 0.0558582704947965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556567321759468, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.05584084688035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558408488958277, diff to last: 0"
[1] "Final threshold is: 0.0028229091115788"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.265873279354436"
[1] "Newton iter: 1, lambda:0.232382529619551, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.232557225722132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.232557230489584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.232557225722132"
[1] "Starting iterative with newton 0.232557225722132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0817185256181884, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822031708531916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0822031879032092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822031879032092, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0822031879032092"
[1] "Starting iterative with newton 0.0822031879032092"
[1] "Starting newton at: 0.0254862091198599"
[1] "Newton iter: 1, lambda:0.0753484180962256, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.075517140056414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755171419886349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0755171419886349"
[1] "Starting iterative with newton 0.0755171419886349"
[1] "Starting newton at: 0.0321722550344342"
[1] "Newton iter: 1, lambda:0.0751017446486733, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752264362599527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752264373120986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0752264362599527"
[1] "Starting iterative with newton 0.0752264362599527"
[1] "Starting newton at: 0.0324629607631164"
[1] "Newton iter: 1, lambda:0.0750908641441178, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752137939296055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752137949520947, diff to last: 0"
[1] "Final threshold is: 0.00380226503151445"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345670343767279"
[1] "Newton iter: 1, lambda:0.451770116922066, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.454930857888527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.454933607746905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454933607748985, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454933607746905"
[1] "Starting iterative with newton 0.454933607746905"
[1] "Starting newton at: 0.196810481272095"
[1] "Newton iter: 1, lambda:0.200703319143087, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.200705825448714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200705825449753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200705825448714"
[1] "Starting iterative with newton 0.200705825448714"
[1] "Starting newton at: 0.196579080549528"
[1] "Newton iter: 1, lambda:0.173393681626151, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.173475682589888, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173475683616393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173475682589888"
[1] "Starting iterative with newton 0.173475682589888"
[1] "Starting newton at: 0.223454071025118"
[1] "Newton iter: 1, lambda:0.170069337156147, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.170499715873582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.170499743896751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170499743896751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.170499743896751"
[1] "Starting iterative with newton 0.170499743896751"
[1] "Starting newton at: 0.226430009718255"
[1] "Newton iter: 1, lambda:0.169688020820967, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.170173692709659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17017372836073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17017372836073, diff to last: 0"
[1] "Final threshold is: 0.00860275188933839"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.477975370209522"
[1] "Newton iter: 1, lambda:0.478491494447074, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.478491573561402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.478491573561404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478491573561404"
[1] "Starting iterative with newton 0.478491573561404"
[1] "Starting newton at: 0.313730257091802"
[1] "Newton iter: 1, lambda:0.193708840815959, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.195939395305506, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.195940171158408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195940171158501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195940171158408"
[1] "Starting iterative with newton 0.195940171158408"
[1] "Starting newton at: 0.192186900196567"
[1] "Newton iter: 1, lambda:0.167761258390766, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.167846949143915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.167846950199469, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167846950199469"
[1] "Starting iterative with newton 0.167846950199469"
[1] "Starting newton at: 0.187596444791807"
[1] "Newton iter: 1, lambda:0.164868104666608, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.164941696963222, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164941697735356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164941696963222"
[1] "Starting iterative with newton 0.164941696963222"
[1] "Starting newton at: 0.190501698028053"
[1] "Newton iter: 1, lambda:0.164543833620857, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.164639732696523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164639734006565, diff to last: 0"
[1] "Final threshold is: 0.00832299319306675"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0.631749001948435"
[1] "Newton iter: 1, lambda:0.621092431680545, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.621136037911288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.621136038644038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621136038644038"
[1] "Starting iterative with newton 0.621136038644038"
[1] "Starting newton at: 0.384787943144616"
[1] "Newton iter: 1, lambda:0.320869102761918, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.321875230546507, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321875481458202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321875481458218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321875481458202"
[1] "Starting iterative with newton 0.321875481458202"
[1] "Starting newton at: 0.23718271608426"
[1] "Newton iter: 1, lambda:0.278924580646608, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.279320009640409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279320045039565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279320045039565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279320045039565"
[1] "Starting iterative with newton 0.279320045039565"
[1] "Starting newton at: 0.251254964029749"
[1] "Newton iter: 1, lambda:0.272918684148837, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.273023711506951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273023713972288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273023713972288"
[1] "Starting iterative with newton 0.273023713972288"
[1] "Starting newton at: 0.257551295097026"
[1] "Newton iter: 1, lambda:0.272040073638939, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.272086943272239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272086943762275, diff to last: 0"
[1] "Final threshold is: 0.0137547463528181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 0.684913849919485"
[1] "Newton iter: 1, lambda:0.685909737141581, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.685910185397424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685910185397515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685910185397424"
[1] "Starting iterative with newton 0.685910185397424"
[1] "Starting newton at: 0.439586057433991"
[1] "Newton iter: 1, lambda:0.483214094405044, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.483920131348192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483920314747715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483920314747728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483920314747715"
[1] "Starting iterative with newton 0.483920314747715"
[1] "Starting newton at: 0.462886849446763"
[1] "Newton iter: 1, lambda:0.438030516128945, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.438246158973321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.438246175277444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438246175277444, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438246175277444"
[1] "Starting iterative with newton 0.438246175277444"
[1] "Starting newton at: 0.463110219375846"
[1] "Newton iter: 1, lambda:0.427150892912138, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.427596171517672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427596240233765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427596240233767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427596240233765"
[1] "Starting iterative with newton 0.427596240233765"
[1] "Starting newton at: 0.470379991323488"
[1] "Newton iter: 1, lambda:0.424371643807111, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.425097238772923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425097420745358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42509742074537, diff to last: 0"
[1] "Final threshold is: 0.0214898484901151"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 0.64005525670482"
[1] "Newton iter: 1, lambda:0.694283997831814, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.695660816499753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.695661688085248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.695661688085598, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.695661688085598"
[1] "Starting iterative with newton 0.695661688085598"
[1] "Starting newton at: 0.433987837108563"
[1] "Newton iter: 1, lambda:0.47214958090539, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.472685713148643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.472685818278823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472685818278827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472685818278827"
[1] "Starting iterative with newton 0.472685818278827"
[1] "Starting newton at: 0.466376490856062"
[1] "Newton iter: 1, lambda:0.422600011158384, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.423254101557926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.42325424864297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423254248642977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42325424864297"
[1] "Starting iterative with newton 0.42325424864297"
[1] "Starting newton at: 0.463690369998099"
[1] "Newton iter: 1, lambda:0.41110902097249, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.412038026549078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.412038318992079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412038318992108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.412038318992079"
[1] "Starting iterative with newton 0.412038318992079"
[1] "Starting newton at: 0.463296109972587"
[1] "Newton iter: 1, lambda:0.408474602118374, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.409480799683663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.409481141605267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409481141605307, diff to last: 0"
[1] "Final threshold is: 0.0207004024565192"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 0.761184933291547"
[1] "Newton iter: 1, lambda:0.857579940495043, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.863619818507169, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.863642679666725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863642679993339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863642679993339"
[1] "Starting iterative with newton 0.863642679993339"
[1] "Starting newton at: 0.794213870354148"
[1] "Newton iter: 1, lambda:0.791519838417312, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.791524142191987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.791524142202983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.791524142191987"
[1] "Starting iterative with newton 0.791524142191987"
[1] "Starting newton at: 0.759478139487268"
[1] "Newton iter: 1, lambda:0.767584078647914, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.767622509354628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767622510215777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767622510215777"
[1] "Starting iterative with newton 0.767622510215777"
[1] "Starting newton at: 0.760988166057011"
[1] "Newton iter: 1, lambda:0.759620957171392, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.759622039844612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759622039845291, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.759622039844612"
[1] "Starting iterative with newton 0.759622039844612"
[1] "Starting newton at: 0.762840227981598"
[1] "Newton iter: 1, lambda:0.756915203346081, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.756935459113357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.756935459350635, diff to last: 0"
[1] "Final threshold is: 0.0382651776729675"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.05183529588703"
[1] "Newton iter: 1, lambda:1.01508873746446, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.0160753678888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01607609580055, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01607609580095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01607609580095"
[1] "Starting iterative with newton 1.01607609580095"
[1] "Starting newton at: 1.0466050770707"
[1] "Newton iter: 1, lambda:1.02473153171231, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.02508587675672, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02508597101924, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02508597101925, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02508597101925"
[1] "Starting iterative with newton 1.02508597101925"
[1] "Starting newton at: 1.04510731248458"
[1] "Newton iter: 1, lambda:1.02852657809299, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.02873120427282, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02873123575943, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02873123575943, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02873123575943"
[1] "Starting iterative with newton 1.02873123575943"
[1] "Starting newton at: 1.04412388305826"
[1] "Newton iter: 1, lambda:1.03005434075111, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03020200895642, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03020202536485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03020202536485, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03020202536485"
[1] "Starting iterative with newton 1.03020202536485"
[1] "Starting newton at: 1.0433556296332"
[1] "Newton iter: 1, lambda:1.03067469569765, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.03079479001449, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03079480087008, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03079480087008, diff to last: 0"
[1] "Final threshold is: 0.0521095230899556"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.05384068411838"
[1] "Newton iter: 1, lambda:0.990792061491027, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.993561252490959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.993566813847997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993566813870392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.993566813870392"
[1] "Starting iterative with newton 0.993566813870392"
[1] "Starting newton at: 1.05103508214221"
[1] "Newton iter: 1, lambda:0.995524729036493, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.997685548700165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.997688940261198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.997688940269542, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.997688940261198"
[1] "Starting iterative with newton 0.997688940261198"
[1] "Starting newton at: 1.04766067124046"
[1] "Newton iter: 1, lambda:0.997512512323136, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.999283300655101, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999285579537528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999285579541298, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.999285579541298"
[1] "Starting iterative with newton 0.999285579541298"
[1] "Starting newton at: 1.04664409250885"
[1] "Newton iter: 1, lambda:0.998249886034248, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.99990125348442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999903235792409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999903235795263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.999903235792409"
[1] "Starting iterative with newton 0.999903235792409"
[1] "Starting newton at: 1.0470702240312"
[1] "Newton iter: 1, lambda:0.998474967587211, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.00014004253938, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00014205813342, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00014205813637, diff to last: 0"
[1] "Final threshold is: 0.0505599428483787"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.13904639094972"
[1] "Newton iter: 1, lambda:1.28047900801367, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.3043007056713, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.30493045763444, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30493088954912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30493088954933, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30493088954912"
[1] "Starting iterative with newton 1.30493088954912"
[1] "Starting newton at: 1.47094727590935"
[1] "Newton iter: 1, lambda:1.63970956173151, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.68190034197779, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.68429568287953, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.68430308245693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68430308252735, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68430308245693"
[1] "Starting iterative with newton 1.68430308245693"
[1] "Starting newton at: 1.49483325353771"
[1] "Newton iter: 1, lambda:1.7707424725587, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.89958228279616, diff to last: 0.129"
[1] "Newton iter: 3, lambda:1.92619579420254, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.92721734480924, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.92721880202019, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92721880202316, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.92721880202316"
[1] "Starting iterative with newton 1.92721880202316"
[1] "Starting newton at: 1.50484184880707"
[1] "Newton iter: 1, lambda:1.8233154924753, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0030392720359, diff to last: 0.18"
[1] "Newton iter: 3, lambda:2.05968141310061, diff to last: 0.057"
[1] "Newton iter: 4, lambda:2.06469797972991, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.06473477107481, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06473477304008, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06473477107481"
[1] "Starting iterative with newton 2.06473477107481"
[1] "Starting newton at: 1.60092247311654"
[1] "Newton iter: 1, lambda:1.90699882342424, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.07893218185008, diff to last: 0.172"
[1] "Newton iter: 3, lambda:2.13197992411732, diff to last: 0.053"
[1] "Newton iter: 4, lambda:2.136462861075, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.13649283769242, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13649283902425, diff to last: 0"
[1] "Final threshold is: 0.108005612761289"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.4022433155061"
[1] "Newton iter: 1, lambda:1.42286982908487, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.42339902710633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42339936895958, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42339936895972, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42339936895958"
[1] "Starting iterative with newton 1.42339936895958"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.43323300140851"
[1] "Newton iter: 1, lambda:1.39473541216997, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.39645565339266, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.39645922763929, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3964592276547, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39645922763929"
[1] "Starting iterative with newton 1.39645922763929"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.35369081920705, diff to last: 0.052"
[1] "Newton iter: 2, lambda:4.361851387183, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.36210667490748, diff to last: 0"
[1] "Newton iter: 4, lambda:4.3621069179583, diff to last: 0"
[1] "Newton iter: 5, lambda:4.36210691795195, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.36210667490748"
[1] "Starting iterative with newton 4.36210667490748"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.21065391224736, diff to last: 0.195"
[1] "Newton iter: 2, lambda:4.27376373695782, diff to last: 0.063"
[1] "Newton iter: 3, lambda:4.29114995966093, diff to last: 0.017"
[1] "Newton iter: 4, lambda:4.29231775643177, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29232274697235, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29232274707939, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.29231775643177"
[1] "Starting iterative with newton 4.29231775643177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.32517329354681, diff to last: 1.08"
[1] "Newton iter: 2, lambda:3.56173666742874, diff to last: 0.237"
[1] "Newton iter: 3, lambda:3.77017690754294, diff to last: 0.208"
[1] "Newton iter: 4, lambda:3.94527931643064, diff to last: 0.175"
[1] "Newton iter: 5, lambda:4.07773783570454, diff to last: 0.132"
[1] "Newton iter: 6, lambda:4.15654195159678, diff to last: 0.079"
[1] "Newton iter: 7, lambda:4.18336944310551, diff to last: 0.027"
[1] "Newton iter: 8, lambda:4.18612803205363, diff to last: 0.003"
[1] "Newton iter: 9, lambda:4.18615507956472, diff to last: 0"
[1] "Newton iter: 10, lambda:4.18615508211769, diff to last: 0"
[1] "Final threshold is: 0.211621699122752"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.20444421645935"
[1] "Newton iter: 1, lambda:1.47663375595524, diff to last: 0.272"
[1] "Newton iter: 2, lambda:1.60011496261041, diff to last: 0.123"
[1] "Newton iter: 3, lambda:1.6256338932712, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.62664071645872, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62664224071904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62664224072252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62664224072252"
[1] "Starting iterative with newton 1.62664224072252"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
threshold is:
[{'ad': 0.0038406886150867047, 'da': 0.002822909111578799, 'dd': 0.0038022650315144473}, {'ad': 0.00860275188933839, 'da': 0.008322993193066747, 'dd': 0.013754746352818118}, {'ad': 0.021489848490115145, 'da': 0.020700402456519204, 'dd': 0.0382651776729675}, {'ad': 0.052109523089955576, 'da': 0.05055994284837866, 'dd': 0.10800561276128885}, {'ad': 0.22270841642742253, 'da': 0.21162169912275217, 'dd': 0.22270841642742253}]
Number of points in noise estimation: 128
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.293920583597"
[1] "Starting iterative with newton 10.293920583597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17491460884334"
[1] "Starting iterative with newton 9.17491460884334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.59930664868532"
[1] "Starting iterative with newton 7.59930664868532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.32080118051366"
[1] "Starting iterative with newton 4.32080118051366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12971960144733"
[1] "Starting iterative with newton 4.12971960144733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 1.9584629199887"
[1] "Newton iter: 1, lambda:1.58849852491375, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.54445442889124, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.54307007239087, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54306863175352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54306863175195, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54306863175195"
[1] "Starting iterative with newton 1.54306863175195"
[1] "Starting newton at: 1.78970869138285"
[1] "Newton iter: 1, lambda:1.44268088513188, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.38033579173615, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.37663102615526, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.37661722614347, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37661722595154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37661722595154"
[1] "Starting iterative with newton 1.37661722595154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 2.09459580511292"
[1] "Newton iter: 1, lambda:1.57964443778816, diff to last: 0.515"
[1] "Newton iter: 2, lambda:1.53001237499472, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.52819226895407, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52818967715379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52818967714852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52818967714852"
[1] "Starting iterative with newton 1.52818967714852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 1.28141172649451"
[1] "Newton iter: 1, lambda:1.2031524908008, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.19567268960568, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.19560018174762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19560017491397, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19560017491397"
[1] "Starting iterative with newton 1.19560017491397"
[1] "Starting newton at: 1.38524745254027"
[1] "Newton iter: 1, lambda:1.32196772412655, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.31810540062655, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31809004709097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31809004684762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31809004684762"
[1] "Starting iterative with newton 1.31809004684762"
[1] "Starting newton at: 1.48044455581014"
[1] "Newton iter: 1, lambda:1.43789112733994, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.43650708256829, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43650553182285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4365055318209, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43650553182285"
[1] "Starting iterative with newton 1.43650553182285"
[1] "Starting newton at: 1.60297938544077"
[1] "Newton iter: 1, lambda:1.53699570621419, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.53449606810218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.53449201436109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53449201435039, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53449201435039"
[1] "Starting iterative with newton 1.53449201435039"
[1] "Starting newton at: 1.71024738141998"
[1] "Newton iter: 1, lambda:1.63521877043633, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.63283908022891, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.63283620704247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63283620703826, diff to last: 0"
[1] "Final threshold is: 0.0825443792083962"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.13638313778352"
[1] "Newton iter: 1, lambda:1.10552353316502, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.10414670416846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10414392688443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10414392687312, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10414392687312"
[1] "Starting iterative with newton 1.10414392687312"
[1] "Starting newton at: 1.22542778591396"
[1] "Newton iter: 1, lambda:1.30705003694991, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.3001015843968, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.30005379660661, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30005379433066, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30005379660661"
[1] "Starting iterative with newton 1.30005379660661"
[1] "Starting newton at: 1.56569133378788"
[1] "Newton iter: 1, lambda:1.57880462183514, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.57871667819364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57871667436044, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57871667436044"
[1] "Starting iterative with newton 1.57871667436044"
[1] "Starting newton at: 1.82207843063953"
[1] "Newton iter: 1, lambda:1.84626982352933, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.84616668980734, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84616668822322, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84616668822322"
[1] "Starting iterative with newton 1.84616668822322"
[1] "Starting newton at: 2.11930439014086"
[1] "Newton iter: 1, lambda:2.0515304680916, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.0520084446776, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05200845432962, diff to last: 0"
[1] "Final threshold is: 0.103734693818321"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.12348612567314"
[1] "Newton iter: 1, lambda:1.13840059421539, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.13809247231039, diff to last: 0"
[1] "Newton iter: 3, lambda:1.13809234131793, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1380923413179, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1380923413179"
[1] "Starting iterative with newton 1.1380923413179"
[1] "Starting newton at: 1.42262585372725"
[1] "Newton iter: 1, lambda:1.39020620226819, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.38938453389243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.38938398045857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38938398045832, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38938398045857"
[1] "Starting iterative with newton 1.38938398045857"
[1] "Starting newton at: 1.65644191406575"
[1] "Newton iter: 1, lambda:1.68036612051041, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.68014872827702, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68014871168155, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68014871168155, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68014871168155"
[1] "Starting iterative with newton 1.68014871168155"
[1] "Starting newton at: 1.93501070021022"
[1] "Newton iter: 1, lambda:1.92405826293525, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.92405133588908, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92405133588575, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92405133588575"
[1] "Starting iterative with newton 1.92405133588575"
[1] "Starting newton at: 2.04712803556526"
[1] "Newton iter: 1, lambda:2.10378453050791, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.10387677572139, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10387677641048, diff to last: 0"
[1] "Final threshold is: 0.106356780729598"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.42207374299461"
[1] "Newton iter: 1, lambda:1.3582784211403, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.35537518761874, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.35536841963988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35536841960294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35536841960294"
[1] "Starting iterative with newton 1.35536841960294"
[1] "Starting newton at: 2.11905810164276"
[1] "Newton iter: 1, lambda:2.04090348687047, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.04304537718037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.0430466380322, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04304663803264, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0430466380322"
[1] "Starting iterative with newton 2.0430466380322"
[1] "Starting newton at: 2.4594996856962"
[1] "Newton iter: 1, lambda:2.49169615675469, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.49232772023081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49232796925532, diff to last: 0"
[1] "Newton iter: 4, lambda:2.49232796925536, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49232796925532"
[1] "Starting iterative with newton 2.49232796925532"
[1] "Starting newton at: 2.76516350903735"
[1] "Newton iter: 1, lambda:2.74327352703429, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.74362582649014, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74362591767661, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74362591767662, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.74362591767661"
[1] "Starting iterative with newton 2.74362591767661"
[1] "Starting newton at: 2.88144657218993"
[1] "Newton iter: 1, lambda:2.87485563207585, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.87488937233734, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87488937322262, diff to last: 0"
[1] "Final threshold is: 0.145333596586093"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.50859817613833"
[1] "Newton iter: 1, lambda:1.62833676393891, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.62261631756404, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.62260892324148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62260892322866, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62260892322866"
[1] "Starting iterative with newton 1.62260892322866"
[1] "Starting newton at: 2.46179441194316"
[1] "Newton iter: 1, lambda:2.43075293616918, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.43150731608329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4315077561911, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43150775619125, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43150775619125"
[1] "Starting iterative with newton 2.43150775619125"
[1] "Starting newton at: 2.92383009864549"
[1] "Newton iter: 1, lambda:2.92632862015788, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.92633489797208, diff to last: 0"
[1] "Newton iter: 3, lambda:2.92633489801167, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92633489801167"
[1] "Starting iterative with newton 2.92633489801167"
[1] "Starting newton at: 3.15620246914863"
[1] "Newton iter: 1, lambda:3.18569673067404, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.18664038913028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.18664133560563, diff to last: 0"
[1] "Newton iter: 4, lambda:3.18664133560658, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.18664133560658"
[1] "Starting iterative with newton 3.18664133560658"
[1] "Starting newton at: 3.37362922855547"
[1] "Newton iter: 1, lambda:3.33759148900402, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.33893726181012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.33893920972013, diff to last: 0"
[1] "Newton iter: 4, lambda:3.33893920972421, diff to last: 0"
[1] "Final threshold is: 0.16879259725636"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.54875192736221"
[1] "Newton iter: 1, lambda:1.48307357517333, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.48136881619746, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.48136737199034, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48136737198929, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48136737199034"
[1] "Starting iterative with newton 1.48136737199034"
[1] "Starting newton at: 2.35556488617395"
[1] "Newton iter: 1, lambda:2.25708279977285, diff to last: 0.098"
[1] "Newton iter: 2, lambda:2.26335763800191, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.26338103282201, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26338103314966, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26338103282201"
[1] "Starting iterative with newton 2.26338103282201"
[1] "Starting newton at: 2.72384172092248"
[1] "Newton iter: 1, lambda:2.76712858795508, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.76881667601292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.76881924224839, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76881924225432, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.76881924224839"
[1] "Starting iterative with newton 2.76881924224839"
[1] "Starting newton at: 3.01447842715632"
[1] "Newton iter: 1, lambda:3.05358009172214, diff to last: 0.039"
[1] "Newton iter: 2, lambda:3.05512444694044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.05512681287653, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05512681288208, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.05512681288208"
[1] "Starting iterative with newton 3.05512681288208"
[1] "Starting newton at: 3.17919095211841"
[1] "Newton iter: 1, lambda:3.20512094467195, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.20582112608653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.20582162734935, diff to last: 0"
[1] "Newton iter: 4, lambda:3.20582162734961, diff to last: 0"
[1] "Final threshold is: 0.162063135874314"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.87893396665543"
[1] "Newton iter: 1, lambda:2.38372140206535, diff to last: 0.505"
[1] "Newton iter: 2, lambda:2.57057811902088, diff to last: 0.187"
[1] "Newton iter: 3, lambda:2.6361565785632, diff to last: 0.066"
[1] "Newton iter: 4, lambda:2.64500328372962, diff to last: 0.009"
[1] "Newton iter: 5, lambda:2.64515874465833, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64515879223231, diff to last: 0"
[1] "Newton iter: 7, lambda:2.64515879223231, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.64515879223231"
[1] "Starting iterative with newton 2.64515879223231"
[1] "Starting newton at: 3.29957573758918"
[1] "Newton iter: 1, lambda:3.43692999683657, diff to last: 0.137"
[1] "Newton iter: 2, lambda:3.47256481541148, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.47480202590069, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.47481049775324, diff to last: 0"
[1] "Newton iter: 5, lambda:3.47481049787437, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.47481049775324"
[1] "Starting iterative with newton 3.47481049775324"
[1] "Starting newton at: 4.0962848196357"
[1] "Newton iter: 1, lambda:4.08588970941318, diff to last: 0.01"
[1] "Newton iter: 2, lambda:4.08608924610205, diff to last: 0"
[1] "Newton iter: 3, lambda:4.08608932106743, diff to last: 0"
[1] "Newton iter: 4, lambda:4.08608932106744, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.08608932106743"
[1] "Starting iterative with newton 4.08608932106743"
[1] "Starting newton at: 4.34717599798541"
[1] "Newton iter: 1, lambda:4.42010742763945, diff to last: 0.073"
[1] "Newton iter: 2, lambda:4.4329803454952, diff to last: 0.013"
[1] "Newton iter: 3, lambda:4.43333775113333, diff to last: 0"
[1] "Newton iter: 4, lambda:4.4333380194652, diff to last: 0"
[1] "Newton iter: 5, lambda:4.43333801946536, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4333380194652"
[1] "Starting iterative with newton 4.4333380194652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08254437920839622}, {'ad': 0.10373469381832096, 'da': 0.10635678072959846, 'dd': 0.1453335965860933}, {'ad': 0.16879259725635973, 'da': 0.16206313587431448, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359540636032872. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.293920583597"
[1] "Starting iterative with newton 10.293920583597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17491460884334"
[1] "Starting iterative with newton 9.17491460884334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.59930664868532"
[1] "Starting iterative with newton 7.59930664868532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.32080118051366"
[1] "Starting iterative with newton 4.32080118051366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12971960144733"
[1] "Starting iterative with newton 4.12971960144733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 1.9584629199887"
[1] "Newton iter: 1, lambda:1.58849852491375, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.54445442889124, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.54307007239087, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54306863175352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54306863175195, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54306863175195"
[1] "Starting iterative with newton 1.54306863175195"
[1] "Starting newton at: 1.78970869138285"
[1] "Newton iter: 1, lambda:1.44268088513188, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.38033579173615, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.37663102615526, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.37661722614347, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37661722595154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37661722595154"
[1] "Starting iterative with newton 1.37661722595154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 2.09459580511292"
[1] "Newton iter: 1, lambda:1.57964443778816, diff to last: 0.515"
[1] "Newton iter: 2, lambda:1.53001237499472, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.52819226895407, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52818967715379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52818967714852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52818967714852"
[1] "Starting iterative with newton 1.52818967714852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 1.28141172649451"
[1] "Newton iter: 1, lambda:1.2031524908008, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.19567268960568, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.19560018174762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19560017491397, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19560017491397"
[1] "Starting iterative with newton 1.19560017491397"
[1] "Starting newton at: 1.38524745254027"
[1] "Newton iter: 1, lambda:1.32196772412655, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.31810540062655, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31809004709097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31809004684762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31809004684762"
[1] "Starting iterative with newton 1.31809004684762"
[1] "Starting newton at: 1.48044455581014"
[1] "Newton iter: 1, lambda:1.43789112733994, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.43650708256829, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43650553182285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4365055318209, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43650553182285"
[1] "Starting iterative with newton 1.43650553182285"
[1] "Starting newton at: 1.60297938544077"
[1] "Newton iter: 1, lambda:1.53699570621419, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.53449606810218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.53449201436109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53449201435039, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53449201435039"
[1] "Starting iterative with newton 1.53449201435039"
[1] "Starting newton at: 1.71024738141998"
[1] "Newton iter: 1, lambda:1.63521877043633, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.63283908022891, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.63283620704247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63283620703826, diff to last: 0"
[1] "Final threshold is: 0.0825443792083962"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.13638313778352"
[1] "Newton iter: 1, lambda:1.10552353316502, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.10414670416846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10414392688443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10414392687312, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10414392687312"
[1] "Starting iterative with newton 1.10414392687312"
[1] "Starting newton at: 1.22542778591396"
[1] "Newton iter: 1, lambda:1.30705003694991, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.3001015843968, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.30005379660661, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30005379433066, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30005379660661"
[1] "Starting iterative with newton 1.30005379660661"
[1] "Starting newton at: 1.56569133378788"
[1] "Newton iter: 1, lambda:1.57880462183514, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.57871667819364, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57871667436044, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57871667436044"
[1] "Starting iterative with newton 1.57871667436044"
[1] "Starting newton at: 1.82207843063953"
[1] "Newton iter: 1, lambda:1.84626982352933, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.84616668980734, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84616668822322, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84616668822322"
[1] "Starting iterative with newton 1.84616668822322"
[1] "Starting newton at: 2.11930439014086"
[1] "Newton iter: 1, lambda:2.0515304680916, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.0520084446776, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05200845432962, diff to last: 0"
[1] "Final threshold is: 0.103734693818321"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.12348612567314"
[1] "Newton iter: 1, lambda:1.13840059421539, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.13809247231039, diff to last: 0"
[1] "Newton iter: 3, lambda:1.13809234131793, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1380923413179, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1380923413179"
[1] "Starting iterative with newton 1.1380923413179"
[1] "Starting newton at: 1.42262585372725"
[1] "Newton iter: 1, lambda:1.39020620226819, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.38938453389243, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.38938398045857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38938398045832, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38938398045857"
[1] "Starting iterative with newton 1.38938398045857"
[1] "Starting newton at: 1.65644191406575"
[1] "Newton iter: 1, lambda:1.68036612051041, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.68014872827702, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68014871168155, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68014871168155, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68014871168155"
[1] "Starting iterative with newton 1.68014871168155"
[1] "Starting newton at: 1.93501070021022"
[1] "Newton iter: 1, lambda:1.92405826293525, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.92405133588908, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92405133588575, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92405133588575"
[1] "Starting iterative with newton 1.92405133588575"
[1] "Starting newton at: 2.04712803556526"
[1] "Newton iter: 1, lambda:2.10378453050791, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.10387677572139, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10387677641048, diff to last: 0"
[1] "Final threshold is: 0.106356780729598"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.42207374299461"
[1] "Newton iter: 1, lambda:1.3582784211403, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.35537518761874, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.35536841963988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35536841960294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35536841960294"
[1] "Starting iterative with newton 1.35536841960294"
[1] "Starting newton at: 2.11905810164276"
[1] "Newton iter: 1, lambda:2.04090348687047, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.04304537718037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.0430466380322, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04304663803264, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0430466380322"
[1] "Starting iterative with newton 2.0430466380322"
[1] "Starting newton at: 2.4594996856962"
[1] "Newton iter: 1, lambda:2.49169615675469, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.49232772023081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49232796925532, diff to last: 0"
[1] "Newton iter: 4, lambda:2.49232796925536, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.49232796925532"
[1] "Starting iterative with newton 2.49232796925532"
[1] "Starting newton at: 2.76516350903735"
[1] "Newton iter: 1, lambda:2.74327352703429, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.74362582649014, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74362591767661, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74362591767662, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.74362591767661"
[1] "Starting iterative with newton 2.74362591767661"
[1] "Starting newton at: 2.88144657218993"
[1] "Newton iter: 1, lambda:2.87485563207585, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.87488937233734, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87488937322262, diff to last: 0"
[1] "Final threshold is: 0.145333596586093"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.50859817613833"
[1] "Newton iter: 1, lambda:1.62833676393891, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.62261631756404, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.62260892324148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62260892322866, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62260892322866"
[1] "Starting iterative with newton 1.62260892322866"
[1] "Starting newton at: 2.46179441194316"
[1] "Newton iter: 1, lambda:2.43075293616918, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.43150731608329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4315077561911, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43150775619125, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43150775619125"
[1] "Starting iterative with newton 2.43150775619125"
[1] "Starting newton at: 2.92383009864549"
[1] "Newton iter: 1, lambda:2.92632862015788, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.92633489797208, diff to last: 0"
[1] "Newton iter: 3, lambda:2.92633489801167, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.92633489801167"
[1] "Starting iterative with newton 2.92633489801167"
[1] "Starting newton at: 3.15620246914863"
[1] "Newton iter: 1, lambda:3.18569673067404, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.18664038913028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.18664133560563, diff to last: 0"
[1] "Newton iter: 4, lambda:3.18664133560658, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.18664133560658"
[1] "Starting iterative with newton 3.18664133560658"
[1] "Starting newton at: 3.37362922855547"
[1] "Newton iter: 1, lambda:3.33759148900402, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.33893726181012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.33893920972013, diff to last: 0"
[1] "Newton iter: 4, lambda:3.33893920972421, diff to last: 0"
[1] "Final threshold is: 0.16879259725636"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.54875192736221"
[1] "Newton iter: 1, lambda:1.48307357517333, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.48136881619746, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.48136737199034, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48136737198929, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48136737199034"
[1] "Starting iterative with newton 1.48136737199034"
[1] "Starting newton at: 2.35556488617395"
[1] "Newton iter: 1, lambda:2.25708279977285, diff to last: 0.098"
[1] "Newton iter: 2, lambda:2.26335763800191, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.26338103282201, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26338103314966, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26338103282201"
[1] "Starting iterative with newton 2.26338103282201"
[1] "Starting newton at: 2.72384172092248"
[1] "Newton iter: 1, lambda:2.76712858795508, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.76881667601292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.76881924224839, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76881924225432, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.76881924224839"
[1] "Starting iterative with newton 2.76881924224839"
[1] "Starting newton at: 3.01447842715632"
[1] "Newton iter: 1, lambda:3.05358009172214, diff to last: 0.039"
[1] "Newton iter: 2, lambda:3.05512444694044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.05512681287653, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05512681288208, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.05512681288208"
[1] "Starting iterative with newton 3.05512681288208"
[1] "Starting newton at: 3.17919095211841"
[1] "Newton iter: 1, lambda:3.20512094467195, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.20582112608653, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.20582162734935, diff to last: 0"
[1] "Newton iter: 4, lambda:3.20582162734961, diff to last: 0"
[1] "Final threshold is: 0.162063135874314"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.87893396665543"
[1] "Newton iter: 1, lambda:2.38372140206535, diff to last: 0.505"
[1] "Newton iter: 2, lambda:2.57057811902088, diff to last: 0.187"
[1] "Newton iter: 3, lambda:2.6361565785632, diff to last: 0.066"
[1] "Newton iter: 4, lambda:2.64500328372962, diff to last: 0.009"
[1] "Newton iter: 5, lambda:2.64515874465833, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64515879223231, diff to last: 0"
[1] "Newton iter: 7, lambda:2.64515879223231, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.64515879223231"
[1] "Starting iterative with newton 2.64515879223231"
[1] "Starting newton at: 3.29957573758918"
[1] "Newton iter: 1, lambda:3.43692999683657, diff to last: 0.137"
[1] "Newton iter: 2, lambda:3.47256481541148, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.47480202590069, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.47481049775324, diff to last: 0"
[1] "Newton iter: 5, lambda:3.47481049787437, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.47481049775324"
[1] "Starting iterative with newton 3.47481049775324"
[1] "Starting newton at: 4.0962848196357"
[1] "Newton iter: 1, lambda:4.08588970941318, diff to last: 0.01"
[1] "Newton iter: 2, lambda:4.08608924610205, diff to last: 0"
[1] "Newton iter: 3, lambda:4.08608932106743, diff to last: 0"
[1] "Newton iter: 4, lambda:4.08608932106744, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.08608932106743"
[1] "Starting iterative with newton 4.08608932106743"
[1] "Starting newton at: 4.34717599798541"
[1] "Newton iter: 1, lambda:4.42010742763945, diff to last: 0.073"
[1] "Newton iter: 2, lambda:4.4329803454952, diff to last: 0.013"
[1] "Newton iter: 3, lambda:4.43333775113333, diff to last: 0"
[1] "Newton iter: 4, lambda:4.4333380194652, diff to last: 0"
[1] "Newton iter: 5, lambda:4.43333801946536, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4333380194652"
[1] "Starting iterative with newton 4.4333380194652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08254437920839622}, {'ad': 0.10373469381832096, 'da': 0.10635678072959846, 'dd': 0.1453335965860933}, {'ad': 0.16879259725635973, 'da': 0.16206313587431448, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359540636032872. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05055276141745263
0.05055276141745263
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.199576178685218, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.205025460649967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.205029486523401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205029486525597, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205029486523401"
[1] "Starting iterative with newton 0.205029486523401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0829200851750909, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0834213994644885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0834214177745718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0834214177745718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0834214177745718"
[1] "Starting iterative with newton 0.0834214177745718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760009587136337, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764089341176487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764089458672404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764089458672404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0764089458672404"
[1] "Starting iterative with newton 0.0764089458672404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755950953738448, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.075997966504719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759979779407282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759979779407283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.075997966504719"
[1] "Starting iterative with newton 0.075997966504719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755712909145825, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0759738638878936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759738753057272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759738753057272, diff to last: 0"
[1] "Final threshold is: 0.0038406886150867"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.383888505852807"
[1] "Newton iter: 1, lambda:0.236247508874476, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.239775938347055, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.239777995886516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239777995887216, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.239777995886516"
[1] "Starting iterative with newton 0.239777995886516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0642860332746628, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0645555324676764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.06455553720558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0645555324676764"
[1] "Starting iterative with newton 0.0645555324676764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0560516765311506, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0562392630190701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562392651207933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0562392630190701"
[1] "Starting iterative with newton 0.0562392630190701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556740027878813, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558582684756097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558582704947965, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0558582704947965"
[1] "Starting iterative with newton 0.0558582704947965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0556567321759468, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.05584084688035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558408488958277, diff to last: 0"
[1] "Final threshold is: 0.0028229091115788"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.265873279354436"
[1] "Newton iter: 1, lambda:0.232382529619551, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.232557225722132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.232557230489584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.232557225722132"
[1] "Starting iterative with newton 0.232557225722132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0817185256181884, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0822031708531916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0822031879032092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0822031879032092, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0822031879032092"
[1] "Starting iterative with newton 0.0822031879032092"
[1] "Starting newton at: 0.0254862091198599"
[1] "Newton iter: 1, lambda:0.0753484180962256, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.075517140056414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755171419886349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0755171419886349"
[1] "Starting iterative with newton 0.0755171419886349"
[1] "Starting newton at: 0.0321722550344342"
[1] "Newton iter: 1, lambda:0.0751017446486733, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752264362599527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752264373120986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0752264362599527"
[1] "Starting iterative with newton 0.0752264362599527"
[1] "Starting newton at: 0.0324629607631164"
[1] "Newton iter: 1, lambda:0.0750908641441178, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0752137939296055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752137949520947, diff to last: 0"
[1] "Final threshold is: 0.00380226503151445"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345670343767279"
[1] "Newton iter: 1, lambda:0.451770116922066, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.454930857888527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.454933607746905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454933607748985, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454933607746905"
[1] "Starting iterative with newton 0.454933607746905"
[1] "Starting newton at: 0.196810481272095"
[1] "Newton iter: 1, lambda:0.200703319143087, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.200705825448714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.200705825449753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.200705825448714"
[1] "Starting iterative with newton 0.200705825448714"
[1] "Starting newton at: 0.196579080549528"
[1] "Newton iter: 1, lambda:0.173393681626151, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.173475682589888, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173475683616393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173475682589888"
[1] "Starting iterative with newton 0.173475682589888"
[1] "Starting newton at: 0.223454071025118"
[1] "Newton iter: 1, lambda:0.170069337156147, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.170499715873582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.170499743896751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170499743896751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.170499743896751"
[1] "Starting iterative with newton 0.170499743896751"
[1] "Starting newton at: 0.226430009718255"
[1] "Newton iter: 1, lambda:0.169688020820967, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.170173692709659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17017372836073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17017372836073, diff to last: 0"
[1] "Final threshold is: 0.00860275188933839"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.477975370209522"
[1] "Newton iter: 1, lambda:0.478491494447074, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.478491573561402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.478491573561404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478491573561404"
[1] "Starting iterative with newton 0.478491573561404"
[1] "Starting newton at: 0.313730257091802"
[1] "Newton iter: 1, lambda:0.193708840815959, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.195939395305506, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.195940171158408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195940171158501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195940171158408"
[1] "Starting iterative with newton 0.195940171158408"
[1] "Starting newton at: 0.192186900196567"
[1] "Newton iter: 1, lambda:0.167761258390766, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.167846949143915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.167846950199469, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167846950199469"
[1] "Starting iterative with newton 0.167846950199469"
[1] "Starting newton at: 0.187596444791807"
[1] "Newton iter: 1, lambda:0.164868104666608, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.164941696963222, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164941697735356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164941696963222"
[1] "Starting iterative with newton 0.164941696963222"
[1] "Starting newton at: 0.190501698028053"
[1] "Newton iter: 1, lambda:0.164543833620857, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.164639732696523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.164639734006565, diff to last: 0"
[1] "Final threshold is: 0.00832299319306675"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.78254949055842"
[1] "Starting iterative with newton 2.78254949055842"
[1] "Starting newton at: 0.631749001948435"
[1] "Newton iter: 1, lambda:0.621092431680545, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.621136037911288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.621136038644038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621136038644038"
[1] "Starting iterative with newton 0.621136038644038"
[1] "Starting newton at: 0.384787943144616"
[1] "Newton iter: 1, lambda:0.320869102761918, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.321875230546507, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321875481458202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321875481458218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321875481458202"
[1] "Starting iterative with newton 0.321875481458202"
[1] "Starting newton at: 0.23718271608426"
[1] "Newton iter: 1, lambda:0.278924580646608, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.279320009640409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279320045039565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279320045039565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279320045039565"
[1] "Starting iterative with newton 0.279320045039565"
[1] "Starting newton at: 0.251254964029749"
[1] "Newton iter: 1, lambda:0.272918684148837, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.273023711506951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273023713972288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273023713972288"
[1] "Starting iterative with newton 0.273023713972288"
[1] "Starting newton at: 0.257551295097026"
[1] "Newton iter: 1, lambda:0.272040073638939, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.272086943272239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272086943762275, diff to last: 0"
[1] "Final threshold is: 0.0137547463528181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74497652420118"
[1] "Starting iterative with newton 1.74497652420118"
[1] "Starting newton at: 0.684913849919485"
[1] "Newton iter: 1, lambda:0.685909737141581, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.685910185397424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685910185397515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685910185397424"
[1] "Starting iterative with newton 0.685910185397424"
[1] "Starting newton at: 0.439586057433991"
[1] "Newton iter: 1, lambda:0.483214094405044, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.483920131348192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483920314747715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483920314747728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483920314747715"
[1] "Starting iterative with newton 0.483920314747715"
[1] "Starting newton at: 0.462886849446763"
[1] "Newton iter: 1, lambda:0.438030516128945, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.438246158973321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.438246175277444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438246175277444, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438246175277444"
[1] "Starting iterative with newton 0.438246175277444"
[1] "Starting newton at: 0.463110219375846"
[1] "Newton iter: 1, lambda:0.427150892912138, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.427596171517672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427596240233765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427596240233767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427596240233765"
[1] "Starting iterative with newton 0.427596240233765"
[1] "Starting newton at: 0.470379991323488"
[1] "Newton iter: 1, lambda:0.424371643807111, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.425097238772923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425097420745358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42509742074537, diff to last: 0"
[1] "Final threshold is: 0.0214898484901151"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.8164556681564"
[1] "Starting iterative with newton 1.8164556681564"
[1] "Starting newton at: 0.64005525670482"
[1] "Newton iter: 1, lambda:0.694283997831814, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.695660816499753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.695661688085248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.695661688085598, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.695661688085598"
[1] "Starting iterative with newton 0.695661688085598"
[1] "Starting newton at: 0.433987837108563"
[1] "Newton iter: 1, lambda:0.47214958090539, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.472685713148643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.472685818278823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472685818278827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472685818278827"
[1] "Starting iterative with newton 0.472685818278827"
[1] "Starting newton at: 0.466376490856062"
[1] "Newton iter: 1, lambda:0.422600011158384, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.423254101557926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.42325424864297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423254248642977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42325424864297"
[1] "Starting iterative with newton 0.42325424864297"
[1] "Starting newton at: 0.463690369998099"
[1] "Newton iter: 1, lambda:0.41110902097249, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.412038026549078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.412038318992079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412038318992108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.412038318992079"
[1] "Starting iterative with newton 0.412038318992079"
[1] "Starting newton at: 0.463296109972587"
[1] "Newton iter: 1, lambda:0.408474602118374, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.409480799683663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.409481141605267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409481141605307, diff to last: 0"
[1] "Final threshold is: 0.0207004024565192"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08813314437333"
[1] "Starting iterative with newton 1.08813314437333"
[1] "Starting newton at: 0.761184933291547"
[1] "Newton iter: 1, lambda:0.857579940495043, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.863619818507169, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.863642679666725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863642679993339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863642679993339"
[1] "Starting iterative with newton 0.863642679993339"
[1] "Starting newton at: 0.794213870354148"
[1] "Newton iter: 1, lambda:0.791519838417312, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.791524142191987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.791524142202983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.791524142191987"
[1] "Starting iterative with newton 0.791524142191987"
[1] "Starting newton at: 0.759478139487268"
[1] "Newton iter: 1, lambda:0.767584078647914, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.767622509354628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767622510215777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767622510215777"
[1] "Starting iterative with newton 0.767622510215777"
[1] "Starting newton at: 0.760988166057011"
[1] "Newton iter: 1, lambda:0.759620957171392, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.759622039844612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759622039845291, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.759622039844612"
[1] "Starting iterative with newton 0.759622039844612"
[1] "Starting newton at: 0.762840227981598"
[1] "Newton iter: 1, lambda:0.756915203346081, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.756935459113357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.756935459350635, diff to last: 0"
[1] "Final threshold is: 0.0382651776729675"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.993953828103445"
[1] "Starting iterative with newton 0.993953828103445"
[1] "Starting newton at: 1.05183529588703"
[1] "Newton iter: 1, lambda:1.01508873746446, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.0160753678888, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01607609580055, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01607609580095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01607609580095"
[1] "Starting iterative with newton 1.01607609580095"
[1] "Starting newton at: 1.0466050770707"
[1] "Newton iter: 1, lambda:1.02473153171231, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.02508587675672, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02508597101924, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02508597101925, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02508597101925"
[1] "Starting iterative with newton 1.02508597101925"
[1] "Starting newton at: 1.04510731248458"
[1] "Newton iter: 1, lambda:1.02852657809299, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.02873120427282, diff to last: 0"
[1] "Newton iter: 3, lambda:1.02873123575943, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02873123575943, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02873123575943"
[1] "Starting iterative with newton 1.02873123575943"
[1] "Starting newton at: 1.04412388305826"
[1] "Newton iter: 1, lambda:1.03005434075111, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03020200895642, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03020202536485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03020202536485, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03020202536485"
[1] "Starting iterative with newton 1.03020202536485"
[1] "Starting newton at: 1.0433556296332"
[1] "Newton iter: 1, lambda:1.03067469569765, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.03079479001449, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03079480087008, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03079480087008, diff to last: 0"
[1] "Final threshold is: 0.0521095230899556"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.982958667505974"
[1] "Starting iterative with newton 0.982958667505974"
[1] "Starting newton at: 1.05384068411838"
[1] "Newton iter: 1, lambda:0.990792061491027, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.993561252490959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.993566813847997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993566813870392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.993566813870392"
[1] "Starting iterative with newton 0.993566813870392"
[1] "Starting newton at: 1.05103508214221"
[1] "Newton iter: 1, lambda:0.995524729036493, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.997685548700165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.997688940261198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.997688940269542, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.997688940261198"
[1] "Starting iterative with newton 0.997688940261198"
[1] "Starting newton at: 1.04766067124046"
[1] "Newton iter: 1, lambda:0.997512512323136, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.999283300655101, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999285579537528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999285579541298, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.999285579541298"
[1] "Starting iterative with newton 0.999285579541298"
[1] "Starting newton at: 1.04664409250885"
[1] "Newton iter: 1, lambda:0.998249886034248, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.99990125348442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999903235792409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999903235795263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.999903235792409"
[1] "Starting iterative with newton 0.999903235792409"
[1] "Starting newton at: 1.0470702240312"
[1] "Newton iter: 1, lambda:0.998474967587211, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.00014004253938, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00014205813342, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00014205813637, diff to last: 0"
[1] "Final threshold is: 0.0505599428483787"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7823905574959"
[1] "Starting iterative with newton 0.7823905574959"
[1] "Starting newton at: 1.13904639094972"
[1] "Newton iter: 1, lambda:1.28047900801367, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.3043007056713, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.30493045763444, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30493088954912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30493088954933, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30493088954912"
[1] "Starting iterative with newton 1.30493088954912"
[1] "Starting newton at: 1.47094727590935"
[1] "Newton iter: 1, lambda:1.63970956173151, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.68190034197779, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.68429568287953, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.68430308245693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68430308252735, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68430308245693"
[1] "Starting iterative with newton 1.68430308245693"
[1] "Starting newton at: 1.49483325353771"
[1] "Newton iter: 1, lambda:1.7707424725587, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.89958228279616, diff to last: 0.129"
[1] "Newton iter: 3, lambda:1.92619579420254, diff to last: 0.027"
[1] "Newton iter: 4, lambda:1.92721734480924, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.92721880202019, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92721880202316, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.92721880202316"
[1] "Starting iterative with newton 1.92721880202316"
[1] "Starting newton at: 1.50484184880707"
[1] "Newton iter: 1, lambda:1.8233154924753, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0030392720359, diff to last: 0.18"
[1] "Newton iter: 3, lambda:2.05968141310061, diff to last: 0.057"
[1] "Newton iter: 4, lambda:2.06469797972991, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.06473477107481, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06473477304008, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06473477107481"
[1] "Starting iterative with newton 2.06473477107481"
[1] "Starting newton at: 1.60092247311654"
[1] "Newton iter: 1, lambda:1.90699882342424, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.07893218185008, diff to last: 0.172"
[1] "Newton iter: 3, lambda:2.13197992411732, diff to last: 0.053"
[1] "Newton iter: 4, lambda:2.136462861075, diff to last: 0.004"
[1] "Newton iter: 5, lambda:2.13649283769242, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13649283902425, diff to last: 0"
[1] "Final threshold is: 0.108005612761289"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.73300469797586"
[1] "Starting iterative with newton 0.73300469797586"
[1] "Starting newton at: 1.4022433155061"
[1] "Newton iter: 1, lambda:1.42286982908487, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.42339902710633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42339936895958, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42339936895972, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42339936895958"
[1] "Starting iterative with newton 1.42339936895958"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747992660087887"
[1] "Starting iterative with newton 0.747992660087887"
[1] "Starting newton at: 1.43323300140851"
[1] "Newton iter: 1, lambda:1.39473541216997, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.39645565339266, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.39645922763929, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3964592276547, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39645922763929"
[1] "Starting iterative with newton 1.39645922763929"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.35369081920705, diff to last: 0.052"
[1] "Newton iter: 2, lambda:4.361851387183, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.36210667490748, diff to last: 0"
[1] "Newton iter: 4, lambda:4.3621069179583, diff to last: 0"
[1] "Newton iter: 5, lambda:4.36210691795195, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.36210667490748"
[1] "Starting iterative with newton 4.36210667490748"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.21065391224736, diff to last: 0.195"
[1] "Newton iter: 2, lambda:4.27376373695782, diff to last: 0.063"
[1] "Newton iter: 3, lambda:4.29114995966093, diff to last: 0.017"
[1] "Newton iter: 4, lambda:4.29231775643177, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29232274697235, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29232274707939, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.29231775643177"
[1] "Starting iterative with newton 4.29231775643177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.32517329354681, diff to last: 1.08"
[1] "Newton iter: 2, lambda:3.56173666742874, diff to last: 0.237"
[1] "Newton iter: 3, lambda:3.77017690754294, diff to last: 0.208"
[1] "Newton iter: 4, lambda:3.94527931643064, diff to last: 0.175"
[1] "Newton iter: 5, lambda:4.07773783570454, diff to last: 0.132"
[1] "Newton iter: 6, lambda:4.15654195159678, diff to last: 0.079"
[1] "Newton iter: 7, lambda:4.18336944310551, diff to last: 0.027"
[1] "Newton iter: 8, lambda:4.18612803205363, diff to last: 0.003"
[1] "Newton iter: 9, lambda:4.18615507956472, diff to last: 0"
[1] "Newton iter: 10, lambda:4.18615508211769, diff to last: 0"
[1] "Final threshold is: 0.211621699122752"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505527614174526"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.20444421645935"
[1] "Newton iter: 1, lambda:1.47663375595524, diff to last: 0.272"
[1] "Newton iter: 2, lambda:1.60011496261041, diff to last: 0.123"
[1] "Newton iter: 3, lambda:1.6256338932712, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.62664071645872, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62664224071904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62664224072252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62664224072252"
[1] "Starting iterative with newton 1.62664224072252"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222708416427423"
threshold is:
[{'ad': 0.0038406886150867047, 'da': 0.002822909111578799, 'dd': 0.0038022650315144473}, {'ad': 0.00860275188933839, 'da': 0.008322993193066747, 'dd': 0.013754746352818118}, {'ad': 0.021489848490115145, 'da': 0.020700402456519204, 'dd': 0.0382651776729675}, {'ad': 0.052109523089955576, 'da': 0.05055994284837866, 'dd': 0.10800561276128885}, {'ad': 0.22270841642742253, 'da': 0.21162169912275217, 'dd': 0.22270841642742253}]
Number of points in noise estimation: 128
Estimated noise: 0.05055276141745263
0.05055276141745263
threshold is:
[{'ad': 0.017862024202054627, 'da': 0.000500746901277549, 'dd': 0.005469370148659766}, {'ad': 0.007408183562065851, 'da': 0.014266328240366747, 'dd': 0.011144021832911195}, {'ad': 0.021385287873380676, 'da': 0.018901787422287687, 'dd': 0.03413657884653388}, {'ad': 0.03408136384626709, 'da': 0.0345734467644752, 'dd': 0.20618792831702326}, {'ad': 0.22270841642742253, 'da': 0.22270841642742253, 'dd': 0.22270841642742253}]
['stjerten256', 0.05, 2, 0.002446118553652274, 0.0008831382851687765, 0.0007336511073495499, 0.0024125558453156485, 0.0008685244871818535, 0.0009344440912367966, 0.0008685244871818535, 0.0009344440912367966, 26.115224982607792, 30.539712876075434, 31.345104226123212, 26.175226249140273, 30.612179325444146, 30.29446677799017, 30.612179325444146, 30.29446677799017]
stjerten256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.242351421664911"
[1] "Newton iter: 1, lambda:0.223980633920776, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.224026001664042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224026001941314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224026001664042"
[1] "Starting iterative with newton 0.224026001664042"
[1] "Starting newton at: 0.107131859240279"
[1] "Newton iter: 1, lambda:0.0901168250520194, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0901395191958424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0901395192362253, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0901395191958424"
[1] "Starting iterative with newton 0.0901395191958424"
[1] "Starting newton at: 0.0684659178743042"
[1] "Newton iter: 1, lambda:0.0831484895209603, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0831646393623598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0831646393818959, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0831646393818959"
[1] "Starting iterative with newton 0.0831646393818959"
[1] "Starting newton at: 0.0754407976882507"
[1] "Newton iter: 1, lambda:0.0827914276289173, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827954652230276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827954652242457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0827954652242457"
[1] "Starting iterative with newton 0.0827954652242457"
[1] "Starting newton at: 0.0758099718459009"
[1] "Newton iter: 1, lambda:0.0827722812688561, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827759030514453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827759030524253, diff to last: 0"
[1] "Final threshold is: 0.00418272470369266"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.299203594575675"
[1] "Newton iter: 1, lambda:0.223663080133251, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.224557719135234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.224557845416789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224557845416792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224557845416789"
[1] "Starting iterative with newton 0.224557845416789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568106153341114, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.057003345887432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570033481063863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.057003345887432"
[1] "Starting iterative with newton 0.057003345887432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489232246385445, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0490546872282616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049054688177792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.049054688177792"
[1] "Starting iterative with newton 0.049054688177792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485555962004319, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486845662128609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486845671230235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486845662128609"
[1] "Starting iterative with newton 0.0486845662128609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485384958000133, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486673506100164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486673515183819, diff to last: 0"
[1] "Final threshold is: 0.00245919556241768"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.434882553630261"
[1] "Newton iter: 1, lambda:0.224480612621643, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.231323723616413, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.231331109729177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231331109737778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231331109729177"
[1] "Starting iterative with newton 0.231331109729177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594756472929209, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0597096664416823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597096700654415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0597096664416823"
[1] "Starting iterative with newton 0.0597096664416823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506832448538331, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0508388751400657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0508388766078376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0508388751400657"
[1] "Starting iterative with newton 0.0508388751400657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502524426797027, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504046878892815, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504046892870096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0504046878892815"
[1] "Starting iterative with newton 0.0504046878892815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502314098404098, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503834908786417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503834922730202, diff to last: 0"
[1] "Final threshold is: 0.00254591329345441"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.383901806349804"
[1] "Newton iter: 1, lambda:0.463121267380394, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.464938295530474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.464939235926904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464939235927156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.464939235927156"
[1] "Starting iterative with newton 0.464939235927156"
[1] "Starting newton at: 0.28461908965031"
[1] "Newton iter: 1, lambda:0.205220899714557, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.206227104487135, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.206227267018081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206227267018085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206227267018081"
[1] "Starting iterative with newton 0.206227267018081"
[1] "Starting newton at: 0.245140728432974"
[1] "Newton iter: 1, lambda:0.178822649989091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.179483200556249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179483266328998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179483266328998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179483266328998"
[1] "Starting iterative with newton 0.179483266328998"
[1] "Starting newton at: 0.249218904735415"
[1] "Newton iter: 1, lambda:0.175819358846571, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.176622667564209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176622764168394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176622764168395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176622764168395"
[1] "Starting iterative with newton 0.176622764168395"
[1] "Starting newton at: 0.252079406896018"
[1] "Newton iter: 1, lambda:0.175440687938018, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.176315642771599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176315757291183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176315757291185, diff to last: 0"
[1] "Final threshold is: 0.00890935944502792"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.502247346778289"
[1] "Newton iter: 1, lambda:0.453425250963434, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.454083364806712, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.454083485799214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454083485799218, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454083485799218"
[1] "Starting iterative with newton 0.454083485799218"
[1] "Starting newton at: 0.249726385188246"
[1] "Newton iter: 1, lambda:0.18834371395055, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.18891022114245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188910269521031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188910269521032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188910269521031"
[1] "Starting iterative with newton 0.188910269521031"
[1] "Starting newton at: 0.326612751592"
[1] "Newton iter: 1, lambda:0.160631138517594, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.164428339415732, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164430340457153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164430340457709, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164430340457153"
[1] "Starting iterative with newton 0.164430340457153"
[1] "Starting newton at: 0.257653593542479"
[1] "Newton iter: 1, lambda:0.16083715674258, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.162123589476987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162123817358911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162123817358918, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.162123817358911"
[1] "Starting iterative with newton 0.162123817358911"
[1] "Starting newton at: 0.259960116640721"
[1] "Newton iter: 1, lambda:0.160550690416947, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.161905825170333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.161906077857861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161906077857869, diff to last: 0"
[1] "Final threshold is: 0.00818122819044541"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0.724820780932602"
[1] "Newton iter: 1, lambda:0.623716138258098, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.627611326459597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.627617325886796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62761732590101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627617325886796"
[1] "Starting iterative with newton 0.627617325886796"
[1] "Starting newton at: 0.20228850423892"
[1] "Newton iter: 1, lambda:0.331053742763917, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.335286343559925, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.335290877053578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335290877058777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.335290877058777"
[1] "Starting iterative with newton 0.335290877058777"
[1] "Starting newton at: 0.346483035483682"
[1] "Newton iter: 1, lambda:0.292885779875074, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.293552076608886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293552180074708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29355218007471, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.293552180074708"
[1] "Starting iterative with newton 0.293552180074708"
[1] "Starting newton at: 0.365490864723522"
[1] "Newton iter: 1, lambda:0.285820239470236, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.287272097028251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.287272582694598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287272582694652, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.287272582694652"
[1] "Starting iterative with newton 0.287272582694652"
[1] "Starting newton at: 0.369664733162902"
[1] "Newton iter: 1, lambda:0.284669701123433, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.286318394780687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.286319019991747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286319019991837, diff to last: 0"
[1] "Final threshold is: 0.0144679018157283"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 0.681789907408359"
[1] "Newton iter: 1, lambda:0.678498495104804, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.678503326039885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.678503326050304, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678503326050304"
[1] "Starting iterative with newton 0.678503326050304"
[1] "Starting newton at: 0.429126991439137"
[1] "Newton iter: 1, lambda:0.483975644988348, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.485100803184917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.485101271884466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485101271884548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485101271884548"
[1] "Starting iterative with newton 0.485101271884548"
[1] "Starting newton at: 0.492220251559777"
[1] "Newton iter: 1, lambda:0.43891577280796, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.439911204517465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.439911555297759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439911555297803, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439911555297803"
[1] "Starting iterative with newton 0.439911555297803"
[1] "Starting newton at: 0.515806468318087"
[1] "Newton iter: 1, lambda:0.426305897839052, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.429060910450305, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.429063568018906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429063568021378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.429063568021378"
[1] "Starting iterative with newton 0.429063568021378"
[1] "Starting newton at: 0.510022655762998"
[1] "Newton iter: 1, lambda:0.423897352184385, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.42644372602208, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.426445989958095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426445989959884, diff to last: 0"
[1] "Final threshold is: 0.021548616339224"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 0.645876666041143"
[1] "Newton iter: 1, lambda:0.705689616386958, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.707388432204456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.707389773857276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707389773858113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707389773857276"
[1] "Starting iterative with newton 0.707389773857276"
[1] "Starting newton at: 0.474017358839234"
[1] "Newton iter: 1, lambda:0.487642238343759, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.48771272362874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487712725510311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487712725510311"
[1] "Starting iterative with newton 0.487712725510311"
[1] "Starting newton at: 0.436142185777489"
[1] "Newton iter: 1, lambda:0.437337376696253, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.43733788495466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437337884954752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43733788495466"
[1] "Starting iterative with newton 0.43733788495466"
[1] "Starting newton at: 0.459027276561043"
[1] "Newton iter: 1, lambda:0.425117648304163, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.425518396925522, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425518453200994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425518453200995, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425518453200994"
[1] "Starting iterative with newton 0.425518453200994"
[1] "Starting newton at: 0.458544724028081"
[1] "Newton iter: 1, lambda:0.422275991956297, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.422732644045854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422732716854964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422732716854966, diff to last: 0"
[1] "Final threshold is: 0.0213609820330133"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 0.969860335458332"
[1] "Newton iter: 1, lambda:0.856134172389683, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.863598625624719, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.863632852966343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863632853683519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863632853683519"
[1] "Starting iterative with newton 0.863632853683519"
[1] "Starting newton at: 0.756715409523461"
[1] "Newton iter: 1, lambda:0.767155266367616, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.767218113263147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767218115531419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.767218113263147"
[1] "Starting iterative with newton 0.767218113263147"
[1] "Starting newton at: 0.754739369696191"
[1] "Newton iter: 1, lambda:0.735231566571001, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.735443660636492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.735443685897277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735443685897278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.735443685897277"
[1] "Starting iterative with newton 0.735443685897277"
[1] "Starting newton at: 0.745077393193681"
[1] "Newton iter: 1, lambda:0.724580055902588, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.724812356545954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.724812386615958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724812386615959, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724812386615958"
[1] "Starting iterative with newton 0.724812386615958"
[1] "Starting newton at: 0.751057890448992"
[1] "Newton iter: 1, lambda:0.720732021680341, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.721237281840396, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.721237423734701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721237423734712, diff to last: 0"
[1] "Final threshold is: 0.0364446351930214"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.09787420406079"
[1] "Newton iter: 1, lambda:1.00532536107611, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.011443553476, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.01147201324709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01147201386075, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01147201324709"
[1] "Starting iterative with newton 1.01147201324709"
[1] "Starting newton at: 1.08778573172466"
[1] "Newton iter: 1, lambda:1.02586555953539, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02868568443574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.028691777645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02869177767339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.028691777645"
[1] "Starting iterative with newton 1.028691777645"
[1] "Starting newton at: 1.08610007804893"
[1] "Newton iter: 1, lambda:1.03380052796535, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.03583263701818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03583581172698, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03583581173472, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03583581172698"
[1] "Starting iterative with newton 1.03583581172698"
[1] "Starting newton at: 1.0867421721715"
[1] "Newton iter: 1, lambda:1.03693676840404, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.03878549222229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03878812374479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03878812375012, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03878812374479"
[1] "Starting iterative with newton 1.03878812374479"
[1] "Starting newton at: 1.08701179141711"
[1] "Newton iter: 1, lambda:1.03822779661274, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.04000376841648, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04000619840834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04000619841288, diff to last: 0"
[1] "Final threshold is: 0.0525522459766037"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 0.853513956987188"
[1] "Newton iter: 1, lambda:0.967426871306497, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.97719811129325, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.977266488999309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977266492329612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977266488999309"
[1] "Starting iterative with newton 0.977266488999309"
[1] "Starting newton at: 0.853588009452214"
[1] "Newton iter: 1, lambda:0.96900570777305, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979053362401679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979125739319541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979125743054095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.979125743054095"
[1] "Starting iterative with newton 0.979125743054095"
[1] "Starting newton at: 0.85345497843408"
[1] "Newton iter: 1, lambda:0.969579097636287, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.979757034777257, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97983133138776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979831335324367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.979831335324367"
[1] "Starting iterative with newton 0.979831335324367"
[1] "Starting newton at: 0.852749386163808"
[1] "Newton iter: 1, lambda:0.969695055523918, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980022454075813, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980098964970084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98009896914537, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.98009896914537"
[1] "Starting iterative with newton 0.98009896914537"
[1] "Starting newton at: 0.852481752342805"
[1] "Newton iter: 1, lambda:0.969738756373635, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980123096021719, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980200459162964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98020046343199, diff to last: 0"
[1] "Final threshold is: 0.0495302198341916"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.14106908769841"
[1] "Newton iter: 1, lambda:1.2651254317421, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.28302633762911, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2833752454646, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28337537616912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28337537616914, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28337537616912"
[1] "Starting iterative with newton 1.28337537616912"
[1] "Starting newton at: 1.5300867808529"
[1] "Newton iter: 1, lambda:1.64844494538383, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.66848656672578, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.66901295333037, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.66901330880485, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66901330880501, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66901330880485"
[1] "Starting iterative with newton 1.66901330880485"
[1] "Starting newton at: 1.51161482772308"
[1] "Newton iter: 1, lambda:1.77666902966313, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.89568108504563, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.918232912616, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.91896396075973, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.91896470796589, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91896470796667, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91896470796667"
[1] "Starting iterative with newton 1.91896470796667"
[1] "Starting newton at: 1.54888288690812"
[1] "Newton iter: 1, lambda:1.85085981322365, diff to last: 0.302"
[1] "Newton iter: 2, lambda:2.01388370603178, diff to last: 0.163"
[1] "Newton iter: 3, lambda:2.06007661652396, diff to last: 0.046"
[1] "Newton iter: 4, lambda:2.06337474945967, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.0633906324316, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06339063279827, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0633906324316"
[1] "Starting iterative with newton 2.0633906324316"
[1] "Starting newton at: 1.5363378289115"
[1] "Newton iter: 1, lambda:1.8649358785459, diff to last: 0.329"
[1] "Newton iter: 2, lambda:2.06141021444129, diff to last: 0.196"
[1] "Newton iter: 3, lambda:2.13184564115016, diff to last: 0.07"
[1] "Newton iter: 4, lambda:2.13992920996334, diff to last: 0.008"
[1] "Newton iter: 5, lambda:2.14002723180853, diff to last: 0"
[1] "Newton iter: 6, lambda:2.14002724605743, diff to last: 0"
[1] "Newton iter: 7, lambda:2.14002724605743, diff to last: 0"
[1] "Final threshold is: 0.108137084570333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.43158279855848"
[1] "Newton iter: 1, lambda:1.38407689136214, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.38661266788172, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38662025905811, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38662025912598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38662025905811"
[1] "Starting iterative with newton 1.38662025905811"
[1] "Starting newton at: 1.28693182163202"
[1] "Newton iter: 1, lambda:1.63714455414616, diff to last: 0.35"
[1] "Newton iter: 2, lambda:1.8394199204461, diff to last: 0.202"
[1] "Newton iter: 3, lambda:1.9084826388469, diff to last: 0.069"
[1] "Newton iter: 4, lambda:1.91574522342388, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.91581977994249, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91581978772613, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91581977994249"
[1] "Starting iterative with newton 1.91581977994249"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.45919531816305"
[1] "Newton iter: 1, lambda:1.36787985787526, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37685514787931, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37695117277085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37695118367444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37695118367444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37695118367444"
[1] "Starting iterative with newton 1.37695118367444"
[1] "Starting newton at: 1.31986322506534"
[1] "Newton iter: 1, lambda:1.65852900778905, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.85441109352739, diff to last: 0.196"
[1] "Newton iter: 3, lambda:1.92239930787358, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.92987260253305, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.92995654896451, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92995655945277, diff to last: 0"
[1] "Newton iter: 7, lambda:1.92995655945278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92995654896451"
[1] "Starting iterative with newton 1.92995654896451"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.23591531140656"
[1] "Newton iter: 1, lambda:1.48647121874061, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.59096067498137, diff to last: 0.104"
[1] "Newton iter: 3, lambda:1.60884025293793, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60932586889841, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60932622014844, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60932622014862, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60932622014862"
[1] "Starting iterative with newton 1.60932622014862"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
threshold is:
[{'ad': 0.004182724703692661, 'da': 0.002459195562417681, 'dd': 0.002545913293454413}, {'ad': 0.008909359445027925, 'da': 0.00818122819044541, 'dd': 0.014467901815728263}, {'ad': 0.02154861633922398, 'da': 0.02136098203301328, 'dd': 0.036444635193021414}, {'ad': 0.05255224597660372, 'da': 0.04953021983419159, 'dd': 0.10813708457033254}, {'ad': 0.22261124581774025, 'da': 0.22261124581774025, 'dd': 0.22261124581774025}]
Number of points in noise estimation: 128
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8322654345471"
[1] "Starting iterative with newton 10.8322654345471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.43561434267089"
[1] "Starting iterative with newton 8.43561434267089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33313128490795"
[1] "Starting iterative with newton 7.33313128490795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.35466445944493"
[1] "Starting iterative with newton 4.35466445944493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.4844494568667"
[1] "Starting iterative with newton 4.4844494568667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 1.96306109451992"
[1] "Newton iter: 1, lambda:1.57987445409167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.53590476001747, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.53452070102328, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53451925478693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53451925478535, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53451925478535"
[1] "Starting iterative with newton 1.53451925478535"
[1] "Starting newton at: 1.83323772151256"
[1] "Newton iter: 1, lambda:1.47773273091888, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.42101102911075, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.41817358458565, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.41816608849725, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41816608844482, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41816608844482"
[1] "Starting iterative with newton 1.41816608844482"
[1] "Starting newton at: 1.68362022822237"
[1] "Newton iter: 1, lambda:1.36046299676555, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.29134388892239, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.28602356969259, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.28599046823955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28599046695525, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28599046695525"
[1] "Starting iterative with newton 1.28599046695525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 2.04514044819344"
[1] "Newton iter: 1, lambda:1.53985306158663, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.49034661504083, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4884285050897, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48842546031082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48842546030313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48842546030313"
[1] "Starting iterative with newton 1.48842546030313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 1.3574194058112"
[1] "Newton iter: 1, lambda:1.21629465626846, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.19441450850999, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19380086212805, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19380037428119, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19380037428088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19380037428119"
[1] "Starting iterative with newton 1.19380037428119"
[1] "Starting newton at: 1.37124280329398"
[1] "Newton iter: 1, lambda:1.24845525871706, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.23266935305656, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.23237122352236, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23237111621897, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23237111621896, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23237111621896"
[1] "Starting iterative with newton 1.23237111621896"
[1] "Starting newton at: 1.41181674450732"
[1] "Newton iter: 1, lambda:1.29136679178819, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.277537569246, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.27732738431618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27732733528663, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27732733528663, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27732733528663"
[1] "Starting iterative with newton 1.27732733528663"
[1] "Starting newton at: 1.43520672046847"
[1] "Newton iter: 1, lambda:1.33051355189122, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.32075179661536, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.32065526081628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32065525129846, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32065526081628"
[1] "Starting iterative with newton 1.32065526081628"
[1] "Starting newton at: 1.46029445351371"
[1] "Newton iter: 1, lambda:1.37296837019315, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.36665538491299, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.36661843591202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36661843463848, diff to last: 0"
[1] "Final threshold is: 0.0690561924629008"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.11299738212193"
[1] "Newton iter: 1, lambda:1.12021787379933, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.12014277907489, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1201427709645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1201427709645"
[1] "Starting iterative with newton 1.1201427709645"
[1] "Starting newton at: 1.39368244917989"
[1] "Newton iter: 1, lambda:1.36626775096338, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.36563029365256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36562993669882, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36562993669871, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36562993669871"
[1] "Starting iterative with newton 1.36562993669871"
[1] "Starting newton at: 1.62454172810796"
[1] "Newton iter: 1, lambda:1.65124868815265, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.65093779442903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65093775534463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65093775534463, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65093775534463"
[1] "Starting iterative with newton 1.65093775534463"
[1] "Starting newton at: 1.91712479271637"
[1] "Newton iter: 1, lambda:1.89054311613971, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.89048091010579, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89048090965398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89048090965398"
[1] "Starting iterative with newton 1.89048090965398"
[1] "Starting newton at: 2.02356978393935"
[1] "Newton iter: 1, lambda:2.05350086160634, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.05350162999205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05350162999207, diff to last: 0"
[1] "Final threshold is: 0.103764884226062"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 1.11154378970172"
[1] "Newton iter: 1, lambda:1.16883045264924, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.16447197780408, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.16444693818765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16444693735962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16444693818765"
[1] "Starting iterative with newton 1.16444693818765"
[1] "Starting newton at: 1.45722271243255"
[1] "Newton iter: 1, lambda:1.4551321547767, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.45512908962534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.45512908961873, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45512908961873"
[1] "Starting iterative with newton 1.45512908961873"
[1] "Starting newton at: 1.75673584873848"
[1] "Newton iter: 1, lambda:1.73821868186853, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.73813219490405, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73813219285128, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73813219285128"
[1] "Starting iterative with newton 1.73813219285128"
[1] "Starting newton at: 1.86226064446283"
[1] "Newton iter: 1, lambda:1.94714704959708, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.9461572920357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.94615724674077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94615724674077, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94615724674077"
[1] "Starting iterative with newton 1.94615724674077"
[1] "Starting newton at: 2.10009133554695"
[1] "Newton iter: 1, lambda:2.0858723913729, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.08588900949002, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08588900950916, diff to last: 0"
[1] "Final threshold is: 0.105401441331694"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.41610264733738"
[1] "Newton iter: 1, lambda:1.39529915391578, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.39499368211292, diff to last: 0"
[1] "Newton iter: 3, lambda:1.39499361368669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39499361368668, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39499361368668"
[1] "Starting iterative with newton 1.39499361368668"
[1] "Starting newton at: 2.16846367666354"
[1] "Newton iter: 1, lambda:2.08545756041157, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.08813128772267, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08813353166108, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08813353166267, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08813353166108"
[1] "Starting iterative with newton 2.08813353166108"
[1] "Starting newton at: 2.46660841600935"
[1] "Newton iter: 1, lambda:2.50802067150357, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.50905843113442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.50905910357767, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50905910357795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50905910357767"
[1] "Starting iterative with newton 2.50905910357767"
[1] "Starting newton at: 2.70212524646824"
[1] "Newton iter: 1, lambda:2.7379765839854, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.73890124294235, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73890186223288, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73890186223316, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.73890186223316"
[1] "Starting iterative with newton 2.73890186223316"
[1] "Starting newton at: 2.81688703088379"
[1] "Newton iter: 1, lambda:2.84407674247492, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.84464095867659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.84464120137948, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84464120137953, diff to last: 0"
[1] "Final threshold is: 0.143741724191849"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.52479344856792"
[1] "Newton iter: 1, lambda:1.63231391764911, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.62773672581541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62773161603696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62773161603041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62773161603696"
[1] "Starting iterative with newton 1.62773161603696"
[1] "Starting newton at: 2.50641650968406"
[1] "Newton iter: 1, lambda:2.3975031603155, diff to last: 0.109"
[1] "Newton iter: 2, lambda:2.40635093559257, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.40640734031494, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40640734262002, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40640734031494"
[1] "Starting iterative with newton 2.40640734031494"
[1] "Starting newton at: 2.90181445614823"
[1] "Newton iter: 1, lambda:2.86678724387613, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.86792156444302, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.8679227700797, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86792277008106, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8679227700797"
[1] "Starting iterative with newton 2.8679227700797"
[1] "Starting newton at: 3.10079326452168"
[1] "Newton iter: 1, lambda:3.11443221876925, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.11461720351889, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11461723725929, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11461723725929, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.11461720351889"
[1] "Starting iterative with newton 3.11461720351889"
[1] "Starting newton at: 3.21641982287597"
[1] "Newton iter: 1, lambda:3.2534080757017, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.25480261831454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.25480454534652, diff to last: 0"
[1] "Newton iter: 4, lambda:3.2548045453502, diff to last: 0"
[1] "Final threshold is: 0.164467566956852"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.5320352319221"
[1] "Newton iter: 1, lambda:1.56159961460208, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.56123228672211, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56123223572067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56123223572067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56123223572067"
[1] "Starting iterative with newton 1.56123223572067"
[1] "Starting newton at: 2.21985006286966"
[1] "Newton iter: 1, lambda:2.3295298843903, diff to last: 0.11"
[1] "Newton iter: 2, lambda:2.33614612359019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.3361739767515, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33617397724818, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.3361739767515"
[1] "Starting iterative with newton 2.3361739767515"
[1] "Starting newton at: 2.80802351059782"
[1] "Newton iter: 1, lambda:2.77973572565605, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.78043946782347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7804399055598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78043990555997, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.7804399055598"
[1] "Starting iterative with newton 2.7804399055598"
[1] "Starting newton at: 3.04851407593194"
[1] "Newton iter: 1, lambda:3.0360073545886, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.03615833737468, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0361583595254, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0361583595254, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0361583595254"
[1] "Starting iterative with newton 3.0361583595254"
[1] "Starting newton at: 3.19189017242932"
[1] "Newton iter: 1, lambda:3.15809478410567, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.15921257604218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15921383011416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15921383011574, diff to last: 0"
[1] "Final threshold is: 0.159637300764371"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.91039811841956"
[1] "Newton iter: 1, lambda:2.30409338058974, diff to last: 0.394"
[1] "Newton iter: 2, lambda:2.39865134784806, diff to last: 0.095"
[1] "Newton iter: 3, lambda:2.40959868165745, diff to last: 0.011"
[1] "Newton iter: 4, lambda:2.40974939261317, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40974942113852, diff to last: 0"
[1] "Newton iter: 6, lambda:2.40974942113852, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40974939261317"
[1] "Starting iterative with newton 2.40974939261317"
[1] "Starting newton at: 3.06802399952468"
[1] "Newton iter: 1, lambda:3.23628352711819, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.28629443336146, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.2905903846924, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.29062074211633, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29062074362503, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29062074211633"
[1] "Starting iterative with newton 3.29062074211633"
[1] "Starting newton at: 3.729692033657"
[1] "Newton iter: 1, lambda:3.94971142221443, diff to last: 0.22"
[1] "Newton iter: 2, lambda:4.07743567135741, diff to last: 0.128"
[1] "Newton iter: 3, lambda:4.12036591677444, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.12474435214733, diff to last: 0.004"
[1] "Newton iter: 5, lambda:4.12478681483413, diff to last: 0"
[1] "Newton iter: 6, lambda:4.12478681879381, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12478681879381"
[1] "Starting iterative with newton 4.12478681879381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06905619246290079}, {'ad': 0.1037648842260621, 'da': 0.10540144133169423, 'dd': 0.1437417241918495}, {'ad': 0.16446756695685158, 'da': 0.15963730076437124, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363877446686427. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8322654345471"
[1] "Starting iterative with newton 10.8322654345471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.43561434267089"
[1] "Starting iterative with newton 8.43561434267089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33313128490795"
[1] "Starting iterative with newton 7.33313128490795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.35466445944493"
[1] "Starting iterative with newton 4.35466445944493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.4844494568667"
[1] "Starting iterative with newton 4.4844494568667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 1.96306109451992"
[1] "Newton iter: 1, lambda:1.57987445409167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.53590476001747, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.53452070102328, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53451925478693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53451925478535, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53451925478535"
[1] "Starting iterative with newton 1.53451925478535"
[1] "Starting newton at: 1.83323772151256"
[1] "Newton iter: 1, lambda:1.47773273091888, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.42101102911075, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.41817358458565, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.41816608849725, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41816608844482, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41816608844482"
[1] "Starting iterative with newton 1.41816608844482"
[1] "Starting newton at: 1.68362022822237"
[1] "Newton iter: 1, lambda:1.36046299676555, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.29134388892239, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.28602356969259, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.28599046823955, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28599046695525, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28599046695525"
[1] "Starting iterative with newton 1.28599046695525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 2.04514044819344"
[1] "Newton iter: 1, lambda:1.53985306158663, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.49034661504083, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.4884285050897, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48842546031082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48842546030313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48842546030313"
[1] "Starting iterative with newton 1.48842546030313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 1.3574194058112"
[1] "Newton iter: 1, lambda:1.21629465626846, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.19441450850999, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19380086212805, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19380037428119, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19380037428088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19380037428119"
[1] "Starting iterative with newton 1.19380037428119"
[1] "Starting newton at: 1.37124280329398"
[1] "Newton iter: 1, lambda:1.24845525871706, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.23266935305656, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.23237122352236, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23237111621897, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23237111621896, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23237111621896"
[1] "Starting iterative with newton 1.23237111621896"
[1] "Starting newton at: 1.41181674450732"
[1] "Newton iter: 1, lambda:1.29136679178819, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.277537569246, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.27732738431618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27732733528663, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27732733528663, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27732733528663"
[1] "Starting iterative with newton 1.27732733528663"
[1] "Starting newton at: 1.43520672046847"
[1] "Newton iter: 1, lambda:1.33051355189122, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.32075179661536, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.32065526081628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32065525129846, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32065526081628"
[1] "Starting iterative with newton 1.32065526081628"
[1] "Starting newton at: 1.46029445351371"
[1] "Newton iter: 1, lambda:1.37296837019315, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.36665538491299, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.36661843591202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36661843463848, diff to last: 0"
[1] "Final threshold is: 0.0690561924629008"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.11299738212193"
[1] "Newton iter: 1, lambda:1.12021787379933, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.12014277907489, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1201427709645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1201427709645"
[1] "Starting iterative with newton 1.1201427709645"
[1] "Starting newton at: 1.39368244917989"
[1] "Newton iter: 1, lambda:1.36626775096338, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.36563029365256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36562993669882, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36562993669871, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36562993669871"
[1] "Starting iterative with newton 1.36562993669871"
[1] "Starting newton at: 1.62454172810796"
[1] "Newton iter: 1, lambda:1.65124868815265, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.65093779442903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65093775534463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65093775534463, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65093775534463"
[1] "Starting iterative with newton 1.65093775534463"
[1] "Starting newton at: 1.91712479271637"
[1] "Newton iter: 1, lambda:1.89054311613971, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.89048091010579, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89048090965398, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89048090965398"
[1] "Starting iterative with newton 1.89048090965398"
[1] "Starting newton at: 2.02356978393935"
[1] "Newton iter: 1, lambda:2.05350086160634, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.05350162999205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05350162999207, diff to last: 0"
[1] "Final threshold is: 0.103764884226062"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 1.11154378970172"
[1] "Newton iter: 1, lambda:1.16883045264924, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.16447197780408, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.16444693818765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16444693735962, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16444693818765"
[1] "Starting iterative with newton 1.16444693818765"
[1] "Starting newton at: 1.45722271243255"
[1] "Newton iter: 1, lambda:1.4551321547767, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.45512908962534, diff to last: 0"
[1] "Newton iter: 3, lambda:1.45512908961873, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45512908961873"
[1] "Starting iterative with newton 1.45512908961873"
[1] "Starting newton at: 1.75673584873848"
[1] "Newton iter: 1, lambda:1.73821868186853, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.73813219490405, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73813219285128, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73813219285128"
[1] "Starting iterative with newton 1.73813219285128"
[1] "Starting newton at: 1.86226064446283"
[1] "Newton iter: 1, lambda:1.94714704959708, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.9461572920357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.94615724674077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94615724674077, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94615724674077"
[1] "Starting iterative with newton 1.94615724674077"
[1] "Starting newton at: 2.10009133554695"
[1] "Newton iter: 1, lambda:2.0858723913729, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.08588900949002, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08588900950916, diff to last: 0"
[1] "Final threshold is: 0.105401441331694"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.41610264733738"
[1] "Newton iter: 1, lambda:1.39529915391578, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.39499368211292, diff to last: 0"
[1] "Newton iter: 3, lambda:1.39499361368669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39499361368668, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39499361368668"
[1] "Starting iterative with newton 1.39499361368668"
[1] "Starting newton at: 2.16846367666354"
[1] "Newton iter: 1, lambda:2.08545756041157, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.08813128772267, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08813353166108, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08813353166267, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08813353166108"
[1] "Starting iterative with newton 2.08813353166108"
[1] "Starting newton at: 2.46660841600935"
[1] "Newton iter: 1, lambda:2.50802067150357, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.50905843113442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.50905910357767, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50905910357795, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50905910357767"
[1] "Starting iterative with newton 2.50905910357767"
[1] "Starting newton at: 2.70212524646824"
[1] "Newton iter: 1, lambda:2.7379765839854, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.73890124294235, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73890186223288, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73890186223316, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.73890186223316"
[1] "Starting iterative with newton 2.73890186223316"
[1] "Starting newton at: 2.81688703088379"
[1] "Newton iter: 1, lambda:2.84407674247492, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.84464095867659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.84464120137948, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84464120137953, diff to last: 0"
[1] "Final threshold is: 0.143741724191849"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.52479344856792"
[1] "Newton iter: 1, lambda:1.63231391764911, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.62773672581541, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62773161603696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62773161603041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62773161603696"
[1] "Starting iterative with newton 1.62773161603696"
[1] "Starting newton at: 2.50641650968406"
[1] "Newton iter: 1, lambda:2.3975031603155, diff to last: 0.109"
[1] "Newton iter: 2, lambda:2.40635093559257, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.40640734031494, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40640734262002, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40640734031494"
[1] "Starting iterative with newton 2.40640734031494"
[1] "Starting newton at: 2.90181445614823"
[1] "Newton iter: 1, lambda:2.86678724387613, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.86792156444302, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.8679227700797, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86792277008106, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8679227700797"
[1] "Starting iterative with newton 2.8679227700797"
[1] "Starting newton at: 3.10079326452168"
[1] "Newton iter: 1, lambda:3.11443221876925, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.11461720351889, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11461723725929, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11461723725929, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.11461720351889"
[1] "Starting iterative with newton 3.11461720351889"
[1] "Starting newton at: 3.21641982287597"
[1] "Newton iter: 1, lambda:3.2534080757017, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.25480261831454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.25480454534652, diff to last: 0"
[1] "Newton iter: 4, lambda:3.2548045453502, diff to last: 0"
[1] "Final threshold is: 0.164467566956852"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.5320352319221"
[1] "Newton iter: 1, lambda:1.56159961460208, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.56123228672211, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56123223572067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56123223572067, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56123223572067"
[1] "Starting iterative with newton 1.56123223572067"
[1] "Starting newton at: 2.21985006286966"
[1] "Newton iter: 1, lambda:2.3295298843903, diff to last: 0.11"
[1] "Newton iter: 2, lambda:2.33614612359019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.3361739767515, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33617397724818, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.3361739767515"
[1] "Starting iterative with newton 2.3361739767515"
[1] "Starting newton at: 2.80802351059782"
[1] "Newton iter: 1, lambda:2.77973572565605, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.78043946782347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.7804399055598, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78043990555997, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.7804399055598"
[1] "Starting iterative with newton 2.7804399055598"
[1] "Starting newton at: 3.04851407593194"
[1] "Newton iter: 1, lambda:3.0360073545886, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.03615833737468, diff to last: 0"
[1] "Newton iter: 3, lambda:3.0361583595254, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0361583595254, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0361583595254"
[1] "Starting iterative with newton 3.0361583595254"
[1] "Starting newton at: 3.19189017242932"
[1] "Newton iter: 1, lambda:3.15809478410567, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.15921257604218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15921383011416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15921383011574, diff to last: 0"
[1] "Final threshold is: 0.159637300764371"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.91039811841956"
[1] "Newton iter: 1, lambda:2.30409338058974, diff to last: 0.394"
[1] "Newton iter: 2, lambda:2.39865134784806, diff to last: 0.095"
[1] "Newton iter: 3, lambda:2.40959868165745, diff to last: 0.011"
[1] "Newton iter: 4, lambda:2.40974939261317, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40974942113852, diff to last: 0"
[1] "Newton iter: 6, lambda:2.40974942113852, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40974939261317"
[1] "Starting iterative with newton 2.40974939261317"
[1] "Starting newton at: 3.06802399952468"
[1] "Newton iter: 1, lambda:3.23628352711819, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.28629443336146, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.2905903846924, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.29062074211633, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29062074362503, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29062074211633"
[1] "Starting iterative with newton 3.29062074211633"
[1] "Starting newton at: 3.729692033657"
[1] "Newton iter: 1, lambda:3.94971142221443, diff to last: 0.22"
[1] "Newton iter: 2, lambda:4.07743567135741, diff to last: 0.128"
[1] "Newton iter: 3, lambda:4.12036591677444, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.12474435214733, diff to last: 0.004"
[1] "Newton iter: 5, lambda:4.12478681483413, diff to last: 0"
[1] "Newton iter: 6, lambda:4.12478681879381, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12478681879381"
[1] "Starting iterative with newton 4.12478681879381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06905619246290079}, {'ad': 0.1037648842260621, 'da': 0.10540144133169423, 'dd': 0.1437417241918495}, {'ad': 0.16446756695685158, 'da': 0.15963730076437124, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363877446686427. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05053070458310907
0.05053070458310907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.242351421664911"
[1] "Newton iter: 1, lambda:0.223980633920776, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.224026001664042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224026001941314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224026001664042"
[1] "Starting iterative with newton 0.224026001664042"
[1] "Starting newton at: 0.107131859240279"
[1] "Newton iter: 1, lambda:0.0901168250520194, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0901395191958424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0901395192362253, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0901395191958424"
[1] "Starting iterative with newton 0.0901395191958424"
[1] "Starting newton at: 0.0684659178743042"
[1] "Newton iter: 1, lambda:0.0831484895209603, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0831646393623598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0831646393818959, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0831646393818959"
[1] "Starting iterative with newton 0.0831646393818959"
[1] "Starting newton at: 0.0754407976882507"
[1] "Newton iter: 1, lambda:0.0827914276289173, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827954652230276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827954652242457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0827954652242457"
[1] "Starting iterative with newton 0.0827954652242457"
[1] "Starting newton at: 0.0758099718459009"
[1] "Newton iter: 1, lambda:0.0827722812688561, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0827759030514453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0827759030524253, diff to last: 0"
[1] "Final threshold is: 0.00418272470369266"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.299203594575675"
[1] "Newton iter: 1, lambda:0.223663080133251, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.224557719135234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.224557845416789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224557845416792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224557845416789"
[1] "Starting iterative with newton 0.224557845416789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568106153341114, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.057003345887432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570033481063863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.057003345887432"
[1] "Starting iterative with newton 0.057003345887432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489232246385445, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0490546872282616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049054688177792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.049054688177792"
[1] "Starting iterative with newton 0.049054688177792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485555962004319, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486845662128609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486845671230235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486845662128609"
[1] "Starting iterative with newton 0.0486845662128609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485384958000133, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486673506100164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486673515183819, diff to last: 0"
[1] "Final threshold is: 0.00245919556241768"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.434882553630261"
[1] "Newton iter: 1, lambda:0.224480612621643, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.231323723616413, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.231331109729177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231331109737778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231331109729177"
[1] "Starting iterative with newton 0.231331109729177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594756472929209, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0597096664416823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597096700654415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0597096664416823"
[1] "Starting iterative with newton 0.0597096664416823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506832448538331, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0508388751400657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0508388766078376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0508388751400657"
[1] "Starting iterative with newton 0.0508388751400657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502524426797027, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504046878892815, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504046892870096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0504046878892815"
[1] "Starting iterative with newton 0.0504046878892815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502314098404098, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503834908786417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503834922730202, diff to last: 0"
[1] "Final threshold is: 0.00254591329345441"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.383901806349804"
[1] "Newton iter: 1, lambda:0.463121267380394, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.464938295530474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.464939235926904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464939235927156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.464939235927156"
[1] "Starting iterative with newton 0.464939235927156"
[1] "Starting newton at: 0.28461908965031"
[1] "Newton iter: 1, lambda:0.205220899714557, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.206227104487135, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.206227267018081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206227267018085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206227267018081"
[1] "Starting iterative with newton 0.206227267018081"
[1] "Starting newton at: 0.245140728432974"
[1] "Newton iter: 1, lambda:0.178822649989091, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.179483200556249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179483266328998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179483266328998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179483266328998"
[1] "Starting iterative with newton 0.179483266328998"
[1] "Starting newton at: 0.249218904735415"
[1] "Newton iter: 1, lambda:0.175819358846571, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.176622667564209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176622764168394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176622764168395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176622764168395"
[1] "Starting iterative with newton 0.176622764168395"
[1] "Starting newton at: 0.252079406896018"
[1] "Newton iter: 1, lambda:0.175440687938018, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.176315642771599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.176315757291183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176315757291185, diff to last: 0"
[1] "Final threshold is: 0.00890935944502792"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.502247346778289"
[1] "Newton iter: 1, lambda:0.453425250963434, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.454083364806712, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.454083485799214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454083485799218, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454083485799218"
[1] "Starting iterative with newton 0.454083485799218"
[1] "Starting newton at: 0.249726385188246"
[1] "Newton iter: 1, lambda:0.18834371395055, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.18891022114245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188910269521031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188910269521032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188910269521031"
[1] "Starting iterative with newton 0.188910269521031"
[1] "Starting newton at: 0.326612751592"
[1] "Newton iter: 1, lambda:0.160631138517594, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.164428339415732, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164430340457153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164430340457709, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164430340457153"
[1] "Starting iterative with newton 0.164430340457153"
[1] "Starting newton at: 0.257653593542479"
[1] "Newton iter: 1, lambda:0.16083715674258, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.162123589476987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162123817358911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162123817358918, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.162123817358911"
[1] "Starting iterative with newton 0.162123817358911"
[1] "Starting newton at: 0.259960116640721"
[1] "Newton iter: 1, lambda:0.160550690416947, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.161905825170333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.161906077857861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161906077857869, diff to last: 0"
[1] "Final threshold is: 0.00818122819044541"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.72007900996978"
[1] "Starting iterative with newton 2.72007900996978"
[1] "Starting newton at: 0.724820780932602"
[1] "Newton iter: 1, lambda:0.623716138258098, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.627611326459597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.627617325886796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62761732590101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627617325886796"
[1] "Starting iterative with newton 0.627617325886796"
[1] "Starting newton at: 0.20228850423892"
[1] "Newton iter: 1, lambda:0.331053742763917, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.335286343559925, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.335290877053578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335290877058777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.335290877058777"
[1] "Starting iterative with newton 0.335290877058777"
[1] "Starting newton at: 0.346483035483682"
[1] "Newton iter: 1, lambda:0.292885779875074, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.293552076608886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293552180074708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29355218007471, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.293552180074708"
[1] "Starting iterative with newton 0.293552180074708"
[1] "Starting newton at: 0.365490864723522"
[1] "Newton iter: 1, lambda:0.285820239470236, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.287272097028251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.287272582694598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287272582694652, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.287272582694652"
[1] "Starting iterative with newton 0.287272582694652"
[1] "Starting newton at: 0.369664733162902"
[1] "Newton iter: 1, lambda:0.284669701123433, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.286318394780687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.286319019991747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286319019991837, diff to last: 0"
[1] "Final threshold is: 0.0144679018157283"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.67790436549482"
[1] "Starting iterative with newton 1.67790436549482"
[1] "Starting newton at: 0.681789907408359"
[1] "Newton iter: 1, lambda:0.678498495104804, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.678503326039885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.678503326050304, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678503326050304"
[1] "Starting iterative with newton 0.678503326050304"
[1] "Starting newton at: 0.429126991439137"
[1] "Newton iter: 1, lambda:0.483975644988348, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.485100803184917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.485101271884466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485101271884548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485101271884548"
[1] "Starting iterative with newton 0.485101271884548"
[1] "Starting newton at: 0.492220251559777"
[1] "Newton iter: 1, lambda:0.43891577280796, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.439911204517465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.439911555297759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439911555297803, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439911555297803"
[1] "Starting iterative with newton 0.439911555297803"
[1] "Starting newton at: 0.515806468318087"
[1] "Newton iter: 1, lambda:0.426305897839052, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.429060910450305, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.429063568018906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429063568021378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.429063568021378"
[1] "Starting iterative with newton 0.429063568021378"
[1] "Starting newton at: 0.510022655762998"
[1] "Newton iter: 1, lambda:0.423897352184385, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.42644372602208, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.426445989958095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426445989959884, diff to last: 0"
[1] "Final threshold is: 0.021548616339224"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76488012597492"
[1] "Starting iterative with newton 1.76488012597492"
[1] "Starting newton at: 0.645876666041143"
[1] "Newton iter: 1, lambda:0.705689616386958, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.707388432204456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.707389773857276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707389773858113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707389773857276"
[1] "Starting iterative with newton 0.707389773857276"
[1] "Starting newton at: 0.474017358839234"
[1] "Newton iter: 1, lambda:0.487642238343759, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.48771272362874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487712725510311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487712725510311"
[1] "Starting iterative with newton 0.487712725510311"
[1] "Starting newton at: 0.436142185777489"
[1] "Newton iter: 1, lambda:0.437337376696253, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.43733788495466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437337884954752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.43733788495466"
[1] "Starting iterative with newton 0.43733788495466"
[1] "Starting newton at: 0.459027276561043"
[1] "Newton iter: 1, lambda:0.425117648304163, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.425518396925522, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425518453200994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425518453200995, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425518453200994"
[1] "Starting iterative with newton 0.425518453200994"
[1] "Starting newton at: 0.458544724028081"
[1] "Newton iter: 1, lambda:0.422275991956297, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.422732644045854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422732716854964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422732716854966, diff to last: 0"
[1] "Final threshold is: 0.0213609820330133"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17312546042107"
[1] "Starting iterative with newton 1.17312546042107"
[1] "Starting newton at: 0.969860335458332"
[1] "Newton iter: 1, lambda:0.856134172389683, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.863598625624719, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.863632852966343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863632853683519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863632853683519"
[1] "Starting iterative with newton 0.863632853683519"
[1] "Starting newton at: 0.756715409523461"
[1] "Newton iter: 1, lambda:0.767155266367616, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.767218113263147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767218115531419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.767218113263147"
[1] "Starting iterative with newton 0.767218113263147"
[1] "Starting newton at: 0.754739369696191"
[1] "Newton iter: 1, lambda:0.735231566571001, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.735443660636492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.735443685897277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735443685897278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.735443685897277"
[1] "Starting iterative with newton 0.735443685897277"
[1] "Starting newton at: 0.745077393193681"
[1] "Newton iter: 1, lambda:0.724580055902588, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.724812356545954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.724812386615958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724812386615959, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724812386615958"
[1] "Starting iterative with newton 0.724812386615958"
[1] "Starting newton at: 0.751057890448992"
[1] "Newton iter: 1, lambda:0.720732021680341, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.721237281840396, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.721237423734701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721237423734712, diff to last: 0"
[1] "Final threshold is: 0.0364446351930214"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970347011147367"
[1] "Starting iterative with newton 0.970347011147367"
[1] "Starting newton at: 1.09787420406079"
[1] "Newton iter: 1, lambda:1.00532536107611, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.011443553476, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.01147201324709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01147201386075, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01147201324709"
[1] "Starting iterative with newton 1.01147201324709"
[1] "Starting newton at: 1.08778573172466"
[1] "Newton iter: 1, lambda:1.02586555953539, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02868568443574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.028691777645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02869177767339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.028691777645"
[1] "Starting iterative with newton 1.028691777645"
[1] "Starting newton at: 1.08610007804893"
[1] "Newton iter: 1, lambda:1.03380052796535, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.03583263701818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03583581172698, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03583581173472, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03583581172698"
[1] "Starting iterative with newton 1.03583581172698"
[1] "Starting newton at: 1.0867421721715"
[1] "Newton iter: 1, lambda:1.03693676840404, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.03878549222229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.03878812374479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03878812375012, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03878812374479"
[1] "Starting iterative with newton 1.03878812374479"
[1] "Starting newton at: 1.08701179141711"
[1] "Newton iter: 1, lambda:1.03822779661274, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.04000376841648, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.04000619840834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04000619841288, diff to last: 0"
[1] "Final threshold is: 0.0525522459766037"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.972374069731946"
[1] "Starting iterative with newton 0.972374069731946"
[1] "Starting newton at: 0.853513956987188"
[1] "Newton iter: 1, lambda:0.967426871306497, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.97719811129325, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.977266488999309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977266492329612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977266488999309"
[1] "Starting iterative with newton 0.977266488999309"
[1] "Starting newton at: 0.853588009452214"
[1] "Newton iter: 1, lambda:0.96900570777305, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979053362401679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.979125739319541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979125743054095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.979125743054095"
[1] "Starting iterative with newton 0.979125743054095"
[1] "Starting newton at: 0.85345497843408"
[1] "Newton iter: 1, lambda:0.969579097636287, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.979757034777257, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97983133138776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979831335324367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.979831335324367"
[1] "Starting iterative with newton 0.979831335324367"
[1] "Starting newton at: 0.852749386163808"
[1] "Newton iter: 1, lambda:0.969695055523918, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980022454075813, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980098964970084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98009896914537, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.98009896914537"
[1] "Starting iterative with newton 0.98009896914537"
[1] "Starting newton at: 0.852481752342805"
[1] "Newton iter: 1, lambda:0.969738756373635, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.980123096021719, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.980200459162964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98020046343199, diff to last: 0"
[1] "Final threshold is: 0.0495302198341916"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.750360834546719"
[1] "Starting iterative with newton 0.750360834546719"
[1] "Starting newton at: 1.14106908769841"
[1] "Newton iter: 1, lambda:1.2651254317421, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.28302633762911, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2833752454646, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28337537616912, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28337537616914, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28337537616912"
[1] "Starting iterative with newton 1.28337537616912"
[1] "Starting newton at: 1.5300867808529"
[1] "Newton iter: 1, lambda:1.64844494538383, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.66848656672578, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.66901295333037, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.66901330880485, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66901330880501, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66901330880485"
[1] "Starting iterative with newton 1.66901330880485"
[1] "Starting newton at: 1.51161482772308"
[1] "Newton iter: 1, lambda:1.77666902966313, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.89568108504563, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.918232912616, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.91896396075973, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.91896470796589, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91896470796667, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91896470796667"
[1] "Starting iterative with newton 1.91896470796667"
[1] "Starting newton at: 1.54888288690812"
[1] "Newton iter: 1, lambda:1.85085981322365, diff to last: 0.302"
[1] "Newton iter: 2, lambda:2.01388370603178, diff to last: 0.163"
[1] "Newton iter: 3, lambda:2.06007661652396, diff to last: 0.046"
[1] "Newton iter: 4, lambda:2.06337474945967, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.0633906324316, diff to last: 0"
[1] "Newton iter: 6, lambda:2.06339063279827, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0633906324316"
[1] "Starting iterative with newton 2.0633906324316"
[1] "Starting newton at: 1.5363378289115"
[1] "Newton iter: 1, lambda:1.8649358785459, diff to last: 0.329"
[1] "Newton iter: 2, lambda:2.06141021444129, diff to last: 0.196"
[1] "Newton iter: 3, lambda:2.13184564115016, diff to last: 0.07"
[1] "Newton iter: 4, lambda:2.13992920996334, diff to last: 0.008"
[1] "Newton iter: 5, lambda:2.14002723180853, diff to last: 0"
[1] "Newton iter: 6, lambda:2.14002724605743, diff to last: 0"
[1] "Newton iter: 7, lambda:2.14002724605743, diff to last: 0"
[1] "Final threshold is: 0.108137084570333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.719760825593585"
[1] "Starting iterative with newton 0.719760825593585"
[1] "Starting newton at: 1.43158279855848"
[1] "Newton iter: 1, lambda:1.38407689136214, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.38661266788172, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38662025905811, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38662025912598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38662025905811"
[1] "Starting iterative with newton 1.38662025905811"
[1] "Starting newton at: 1.28693182163202"
[1] "Newton iter: 1, lambda:1.63714455414616, diff to last: 0.35"
[1] "Newton iter: 2, lambda:1.8394199204461, diff to last: 0.202"
[1] "Newton iter: 3, lambda:1.9084826388469, diff to last: 0.069"
[1] "Newton iter: 4, lambda:1.91574522342388, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.91581977994249, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91581978772613, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91581977994249"
[1] "Starting iterative with newton 1.91581977994249"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725030922365675"
[1] "Starting iterative with newton 0.725030922365675"
[1] "Starting newton at: 1.45919531816305"
[1] "Newton iter: 1, lambda:1.36787985787526, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37685514787931, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37695117277085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37695118367444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37695118367444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37695118367444"
[1] "Starting iterative with newton 1.37695118367444"
[1] "Starting newton at: 1.31986322506534"
[1] "Newton iter: 1, lambda:1.65852900778905, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.85441109352739, diff to last: 0.196"
[1] "Newton iter: 3, lambda:1.92239930787358, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.92987260253305, diff to last: 0.007"
[1] "Newton iter: 5, lambda:1.92995654896451, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92995655945277, diff to last: 0"
[1] "Newton iter: 7, lambda:1.92995655945278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92995654896451"
[1] "Starting iterative with newton 1.92995654896451"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505307045831091"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674482807012995"
[1] "Starting iterative with newton 0.674482807012995"
[1] "Starting newton at: 1.23591531140656"
[1] "Newton iter: 1, lambda:1.48647121874061, diff to last: 0.251"
[1] "Newton iter: 2, lambda:1.59096067498137, diff to last: 0.104"
[1] "Newton iter: 3, lambda:1.60884025293793, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60932586889841, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60932622014844, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60932622014862, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60932622014862"
[1] "Starting iterative with newton 1.60932622014862"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.22261124581774"
threshold is:
[{'ad': 0.004182724703692661, 'da': 0.002459195562417681, 'dd': 0.002545913293454413}, {'ad': 0.008909359445027925, 'da': 0.00818122819044541, 'dd': 0.014467901815728263}, {'ad': 0.02154861633922398, 'da': 0.02136098203301328, 'dd': 0.036444635193021414}, {'ad': 0.05255224597660372, 'da': 0.04953021983419159, 'dd': 0.10813708457033254}, {'ad': 0.22261124581774025, 'da': 0.22261124581774025, 'dd': 0.22261124581774025}]
Number of points in noise estimation: 128
Estimated noise: 0.05053070458310907
0.05053070458310907
threshold is:
[{'ad': 0.010194022204677466, 'da': 0.027701453894730832, 'dd': 0.0026725011492698264}, {'ad': 0.004213868158553513, 'da': 0.009326529109157516, 'dd': 0.022261848373011574}, {'ad': 0.021414057330959135, 'da': 0.01904458645685641, 'dd': 0.027357068815609054}, {'ad': 0.03800154160123759, 'da': 0.042324309825778186, 'dd': 0.20609796581347226}, {'ad': 0.22261124581774025, 'da': 0.22261124581774025, 'dd': 0.22261124581774025}]
['stjerten256', 0.05, 3, 0.00243936986873759, 0.0008695658617473939, 0.0007180127890775583, 0.0023896379759888184, 0.0008553028203329329, 0.0009179947500996025, 0.0008553028203329329, 0.0009179947500996025, 26.12722344920684, 30.606975185373926, 31.438678201360467, 26.21667888566241, 30.678800958967393, 30.371598024690112, 30.678800958967393, 30.371598024690112]
stjerten256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.246286895541199"
[1] "Newton iter: 1, lambda:0.213593167483202, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.213727622564565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.213727624847705, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213727622564565"
[1] "Starting iterative with newton 0.213727622564565"
[1] "Starting newton at: 0.194377432264426"
[1] "Newton iter: 1, lambda:0.103040086950033, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.103681289636219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103681321381846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103681321381846, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103681321381846"
[1] "Starting iterative with newton 0.103681321381846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967179207870935, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974347043457213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974347436319548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974347436319549, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0974347436319548"
[1] "Starting iterative with newton 0.0974347436319548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963570100922247, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970680416544197, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970680802907446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970680802907447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0970680802907447"
[1] "Starting iterative with newton 0.0970680802907447"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963357895543439, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970464836898697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970465222882435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970465222882436, diff to last: 0"
[1] "Final threshold is: 0.0048502126453545"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.416344407780039"
[1] "Newton iter: 1, lambda:0.199931232395421, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.206879327828186, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.206886630798432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206886630806497, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.206886630798432"
[1] "Starting iterative with newton 0.206886630798432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067858857363219, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0681877708880177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0681877786128957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0681877786128957"
[1] "Starting iterative with newton 0.0681877786128957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0598749863906328, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0601168654004851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0601168693475477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0601168654004851"
[1] "Starting iterative with newton 0.0601168654004851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594172636451134, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0596546074615325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596546112484353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0596546112484353"
[1] "Starting iterative with newton 0.0596546112484353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0593910764309695, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.059628162252312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596281660302109, diff to last: 0"
[1] "Final threshold is: 0.0029801095367067"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.23679434277199"
[1] "Newton iter: 1, lambda:0.230043346362235, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.23004967380965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.230049673815211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.23004967380965"
[1] "Starting iterative with newton 0.23004967380965"
[1] "Starting newton at: 0.106201133464902"
[1] "Newton iter: 1, lambda:0.112705516470567, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.112709178063154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.112709178064314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112709178063154"
[1] "Starting iterative with newton 0.112709178063154"
[1] "Starting newton at: 0.16848732817533"
[1] "Newton iter: 1, lambda:0.105394824455319, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.105731396093898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105731405695065, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105731396093898"
[1] "Starting iterative with newton 0.105731396093898"
[1] "Starting newton at: 0.175465110144586"
[1] "Newton iter: 1, lambda:0.10487687000118, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105297517987769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105297532966869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105297532966869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105297532966869"
[1] "Starting iterative with newton 0.105297532966869"
[1] "Starting newton at: 0.175898973271615"
[1] "Newton iter: 1, lambda:0.104844288256164, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105270472989913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105270488364785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105270488364785, diff to last: 0"
[1] "Final threshold is: 0.00526123184850466"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.599971891812421"
[1] "Newton iter: 1, lambda:0.449317505300511, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.4553788545535, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.4553890692872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45538906931617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.45538906931617"
[1] "Starting iterative with newton 0.45538906931617"
[1] "Starting newton at: 0.175453581132226"
[1] "Newton iter: 1, lambda:0.215082599602759, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.215338802236358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21533881292297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21533881292297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21533881292297"
[1] "Starting iterative with newton 0.21533881292297"
[1] "Starting newton at: 0.16083306016367"
[1] "Newton iter: 1, lambda:0.19132126932076, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.191464179769257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191464182905077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.191464179769257"
[1] "Starting iterative with newton 0.191464179769257"
[1] "Starting newton at: 0.128799630329132"
[1] "Newton iter: 1, lambda:0.18837708759277, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.188920280362397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188920325412578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188920325412578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188920325412578"
[1] "Starting iterative with newton 0.188920325412578"
[1] "Starting newton at: 0.131343484685812"
[1] "Newton iter: 1, lambda:0.188153315280259, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.188646873067936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188646910238978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188646910238978, diff to last: 0"
[1] "Final threshold is: 0.00942823717918009"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.567674907807659"
[1] "Newton iter: 1, lambda:0.463580611547616, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.466719191467318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.4667221214517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466722121454252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4667221214517"
[1] "Starting iterative with newton 0.4667221214517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173388094756451, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.178011295761953, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178014574600971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17801457460262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17801457460262"
[1] "Starting iterative with newton 0.17801457460262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144723738634281, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147639448254216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147640630643779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147640630643974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147640630643974"
[1] "Starting iterative with newton 0.147640630643974"
[1] "Starting newton at: 0.268873327131037"
[1] "Newton iter: 1, lambda:0.142266062925287, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.144462843612388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144463507261829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14446350726189, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144463507261829"
[1] "Starting iterative with newton 0.144463507261829"
[1] "Starting newton at: 0.272050450513182"
[1] "Newton iter: 1, lambda:0.141808908930758, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.144130612681526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.14413135307459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144131353074665, diff to last: 0"
[1] "Final threshold is: 0.00720342877612955"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0.71892342936405"
[1] "Newton iter: 1, lambda:0.582478061392558, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.589103843296314, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.589120231233739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589120231333794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589120231333794"
[1] "Starting iterative with newton 0.589120231333794"
[1] "Starting newton at: 0.201216913282225"
[1] "Newton iter: 1, lambda:0.332199194981802, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.336564295030999, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.336569086204858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336569086210627, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.336569086210627"
[1] "Starting iterative with newton 0.336569086210627"
[1] "Starting newton at: 0.202998849817353"
[1] "Newton iter: 1, lambda:0.29700646024416, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.29911896639607, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.299120025327083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299120025327349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299120025327083"
[1] "Starting iterative with newton 0.299120025327083"
[1] "Starting newton at: 0.235323463630436"
[1] "Newton iter: 1, lambda:0.292593517758896, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.293368309440363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293368450570939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293368450570944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.293368450570939"
[1] "Starting iterative with newton 0.293368450570939"
[1] "Starting newton at: 0.220036718203902"
[1] "Newton iter: 1, lambda:0.291281800625374, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.292480285872994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.292480623097371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.292480623097398, diff to last: 0"
[1] "Final threshold is: 0.0146176615423126"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 0.824865182591645"
[1] "Newton iter: 1, lambda:0.661415274812428, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.672536583278441, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.672591671872138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672591673218749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672591673218749"
[1] "Starting iterative with newton 0.672591673218749"
[1] "Starting newton at: 0.624152802016241"
[1] "Newton iter: 1, lambda:0.477460741804934, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.485007342188476, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.485028054317117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485028054472905, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485028054317117"
[1] "Starting iterative with newton 0.485028054317117"
[1] "Starting newton at: 0.373367842911719"
[1] "Newton iter: 1, lambda:0.443533734468325, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.445259608201897, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.445260641742543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445260641742913, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.445260641742543"
[1] "Starting iterative with newton 0.445260641742543"
[1] "Starting newton at: 0.377515849327894"
[1] "Newton iter: 1, lambda:0.43537060940075, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.436530016121004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.436530477841355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436530477841428, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.436530477841355"
[1] "Starting iterative with newton 0.436530477841355"
[1] "Starting newton at: 0.382954396931061"
[1] "Newton iter: 1, lambda:0.433710142594652, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.434599605016772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.434599876147665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434599876147691, diff to last: 0"
[1] "Final threshold is: 0.0217205291365321"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0.81311601219442"
[1] "Newton iter: 1, lambda:0.715481898450809, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.719799893833653, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.71980870407229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719808704108907, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719808704108907"
[1] "Starting iterative with newton 0.719808704108907"
[1] "Starting newton at: 0.5195938920945"
[1] "Newton iter: 1, lambda:0.471014920743618, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.471887454233794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.471887738455639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471887738455669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.471887738455639"
[1] "Starting iterative with newton 0.471887738455639"
[1] "Starting newton at: 0.526006061036906"
[1] "Newton iter: 1, lambda:0.411234600185003, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.41570149505641, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.415708397724353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415708397740826, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415708397740826"
[1] "Starting iterative with newton 0.415708397740826"
[1] "Starting newton at: 0.491065068432415"
[1] "Newton iter: 1, lambda:0.40013956848436, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.402906352890824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.402908951406419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40290895140871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.402908951406419"
[1] "Starting iterative with newton 0.402908951406419"
[1] "Starting newton at: 0.484426337801251"
[1] "Newton iter: 1, lambda:0.397464076896943, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.399986239749143, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.399988389692317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399988389693879, diff to last: 0"
[1] "Final threshold is: 0.0199907085791129"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 0.955163280054208"
[1] "Newton iter: 1, lambda:0.867723555030028, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.872181924767801, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.872194078073277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.872194078163394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.872194078163394"
[1] "Starting iterative with newton 0.872194078163394"
[1] "Starting newton at: 0.729536135370496"
[1] "Newton iter: 1, lambda:0.773117480489517, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.774228346536485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.774229056526214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774229056526504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774229056526214"
[1] "Starting iterative with newton 0.774229056526214"
[1] "Starting newton at: 0.725784494216952"
[1] "Newton iter: 1, lambda:0.741665601913237, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.741808491305635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741808502804679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741808502804679, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741808502804679"
[1] "Starting iterative with newton 0.741808502804679"
[1] "Starting newton at: 0.746760179619935"
[1] "Newton iter: 1, lambda:0.730713808942871, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.730856879180757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.730856890625226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730856890625226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730856879180757"
[1] "Starting iterative with newton 0.730856879180757"
[1] "Starting newton at: 0.748131841641833"
[1] "Newton iter: 1, lambda:0.726882847507023, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.727132606123323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.727132640914396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727132640914397, diff to last: 0"
[1] "Final threshold is: 0.0363407966267768"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.12030671832524"
[1] "Newton iter: 1, lambda:0.992739906548023, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.00400542212204, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.00410150306434, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00410151000899, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00410151000899"
[1] "Starting iterative with newton 1.00410151000899"
[1] "Starting newton at: 1.13254335277381"
[1] "Newton iter: 1, lambda:1.01252090050791, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.02263130474794, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.02270943714126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02270944178013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02270944178013"
[1] "Starting iterative with newton 1.02270944178013"
[1] "Starting newton at: 1.12950821562842"
[1] "Newton iter: 1, lambda:1.02210937410134, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.03030665179208, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03035816787724, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03035816990211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03035816787724"
[1] "Starting iterative with newton 1.03035816787724"
[1] "Starting newton at: 1.13312238066101"
[1] "Newton iter: 1, lambda:1.02514220753636, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.03343658895632, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03348942423895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03348942637238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03348942637238"
[1] "Starting iterative with newton 1.03348942637238"
[1] "Starting newton at: 1.1307273334398"
[1] "Newton iter: 1, lambda:1.02704922642011, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.03472391237892, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03476916202916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03476916359502, diff to last: 0"
[1] "Final threshold is: 0.0517159230063901"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 0.850816753794598"
[1] "Newton iter: 1, lambda:0.955397498789875, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.963459930325822, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.963505727761025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963505729232371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.963505727761025"
[1] "Starting iterative with newton 0.963505727761025"
[1] "Starting newton at: 0.852957840194997"
[1] "Newton iter: 1, lambda:0.953403811330471, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.960816700424041, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.960855344999327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.960855346045417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.960855344999327"
[1] "Starting iterative with newton 0.960855344999327"
[1] "Starting newton at: 0.854285881448543"
[1] "Newton iter: 1, lambda:0.952731998059777, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.959842554906372, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959878086349887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959878087233743, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.959878087233743"
[1] "Starting iterative with newton 0.959878087233743"
[1] "Starting newton at: 0.855116668786485"
[1] "Newton iter: 1, lambda:0.9525263656771, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959483501556749, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.95951750659783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959517507407215, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.959517507407215"
[1] "Starting iterative with newton 0.959517507407215"
[1] "Starting newton at: 0.855477248613013"
[1] "Newton iter: 1, lambda:0.952456967979905, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959351042468136, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959384430228212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.95938443100842, diff to last: 0"
[1] "Final threshold is: 0.0479483281371825"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.13129198924886"
[1] "Newton iter: 1, lambda:1.27781148719926, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.30364229587672, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.30438991586826, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30439052948227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30439052948268, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30439052948227"
[1] "Starting iterative with newton 1.30439052948227"
[1] "Starting newton at: 1.42905066555654"
[1] "Newton iter: 1, lambda:1.63416472998946, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.69768653855208, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.70323363107933, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.70327342113481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70327342316927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70327342113481"
[1] "Starting iterative with newton 1.70327342113481"
[1] "Starting newton at: 1.39002200435558"
[1] "Newton iter: 1, lambda:1.71655278677365, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.8940438257175, diff to last: 0.177"
[1] "Newton iter: 3, lambda:1.94571829448308, diff to last: 0.052"
[1] "Newton iter: 4, lambda:1.94962601855959, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.94964708489573, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94964708550486, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94964708550486"
[1] "Starting iterative with newton 1.94964708550486"
[1] "Starting newton at: 1.52088594838831"
[1] "Newton iter: 1, lambda:1.83901735840471, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0169120805944, diff to last: 0.178"
[1] "Newton iter: 3, lambda:2.07134066183624, diff to last: 0.054"
[1] "Newton iter: 4, lambda:2.07586181425939, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.07589104277294, diff to last: 0"
[1] "Newton iter: 6, lambda:2.07589104398697, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07589104398697"
[1] "Starting iterative with newton 2.07589104398697"
[1] "Starting newton at: 1.54667102677851"
[1] "Newton iter: 1, lambda:1.872665637248, diff to last: 0.326"
[1] "Newton iter: 2, lambda:2.06329413114587, diff to last: 0.191"
[1] "Newton iter: 3, lambda:2.12778930226435, diff to last: 0.064"
[1] "Newton iter: 4, lambda:2.13434593874516, diff to last: 0.007"
[1] "Newton iter: 5, lambda:2.1344087087391, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13440871443952, diff to last: 0"
[1] "Final threshold is: 0.106673952506336"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.41837630590557"
[1] "Newton iter: 1, lambda:1.39472668522422, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.39537601709743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.39537651826067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39537651826097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39537651826067"
[1] "Starting iterative with newton 1.39537651826067"
[1] "Starting newton at: 1.27918237710927"
[1] "Newton iter: 1, lambda:1.63633999283664, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.84790039123687, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92472128668014, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93389796739141, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.93401868875048, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93401870939318, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93401870939319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93401870939319"
[1] "Starting iterative with newton 1.93401870939319"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 2.64042452162373"
[1] "Newton iter: 1, lambda:2.87190046212298, diff to last: 0.231"
[1] "Newton iter: 2, lambda:3.01749469299864, diff to last: 0.146"
[1] "Newton iter: 3, lambda:3.07264017784479, diff to last: 0.055"
[1] "Newton iter: 4, lambda:3.0795769852882, diff to last: 0.007"
[1] "Newton iter: 5, lambda:3.07967697603305, diff to last: 0"
[1] "Newton iter: 6, lambda:3.07967699651724, diff to last: 0"
[1] "Newton iter: 7, lambda:3.07967699651742, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.07967699651724"
[1] "Starting iterative with newton 3.07967699651724"
[1] "Starting newton at: 2.22424986353347"
[1] "Newton iter: 1, lambda:2.47003616083517, diff to last: 0.246"
[1] "Newton iter: 2, lambda:2.60552777240066, diff to last: 0.135"
[1] "Newton iter: 3, lambda:2.64345402113098, diff to last: 0.038"
[1] "Newton iter: 4, lambda:2.6460350847327, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.64604633846447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64604633867743, diff to last: 0"
[1] "Final threshold is: 0.132244691612221"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.48131950414653"
[1] "Newton iter: 1, lambda:1.34525749579984, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.36411213244818, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.36453745049086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36453766344298, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36453766344303, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36453766344303"
[1] "Starting iterative with newton 1.36453766344303"
[1] "Starting newton at: 1.33518112985265"
[1] "Newton iter: 1, lambda:1.65931678905552, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.83948753336852, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.89670416663293, diff to last: 0.057"
[1] "Newton iter: 4, lambda:1.90196682731006, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90200865397176, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90200865659581, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90200865397176"
[1] "Starting iterative with newton 1.90200865397176"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.23577305350355"
[1] "Newton iter: 1, lambda:1.481609271948, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.58174697067488, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.59801304738101, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59841173860446, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59841197387925, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59841197387934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59841197387925"
[1] "Starting iterative with newton 1.59841197387925"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
threshold is:
[{'ad': 0.004850212645354502, 'da': 0.0029801095367066976, 'dd': 0.005261231848504658}, {'ad': 0.009428237179180092, 'da': 0.007203428776129549, 'dd': 0.014617661542312551}, {'ad': 0.021720529136532125, 'da': 0.0199907085791129, 'dd': 0.03634079662677684}, {'ad': 0.051715923006390135, 'da': 0.04794832813718252, 'dd': 0.10667395250633589}, {'ad': 0.13224469161222055, 'da': 0.22017730364427615, 'dd': 0.22017730364427615}]
Number of points in noise estimation: 128
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.5280765074745"
[1] "Starting iterative with newton 10.5280765074745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.79976319879205"
[1] "Starting iterative with newton 8.79976319879205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.19045924247484"
[1] "Starting iterative with newton 8.19045924247484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.42666949857448"
[1] "Starting iterative with newton 4.42666949857448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.34925078748772"
[1] "Starting iterative with newton 4.34925078748772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 2.03885086356197"
[1] "Newton iter: 1, lambda:1.58704614467817, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.5413952444412, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.53991501973908, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53991337375665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53991337375461, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53991337375461"
[1] "Starting iterative with newton 1.53991337375461"
[1] "Starting newton at: 1.84208563436665"
[1] "Newton iter: 1, lambda:1.49698127134129, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.44483970621314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.44252295241281, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44251813593915, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4425181359183, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4425181359183"
[1] "Starting iterative with newton 1.4425181359183"
[1] "Starting newton at: 1.76042973971746"
[1] "Newton iter: 1, lambda:1.42594458371478, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.36426190888867, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.36051190955968, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36049732596052, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36049732573945, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36049732573945"
[1] "Starting iterative with newton 1.36049732573945"
[1] "Starting newton at: 1.65461568820449"
[1] "Newton iter: 1, lambda:1.3458593753321, diff to last: 0.309"
[1] "Newton iter: 2, lambda:1.27757918833231, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.27219972809934, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27216480955761, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27216480808337, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27216480808337"
[1] "Starting iterative with newton 1.27216480808337"
[1] "Starting newton at: 1.54421505291348"
[1] "Newton iter: 1, lambda:1.24918811824207, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.16913028621851, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.16016712138275, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.16005020407191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16005018416115, diff to last: 0"
[1] "Newton iter: 6, lambda:1.16005018416115, diff to last: 0"
[1] "Final threshold is: 0.0579772457559339"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18940019732886"
[1] "Starting iterative with newton 1.18940019732886"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.0594441072327887"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.10180056833772"
[1] "Newton iter: 1, lambda:1.13883105566141, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.13690589880419, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1369007132928, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13690071325516, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13690071325516"
[1] "Starting iterative with newton 1.13690071325516"
[1] "Starting newton at: 1.41568211749546"
[1] "Newton iter: 1, lambda:1.4095394659737, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.40950960889716, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40950960818575, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40950960818575"
[1] "Starting iterative with newton 1.40950960818575"
[1] "Starting newton at: 1.68278258080376"
[1] "Newton iter: 1, lambda:1.69936032038506, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.69926224587945, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69926224263709, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69926224263709"
[1] "Starting iterative with newton 1.69926224263709"
[1] "Starting newton at: 1.98336467466582"
[1] "Newton iter: 1, lambda:1.91859978164323, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.91854464900544, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91854464875633, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91854464875633"
[1] "Starting iterative with newton 1.91854464875633"
[1] "Starting newton at: 2.06622454683091"
[1] "Newton iter: 1, lambda:2.06446469339, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.06446484744148, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06446484744148, diff to last: 0"
[1] "Final threshold is: 0.103178282671583"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 1.10803037384793"
[1] "Newton iter: 1, lambda:1.2053802969039, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.19341361656596, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.1932331853818, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19323314410942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19323314410942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19323314410942"
[1] "Starting iterative with newton 1.19323314410942"
[1] "Starting newton at: 1.47641815778636"
[1] "Newton iter: 1, lambda:1.50193073392848, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.50149085725772, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50149073183988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50149073183987, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50149073183988"
[1] "Starting iterative with newton 1.50149073183988"
[1] "Starting newton at: 1.8021227229756"
[1] "Newton iter: 1, lambda:1.80034624676514, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.80034552187143, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80034552187131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80034552187143"
[1] "Starting iterative with newton 1.80034552187143"
[1] "Starting newton at: 1.93245010100751"
[1] "Newton iter: 1, lambda:1.99671996259888, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.99629911703419, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99629911028769, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99629911028769"
[1] "Starting iterative with newton 1.99629911028769"
[1] "Starting newton at: 2.15281282478646"
[1] "Newton iter: 1, lambda:2.11479235320071, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.11491231226355, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11491231299584, diff to last: 0"
[1] "Final threshold is: 0.105699557273051"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.42781529666408"
[1] "Newton iter: 1, lambda:1.35484307034306, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.35116311637786, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.35115231276247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35115231266879, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35115231266879"
[1] "Starting iterative with newton 1.35115231266879"
[1] "Starting newton at: 2.09154303928946"
[1] "Newton iter: 1, lambda:2.03634079773121, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.03740742243555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.03740775692787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0374077569279, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03740775692787"
[1] "Starting iterative with newton 2.03740775692787"
[1] "Starting newton at: 2.55501483332867"
[1] "Newton iter: 1, lambda:2.49863018371023, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.5007899233697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.50079301369136, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5007930136977, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5007930136977"
[1] "Starting iterative with newton 2.5007930136977"
[1] "Starting newton at: 2.7359026379868"
[1] "Newton iter: 1, lambda:2.76909009869725, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.7699519608989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.76995254300391, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76995254300418, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.76995254300391"
[1] "Starting iterative with newton 2.76995254300391"
[1] "Starting newton at: 2.9236134948262"
[1] "Newton iter: 1, lambda:2.93485668687222, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.93496180740198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.93496181656003, diff to last: 0"
[1] "Final threshold is: 0.146684173077453"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.51028188024841"
[1] "Newton iter: 1, lambda:1.62083215348619, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.61572633473396, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.61571951532863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61571951531612, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61571951531612"
[1] "Starting iterative with newton 1.61571951531612"
[1] "Starting newton at: 2.50078692711799"
[1] "Newton iter: 1, lambda:2.39671197207607, diff to last: 0.104"
[1] "Newton iter: 2, lambda:2.40482319029223, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.40487076944416, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40487077108969, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40487076944416"
[1] "Starting iterative with newton 2.40487076944416"
[1] "Starting newton at: 2.88414641163204"
[1] "Newton iter: 1, lambda:2.86762495089778, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.86788261829044, diff to last: 0"
[1] "Newton iter: 3, lambda:2.86788268132357, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86788268132357, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.86788268132357"
[1] "Starting iterative with newton 2.86788268132357"
[1] "Starting newton at: 3.11302854225428"
[1] "Newton iter: 1, lambda:3.1266343474375, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.12682211895964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.12682215441005, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12682215441005, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12682215441005"
[1] "Starting iterative with newton 3.12682215441005"
[1] "Starting newton at: 3.32162301846804"
[1] "Newton iter: 1, lambda:3.26087790587798, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.26441044056956, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.26442311325853, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26442311342113, diff to last: 0"
[1] "Final threshold is: 0.163150063404392"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.38298170494094"
[1] "Newton iter: 1, lambda:1.45471053260743, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.4512841886604, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.45127748305204, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45127748302613, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45127748302613"
[1] "Starting iterative with newton 1.45127748302613"
[1] "Starting newton at: 2.11672293410517"
[1] "Newton iter: 1, lambda:2.20191391952788, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.20502320117594, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2050281161431, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20502811615544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2050281161431"
[1] "Starting iterative with newton 2.2050281161431"
[1] "Starting newton at: 2.68906937761772"
[1] "Newton iter: 1, lambda:2.6856067303515, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.68561654412975, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68561654420856, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.68561654412975"
[1] "Starting iterative with newton 2.68561654412975"
[1] "Starting newton at: 2.99178483982613"
[1] "Newton iter: 1, lambda:2.9521993360793, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.95361121009401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.95361303837896, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95361303838202, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95361303837896"
[1] "Starting iterative with newton 2.95361303837896"
[1] "Starting newton at: 3.12507067044373"
[1] "Newton iter: 1, lambda:3.11398878057884, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.11410559085257, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11410560392045, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11410560392045, diff to last: 0"
[1] "Final threshold is: 0.155637460875319"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.91025260071889"
[1] "Newton iter: 1, lambda:2.23504790678923, diff to last: 0.325"
[1] "Newton iter: 2, lambda:2.29980252354046, diff to last: 0.065"
[1] "Newton iter: 3, lambda:2.30436429768296, diff to last: 0.005"
[1] "Newton iter: 4, lambda:2.3043875435293, diff to last: 0"
[1] "Newton iter: 5, lambda:2.3043875441333, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.3043875435293"
[1] "Starting iterative with newton 2.3043875435293"
[1] "Starting newton at: 3.02269990738875"
[1] "Newton iter: 1, lambda:3.15442903824317, diff to last: 0.132"
[1] "Newton iter: 2, lambda:3.18321697601132, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.18453744342344, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.1845401534464, diff to last: 0"
[1] "Newton iter: 5, lambda:3.1845401534578, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.1845401534464"
[1] "Starting iterative with newton 3.1845401534464"
[1] "Starting newton at: 3.63539940118263"
[1] "Newton iter: 1, lambda:3.83347128483953, diff to last: 0.198"
[1] "Newton iter: 2, lambda:3.92829062265577, diff to last: 0.095"
[1] "Newton iter: 3, lambda:3.94913187667657, diff to last: 0.021"
[1] "Newton iter: 4, lambda:3.95004306051064, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.95004474354687, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9500447435526, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9500447435526"
[1] "Starting iterative with newton 3.9500447435526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.05797724575593389, 'da': 0.0, 'dd': 0.059444107232788666}, {'ad': 0.10317828267158341, 'da': 0.10569955727305072, 'dd': 0.14668417307745274}, {'ad': 0.16315006340439206, 'da': 0.15563746087531913, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363951021438443. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.5280765074745"
[1] "Starting iterative with newton 10.5280765074745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.79976319879205"
[1] "Starting iterative with newton 8.79976319879205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.19045924247484"
[1] "Starting iterative with newton 8.19045924247484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.42666949857448"
[1] "Starting iterative with newton 4.42666949857448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.34925078748772"
[1] "Starting iterative with newton 4.34925078748772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 2.03885086356197"
[1] "Newton iter: 1, lambda:1.58704614467817, diff to last: 0.452"
[1] "Newton iter: 2, lambda:1.5413952444412, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.53991501973908, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53991337375665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53991337375461, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53991337375461"
[1] "Starting iterative with newton 1.53991337375461"
[1] "Starting newton at: 1.84208563436665"
[1] "Newton iter: 1, lambda:1.49698127134129, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.44483970621314, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.44252295241281, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44251813593915, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4425181359183, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4425181359183"
[1] "Starting iterative with newton 1.4425181359183"
[1] "Starting newton at: 1.76042973971746"
[1] "Newton iter: 1, lambda:1.42594458371478, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.36426190888867, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.36051190955968, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36049732596052, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36049732573945, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36049732573945"
[1] "Starting iterative with newton 1.36049732573945"
[1] "Starting newton at: 1.65461568820449"
[1] "Newton iter: 1, lambda:1.3458593753321, diff to last: 0.309"
[1] "Newton iter: 2, lambda:1.27757918833231, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.27219972809934, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27216480955761, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27216480808337, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27216480808337"
[1] "Starting iterative with newton 1.27216480808337"
[1] "Starting newton at: 1.54421505291348"
[1] "Newton iter: 1, lambda:1.24918811824207, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.16913028621851, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.16016712138275, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.16005020407191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16005018416115, diff to last: 0"
[1] "Newton iter: 6, lambda:1.16005018416115, diff to last: 0"
[1] "Final threshold is: 0.0579772457559339"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18940019732886"
[1] "Starting iterative with newton 1.18940019732886"
[1] "Starting newton at: 1.35607258426145"
[1] "Newton iter: 1, lambda:1.21244413395314, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.19004223287522, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.18940072948573, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18940019732922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18940019732886, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.0594441072327887"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.10180056833772"
[1] "Newton iter: 1, lambda:1.13883105566141, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.13690589880419, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1369007132928, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13690071325516, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13690071325516"
[1] "Starting iterative with newton 1.13690071325516"
[1] "Starting newton at: 1.41568211749546"
[1] "Newton iter: 1, lambda:1.4095394659737, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.40950960889716, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40950960818575, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40950960818575"
[1] "Starting iterative with newton 1.40950960818575"
[1] "Starting newton at: 1.68278258080376"
[1] "Newton iter: 1, lambda:1.69936032038506, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.69926224587945, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69926224263709, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69926224263709"
[1] "Starting iterative with newton 1.69926224263709"
[1] "Starting newton at: 1.98336467466582"
[1] "Newton iter: 1, lambda:1.91859978164323, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.91854464900544, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91854464875633, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91854464875633"
[1] "Starting iterative with newton 1.91854464875633"
[1] "Starting newton at: 2.06622454683091"
[1] "Newton iter: 1, lambda:2.06446469339, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.06446484744148, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06446484744148, diff to last: 0"
[1] "Final threshold is: 0.103178282671583"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 1.10803037384793"
[1] "Newton iter: 1, lambda:1.2053802969039, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.19341361656596, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.1932331853818, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19323314410942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19323314410942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19323314410942"
[1] "Starting iterative with newton 1.19323314410942"
[1] "Starting newton at: 1.47641815778636"
[1] "Newton iter: 1, lambda:1.50193073392848, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.50149085725772, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50149073183988, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50149073183987, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50149073183988"
[1] "Starting iterative with newton 1.50149073183988"
[1] "Starting newton at: 1.8021227229756"
[1] "Newton iter: 1, lambda:1.80034624676514, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.80034552187143, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80034552187131, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80034552187143"
[1] "Starting iterative with newton 1.80034552187143"
[1] "Starting newton at: 1.93245010100751"
[1] "Newton iter: 1, lambda:1.99671996259888, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.99629911703419, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99629911028769, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99629911028769"
[1] "Starting iterative with newton 1.99629911028769"
[1] "Starting newton at: 2.15281282478646"
[1] "Newton iter: 1, lambda:2.11479235320071, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.11491231226355, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11491231299584, diff to last: 0"
[1] "Final threshold is: 0.105699557273051"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.42781529666408"
[1] "Newton iter: 1, lambda:1.35484307034306, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.35116311637786, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.35115231276247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35115231266879, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35115231266879"
[1] "Starting iterative with newton 1.35115231266879"
[1] "Starting newton at: 2.09154303928946"
[1] "Newton iter: 1, lambda:2.03634079773121, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.03740742243555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.03740775692787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0374077569279, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03740775692787"
[1] "Starting iterative with newton 2.03740775692787"
[1] "Starting newton at: 2.55501483332867"
[1] "Newton iter: 1, lambda:2.49863018371023, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.5007899233697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.50079301369136, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5007930136977, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5007930136977"
[1] "Starting iterative with newton 2.5007930136977"
[1] "Starting newton at: 2.7359026379868"
[1] "Newton iter: 1, lambda:2.76909009869725, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.7699519608989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.76995254300391, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76995254300418, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.76995254300391"
[1] "Starting iterative with newton 2.76995254300391"
[1] "Starting newton at: 2.9236134948262"
[1] "Newton iter: 1, lambda:2.93485668687222, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.93496180740198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.93496181656003, diff to last: 0"
[1] "Final threshold is: 0.146684173077453"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.51028188024841"
[1] "Newton iter: 1, lambda:1.62083215348619, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.61572633473396, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.61571951532863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61571951531612, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61571951531612"
[1] "Starting iterative with newton 1.61571951531612"
[1] "Starting newton at: 2.50078692711799"
[1] "Newton iter: 1, lambda:2.39671197207607, diff to last: 0.104"
[1] "Newton iter: 2, lambda:2.40482319029223, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.40487076944416, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40487077108969, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40487076944416"
[1] "Starting iterative with newton 2.40487076944416"
[1] "Starting newton at: 2.88414641163204"
[1] "Newton iter: 1, lambda:2.86762495089778, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.86788261829044, diff to last: 0"
[1] "Newton iter: 3, lambda:2.86788268132357, diff to last: 0"
[1] "Newton iter: 4, lambda:2.86788268132357, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.86788268132357"
[1] "Starting iterative with newton 2.86788268132357"
[1] "Starting newton at: 3.11302854225428"
[1] "Newton iter: 1, lambda:3.1266343474375, diff to last: 0.014"
[1] "Newton iter: 2, lambda:3.12682211895964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.12682215441005, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12682215441005, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12682215441005"
[1] "Starting iterative with newton 3.12682215441005"
[1] "Starting newton at: 3.32162301846804"
[1] "Newton iter: 1, lambda:3.26087790587798, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.26441044056956, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.26442311325853, diff to last: 0"
[1] "Newton iter: 4, lambda:3.26442311342113, diff to last: 0"
[1] "Final threshold is: 0.163150063404392"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.38298170494094"
[1] "Newton iter: 1, lambda:1.45471053260743, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.4512841886604, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.45127748305204, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45127748302613, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45127748302613"
[1] "Starting iterative with newton 1.45127748302613"
[1] "Starting newton at: 2.11672293410517"
[1] "Newton iter: 1, lambda:2.20191391952788, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.20502320117594, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2050281161431, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20502811615544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2050281161431"
[1] "Starting iterative with newton 2.2050281161431"
[1] "Starting newton at: 2.68906937761772"
[1] "Newton iter: 1, lambda:2.6856067303515, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.68561654412975, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68561654420856, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.68561654412975"
[1] "Starting iterative with newton 2.68561654412975"
[1] "Starting newton at: 2.99178483982613"
[1] "Newton iter: 1, lambda:2.9521993360793, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.95361121009401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.95361303837896, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95361303838202, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95361303837896"
[1] "Starting iterative with newton 2.95361303837896"
[1] "Starting newton at: 3.12507067044373"
[1] "Newton iter: 1, lambda:3.11398878057884, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.11410559085257, diff to last: 0"
[1] "Newton iter: 3, lambda:3.11410560392045, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11410560392045, diff to last: 0"
[1] "Final threshold is: 0.155637460875319"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.91025260071889"
[1] "Newton iter: 1, lambda:2.23504790678923, diff to last: 0.325"
[1] "Newton iter: 2, lambda:2.29980252354046, diff to last: 0.065"
[1] "Newton iter: 3, lambda:2.30436429768296, diff to last: 0.005"
[1] "Newton iter: 4, lambda:2.3043875435293, diff to last: 0"
[1] "Newton iter: 5, lambda:2.3043875441333, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.3043875435293"
[1] "Starting iterative with newton 2.3043875435293"
[1] "Starting newton at: 3.02269990738875"
[1] "Newton iter: 1, lambda:3.15442903824317, diff to last: 0.132"
[1] "Newton iter: 2, lambda:3.18321697601132, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.18453744342344, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.1845401534464, diff to last: 0"
[1] "Newton iter: 5, lambda:3.1845401534578, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.1845401534464"
[1] "Starting iterative with newton 3.1845401534464"
[1] "Starting newton at: 3.63539940118263"
[1] "Newton iter: 1, lambda:3.83347128483953, diff to last: 0.198"
[1] "Newton iter: 2, lambda:3.92829062265577, diff to last: 0.095"
[1] "Newton iter: 3, lambda:3.94913187667657, diff to last: 0.021"
[1] "Newton iter: 4, lambda:3.95004306051064, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.95004474354687, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9500447435526, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9500447435526"
[1] "Starting iterative with newton 3.9500447435526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.05797724575593389, 'da': 0.0, 'dd': 0.059444107232788666}, {'ad': 0.10317828267158341, 'da': 0.10569955727305072, 'dd': 0.14668417307745274}, {'ad': 0.16315006340439206, 'da': 0.15563746087531913, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363951021438443. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.04997822210412245
0.04997822210412245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.246286895541199"
[1] "Newton iter: 1, lambda:0.213593167483202, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.213727622564565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.213727624847705, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213727622564565"
[1] "Starting iterative with newton 0.213727622564565"
[1] "Starting newton at: 0.194377432264426"
[1] "Newton iter: 1, lambda:0.103040086950033, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.103681289636219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103681321381846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103681321381846, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103681321381846"
[1] "Starting iterative with newton 0.103681321381846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967179207870935, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974347043457213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974347436319548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974347436319549, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0974347436319548"
[1] "Starting iterative with newton 0.0974347436319548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963570100922247, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970680416544197, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970680802907446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970680802907447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0970680802907447"
[1] "Starting iterative with newton 0.0970680802907447"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0963357895543439, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970464836898697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970465222882435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970465222882436, diff to last: 0"
[1] "Final threshold is: 0.0048502126453545"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.416344407780039"
[1] "Newton iter: 1, lambda:0.199931232395421, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.206879327828186, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.206886630798432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206886630806497, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.206886630798432"
[1] "Starting iterative with newton 0.206886630798432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067858857363219, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0681877708880177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0681877786128957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0681877786128957"
[1] "Starting iterative with newton 0.0681877786128957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0598749863906328, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0601168654004851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0601168693475477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0601168654004851"
[1] "Starting iterative with newton 0.0601168654004851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594172636451134, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0596546074615325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596546112484353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0596546112484353"
[1] "Starting iterative with newton 0.0596546112484353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0593910764309695, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.059628162252312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596281660302109, diff to last: 0"
[1] "Final threshold is: 0.0029801095367067"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.23679434277199"
[1] "Newton iter: 1, lambda:0.230043346362235, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.23004967380965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.230049673815211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.23004967380965"
[1] "Starting iterative with newton 0.23004967380965"
[1] "Starting newton at: 0.106201133464902"
[1] "Newton iter: 1, lambda:0.112705516470567, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.112709178063154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.112709178064314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112709178063154"
[1] "Starting iterative with newton 0.112709178063154"
[1] "Starting newton at: 0.16848732817533"
[1] "Newton iter: 1, lambda:0.105394824455319, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.105731396093898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105731405695065, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105731396093898"
[1] "Starting iterative with newton 0.105731396093898"
[1] "Starting newton at: 0.175465110144586"
[1] "Newton iter: 1, lambda:0.10487687000118, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105297517987769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105297532966869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105297532966869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105297532966869"
[1] "Starting iterative with newton 0.105297532966869"
[1] "Starting newton at: 0.175898973271615"
[1] "Newton iter: 1, lambda:0.104844288256164, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.105270472989913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105270488364785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105270488364785, diff to last: 0"
[1] "Final threshold is: 0.00526123184850466"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.599971891812421"
[1] "Newton iter: 1, lambda:0.449317505300511, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.4553788545535, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.4553890692872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45538906931617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.45538906931617"
[1] "Starting iterative with newton 0.45538906931617"
[1] "Starting newton at: 0.175453581132226"
[1] "Newton iter: 1, lambda:0.215082599602759, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.215338802236358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.21533881292297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21533881292297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21533881292297"
[1] "Starting iterative with newton 0.21533881292297"
[1] "Starting newton at: 0.16083306016367"
[1] "Newton iter: 1, lambda:0.19132126932076, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.191464179769257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191464182905077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.191464179769257"
[1] "Starting iterative with newton 0.191464179769257"
[1] "Starting newton at: 0.128799630329132"
[1] "Newton iter: 1, lambda:0.18837708759277, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.188920280362397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188920325412578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188920325412578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188920325412578"
[1] "Starting iterative with newton 0.188920325412578"
[1] "Starting newton at: 0.131343484685812"
[1] "Newton iter: 1, lambda:0.188153315280259, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.188646873067936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188646910238978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188646910238978, diff to last: 0"
[1] "Final threshold is: 0.00942823717918009"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.567674907807659"
[1] "Newton iter: 1, lambda:0.463580611547616, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.466719191467318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.4667221214517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466722121454252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4667221214517"
[1] "Starting iterative with newton 0.4667221214517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173388094756451, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.178011295761953, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178014574600971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17801457460262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17801457460262"
[1] "Starting iterative with newton 0.17801457460262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144723738634281, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147639448254216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147640630643779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147640630643974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147640630643974"
[1] "Starting iterative with newton 0.147640630643974"
[1] "Starting newton at: 0.268873327131037"
[1] "Newton iter: 1, lambda:0.142266062925287, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.144462843612388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144463507261829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14446350726189, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144463507261829"
[1] "Starting iterative with newton 0.144463507261829"
[1] "Starting newton at: 0.272050450513182"
[1] "Newton iter: 1, lambda:0.141808908930758, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.144130612681526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.14413135307459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144131353074665, diff to last: 0"
[1] "Final threshold is: 0.00720342877612955"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64987364777317"
[1] "Starting iterative with newton 2.64987364777317"
[1] "Starting newton at: 0.71892342936405"
[1] "Newton iter: 1, lambda:0.582478061392558, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.589103843296314, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.589120231233739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589120231333794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589120231333794"
[1] "Starting iterative with newton 0.589120231333794"
[1] "Starting newton at: 0.201216913282225"
[1] "Newton iter: 1, lambda:0.332199194981802, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.336564295030999, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.336569086204858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336569086210627, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.336569086210627"
[1] "Starting iterative with newton 0.336569086210627"
[1] "Starting newton at: 0.202998849817353"
[1] "Newton iter: 1, lambda:0.29700646024416, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.29911896639607, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.299120025327083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299120025327349, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299120025327083"
[1] "Starting iterative with newton 0.299120025327083"
[1] "Starting newton at: 0.235323463630436"
[1] "Newton iter: 1, lambda:0.292593517758896, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.293368309440363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.293368450570939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293368450570944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.293368450570939"
[1] "Starting iterative with newton 0.293368450570939"
[1] "Starting newton at: 0.220036718203902"
[1] "Newton iter: 1, lambda:0.291281800625374, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.292480285872994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.292480623097371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.292480623097398, diff to last: 0"
[1] "Final threshold is: 0.0146176615423126"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.68628215446491"
[1] "Starting iterative with newton 1.68628215446491"
[1] "Starting newton at: 0.824865182591645"
[1] "Newton iter: 1, lambda:0.661415274812428, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.672536583278441, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.672591671872138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672591673218749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672591673218749"
[1] "Starting iterative with newton 0.672591673218749"
[1] "Starting newton at: 0.624152802016241"
[1] "Newton iter: 1, lambda:0.477460741804934, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.485007342188476, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.485028054317117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485028054472905, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.485028054317117"
[1] "Starting iterative with newton 0.485028054317117"
[1] "Starting newton at: 0.373367842911719"
[1] "Newton iter: 1, lambda:0.443533734468325, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.445259608201897, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.445260641742543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445260641742913, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.445260641742543"
[1] "Starting iterative with newton 0.445260641742543"
[1] "Starting newton at: 0.377515849327894"
[1] "Newton iter: 1, lambda:0.43537060940075, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.436530016121004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.436530477841355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436530477841428, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.436530477841355"
[1] "Starting iterative with newton 0.436530477841355"
[1] "Starting newton at: 0.382954396931061"
[1] "Newton iter: 1, lambda:0.433710142594652, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.434599605016772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.434599876147665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434599876147691, diff to last: 0"
[1] "Final threshold is: 0.0217205291365321"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89440452258446"
[1] "Starting iterative with newton 1.89440452258446"
[1] "Starting newton at: 0.81311601219442"
[1] "Newton iter: 1, lambda:0.715481898450809, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.719799893833653, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.71980870407229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719808704108907, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.719808704108907"
[1] "Starting iterative with newton 0.719808704108907"
[1] "Starting newton at: 0.5195938920945"
[1] "Newton iter: 1, lambda:0.471014920743618, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.471887454233794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.471887738455639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471887738455669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.471887738455639"
[1] "Starting iterative with newton 0.471887738455639"
[1] "Starting newton at: 0.526006061036906"
[1] "Newton iter: 1, lambda:0.411234600185003, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.41570149505641, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.415708397724353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415708397740826, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415708397740826"
[1] "Starting iterative with newton 0.415708397740826"
[1] "Starting newton at: 0.491065068432415"
[1] "Newton iter: 1, lambda:0.40013956848436, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.402906352890824, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.402908951406419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40290895140871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.402908951406419"
[1] "Starting iterative with newton 0.402908951406419"
[1] "Starting newton at: 0.484426337801251"
[1] "Newton iter: 1, lambda:0.397464076896943, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.399986239749143, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.399988389692317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399988389693879, diff to last: 0"
[1] "Final threshold is: 0.0199907085791129"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.18968205862301"
[1] "Starting iterative with newton 1.18968205862301"
[1] "Starting newton at: 0.955163280054208"
[1] "Newton iter: 1, lambda:0.867723555030028, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.872181924767801, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.872194078073277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.872194078163394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.872194078163394"
[1] "Starting iterative with newton 0.872194078163394"
[1] "Starting newton at: 0.729536135370496"
[1] "Newton iter: 1, lambda:0.773117480489517, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.774228346536485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.774229056526214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774229056526504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774229056526214"
[1] "Starting iterative with newton 0.774229056526214"
[1] "Starting newton at: 0.725784494216952"
[1] "Newton iter: 1, lambda:0.741665601913237, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.741808491305635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741808502804679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741808502804679, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741808502804679"
[1] "Starting iterative with newton 0.741808502804679"
[1] "Starting newton at: 0.746760179619935"
[1] "Newton iter: 1, lambda:0.730713808942871, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.730856879180757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.730856890625226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730856890625226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730856879180757"
[1] "Starting iterative with newton 0.730856879180757"
[1] "Starting newton at: 0.748131841641833"
[1] "Newton iter: 1, lambda:0.726882847507023, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.727132606123323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.727132640914396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727132640914397, diff to last: 0"
[1] "Final threshold is: 0.0363407966267768"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.959267276323275"
[1] "Starting iterative with newton 0.959267276323275"
[1] "Starting newton at: 1.12030671832524"
[1] "Newton iter: 1, lambda:0.992739906548023, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.00400542212204, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.00410150306434, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00410151000899, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00410151000899"
[1] "Starting iterative with newton 1.00410151000899"
[1] "Starting newton at: 1.13254335277381"
[1] "Newton iter: 1, lambda:1.01252090050791, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.02263130474794, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.02270943714126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02270944178013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02270944178013"
[1] "Starting iterative with newton 1.02270944178013"
[1] "Starting newton at: 1.12950821562842"
[1] "Newton iter: 1, lambda:1.02210937410134, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.03030665179208, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03035816787724, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03035816990211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03035816787724"
[1] "Starting iterative with newton 1.03035816787724"
[1] "Starting newton at: 1.13312238066101"
[1] "Newton iter: 1, lambda:1.02514220753636, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.03343658895632, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03348942423895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03348942637238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.03348942637238"
[1] "Starting iterative with newton 1.03348942637238"
[1] "Starting newton at: 1.1307273334398"
[1] "Newton iter: 1, lambda:1.02704922642011, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.03472391237892, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.03476916202916, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03476916359502, diff to last: 0"
[1] "Final threshold is: 0.0517159230063901"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970706861615084"
[1] "Starting iterative with newton 0.970706861615084"
[1] "Starting newton at: 0.850816753794598"
[1] "Newton iter: 1, lambda:0.955397498789875, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.963459930325822, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.963505727761025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963505729232371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.963505727761025"
[1] "Starting iterative with newton 0.963505727761025"
[1] "Starting newton at: 0.852957840194997"
[1] "Newton iter: 1, lambda:0.953403811330471, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.960816700424041, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.960855344999327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.960855346045417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.960855344999327"
[1] "Starting iterative with newton 0.960855344999327"
[1] "Starting newton at: 0.854285881448543"
[1] "Newton iter: 1, lambda:0.952731998059777, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.959842554906372, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959878086349887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959878087233743, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.959878087233743"
[1] "Starting iterative with newton 0.959878087233743"
[1] "Starting newton at: 0.855116668786485"
[1] "Newton iter: 1, lambda:0.9525263656771, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959483501556749, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.95951750659783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959517507407215, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.959517507407215"
[1] "Starting iterative with newton 0.959517507407215"
[1] "Starting newton at: 0.855477248613013"
[1] "Newton iter: 1, lambda:0.952456967979905, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.959351042468136, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.959384430228212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.95938443100842, diff to last: 0"
[1] "Final threshold is: 0.0479483281371825"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.7679309470134"
[1] "Starting iterative with newton 0.7679309470134"
[1] "Starting newton at: 1.13129198924886"
[1] "Newton iter: 1, lambda:1.27781148719926, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.30364229587672, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.30438991586826, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30439052948227, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30439052948268, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30439052948227"
[1] "Starting iterative with newton 1.30439052948227"
[1] "Starting newton at: 1.42905066555654"
[1] "Newton iter: 1, lambda:1.63416472998946, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.69768653855208, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.70323363107933, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.70327342113481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70327342316927, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70327342113481"
[1] "Starting iterative with newton 1.70327342113481"
[1] "Starting newton at: 1.39002200435558"
[1] "Newton iter: 1, lambda:1.71655278677365, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.8940438257175, diff to last: 0.177"
[1] "Newton iter: 3, lambda:1.94571829448308, diff to last: 0.052"
[1] "Newton iter: 4, lambda:1.94962601855959, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.94964708489573, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94964708550486, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94964708550486"
[1] "Starting iterative with newton 1.94964708550486"
[1] "Starting newton at: 1.52088594838831"
[1] "Newton iter: 1, lambda:1.83901735840471, diff to last: 0.318"
[1] "Newton iter: 2, lambda:2.0169120805944, diff to last: 0.178"
[1] "Newton iter: 3, lambda:2.07134066183624, diff to last: 0.054"
[1] "Newton iter: 4, lambda:2.07586181425939, diff to last: 0.005"
[1] "Newton iter: 5, lambda:2.07589104277294, diff to last: 0"
[1] "Newton iter: 6, lambda:2.07589104398697, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07589104398697"
[1] "Starting iterative with newton 2.07589104398697"
[1] "Starting newton at: 1.54667102677851"
[1] "Newton iter: 1, lambda:1.872665637248, diff to last: 0.326"
[1] "Newton iter: 2, lambda:2.06329413114587, diff to last: 0.191"
[1] "Newton iter: 3, lambda:2.12778930226435, diff to last: 0.064"
[1] "Newton iter: 4, lambda:2.13434593874516, diff to last: 0.007"
[1] "Newton iter: 5, lambda:2.1344087087391, diff to last: 0"
[1] "Newton iter: 6, lambda:2.13440871443952, diff to last: 0"
[1] "Final threshold is: 0.106673952506336"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.727112008993976"
[1] "Starting iterative with newton 0.727112008993976"
[1] "Starting newton at: 1.41837630590557"
[1] "Newton iter: 1, lambda:1.39472668522422, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.39537601709743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.39537651826067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39537651826097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39537651826067"
[1] "Starting iterative with newton 1.39537651826067"
[1] "Starting newton at: 1.27918237710927"
[1] "Newton iter: 1, lambda:1.63633999283664, diff to last: 0.357"
[1] "Newton iter: 2, lambda:1.84790039123687, diff to last: 0.212"
[1] "Newton iter: 3, lambda:1.92472128668014, diff to last: 0.077"
[1] "Newton iter: 4, lambda:1.93389796739141, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.93401868875048, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93401870939318, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93401870939319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93401870939319"
[1] "Starting iterative with newton 1.93401870939319"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 2.64042452162373"
[1] "Newton iter: 1, lambda:2.87190046212298, diff to last: 0.231"
[1] "Newton iter: 2, lambda:3.01749469299864, diff to last: 0.146"
[1] "Newton iter: 3, lambda:3.07264017784479, diff to last: 0.055"
[1] "Newton iter: 4, lambda:3.0795769852882, diff to last: 0.007"
[1] "Newton iter: 5, lambda:3.07967697603305, diff to last: 0"
[1] "Newton iter: 6, lambda:3.07967699651724, diff to last: 0"
[1] "Newton iter: 7, lambda:3.07967699651742, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.07967699651724"
[1] "Starting iterative with newton 3.07967699651724"
[1] "Starting newton at: 2.22424986353347"
[1] "Newton iter: 1, lambda:2.47003616083517, diff to last: 0.246"
[1] "Newton iter: 2, lambda:2.60552777240066, diff to last: 0.135"
[1] "Newton iter: 3, lambda:2.64345402113098, diff to last: 0.038"
[1] "Newton iter: 4, lambda:2.6460350847327, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.64604633846447, diff to last: 0"
[1] "Newton iter: 6, lambda:2.64604633867743, diff to last: 0"
[1] "Final threshold is: 0.132244691612221"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742051114374532"
[1] "Starting iterative with newton 0.742051114374532"
[1] "Starting newton at: 1.48131950414653"
[1] "Newton iter: 1, lambda:1.34525749579984, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.36411213244818, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.36453745049086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36453766344298, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36453766344303, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36453766344303"
[1] "Starting iterative with newton 1.36453766344303"
[1] "Starting newton at: 1.33518112985265"
[1] "Newton iter: 1, lambda:1.65931678905552, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.83948753336852, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.89670416663293, diff to last: 0.057"
[1] "Newton iter: 4, lambda:1.90196682731006, diff to last: 0.005"
[1] "Newton iter: 5, lambda:1.90200865397176, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90200865659581, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90200865397176"
[1] "Starting iterative with newton 1.90200865397176"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0499782221041224"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674479547215343"
[1] "Starting iterative with newton 0.674479547215343"
[1] "Starting newton at: 1.23577305350355"
[1] "Newton iter: 1, lambda:1.481609271948, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.58174697067488, diff to last: 0.1"
[1] "Newton iter: 3, lambda:1.59801304738101, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59841173860446, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59841197387925, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59841197387934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59841197387925"
[1] "Starting iterative with newton 1.59841197387925"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.220177303644276"
threshold is:
[{'ad': 0.004850212645354502, 'da': 0.0029801095367066976, 'dd': 0.005261231848504658}, {'ad': 0.009428237179180092, 'da': 0.007203428776129549, 'dd': 0.014617661542312551}, {'ad': 0.021720529136532125, 'da': 0.0199907085791129, 'dd': 0.03634079662677684}, {'ad': 0.051715923006390135, 'da': 0.04794832813718252, 'dd': 0.10667395250633589}, {'ad': 0.13224469161222055, 'da': 0.22017730364427615, 'dd': 0.22017730364427615}]
Number of points in noise estimation: 128
Estimated noise: 0.04997822210412245
0.04997822210412245
threshold is:
[{'ad': 0.002557583351441739, 'da': 0.015581170908043757, 'dd': 0.00901479507553088}, {'ad': 0.0128986280674952, 'da': 0.008499468987055454, 'dd': 0.01494674856215694}, {'ad': 0.023474676226730606, 'da': 0.023421821834319893, 'dd': 0.026154470868390876}, {'ad': 0.040452712259024914, 'da': 0.04373392927513871, 'dd': 0.20384457322759508}, {'ad': 0.22017730364427615, 'da': 0.22017730364427615, 'dd': 0.22017730364427615}]
['stjerten256', 0.05, 4, 0.002433382737607346, 0.0008722246136742307, 0.0007194765071670892, 0.0023761519474692406, 0.0008199646610114555, 0.0009211790765398596, 0.0008199646610114555, 0.0009211790765398596, 26.137895771529966, 30.5937166195052, 31.42983382372644, 26.241257910319803, 30.862048645168215, 30.356559350656873, 30.862048645168215, 30.356559350656873]
stjerten256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.265516264514559, diff to last: 0.266"
[1] "Newton iter: 2, lambda:0.277862352722099, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.277888592654929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277888592773275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277888592654929"
[1] "Starting iterative with newton 0.277888592654929"
[1] "Starting newton at: 0.210035715810759"
[1] "Newton iter: 1, lambda:0.135086761763152, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.135723155396881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.135723201454745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135723201454745, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.135723201454745"
[1] "Starting iterative with newton 0.135723201454745"
[1] "Starting newton at: 0.109434069949954"
[1] "Newton iter: 1, lambda:0.124378950833545, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.124403445515302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124403445581074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124403445515302"
[1] "Starting iterative with newton 0.124403445515302"
[1] "Starting newton at: 0.120753825889396"
[1] "Newton iter: 1, lambda:0.123486034635125, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.123486850480406, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123486850480479, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123486850480406"
[1] "Starting iterative with newton 0.123486850480406"
[1] "Starting newton at: 0.121670420924293"
[1] "Newton iter: 1, lambda:0.123412207739765, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.123412539212021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123412539212032, diff to last: 0"
[1] "Final threshold is: 0.00902946840189308"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.314287195627201"
[1] "Newton iter: 1, lambda:0.313977397843472, diff to last: 0"
[1] "Newton iter: 2, lambda:0.313977415518539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313977415518539, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.313977415518539"
[1] "Starting iterative with newton 0.313977415518539"
[1] "Starting newton at: 0.183133580823881"
[1] "Newton iter: 1, lambda:0.185876481960002, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.185877530559162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185877530559315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.185877530559315"
[1] "Starting iterative with newton 0.185877530559315"
[1] "Starting newton at: 0.201818321298708"
[1] "Newton iter: 1, lambda:0.173799796311219, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.173907022982425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173907024556064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173907024556064"
[1] "Starting iterative with newton 0.173907024556064"
[1] "Starting newton at: 0.213788827301959"
[1] "Newton iter: 1, lambda:0.172505033784251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.172737183359169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172737190722535, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172737190722535"
[1] "Starting iterative with newton 0.172737190722535"
[1] "Starting newton at: 0.214958661135488"
[1] "Newton iter: 1, lambda:0.172375456445033, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.172622382320193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172622390649318, diff to last: 0"
[1] "Final threshold is: 0.0126299031830899"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.294143725837054"
[1] "Newton iter: 1, lambda:0.353750721946674, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.354604957301422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.354605131137256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354605131137263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354605131137256"
[1] "Starting iterative with newton 0.354605131137256"
[1] "Starting newton at: 0.131011363304388"
[1] "Newton iter: 1, lambda:0.154868245946775, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.154933385636756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154933386121867, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.154933386121867"
[1] "Starting iterative with newton 0.154933386121867"
[1] "Starting newton at: 0.16371087450348"
[1] "Newton iter: 1, lambda:0.138199081372781, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.138271762009494, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138271762600188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138271762009494"
[1] "Starting iterative with newton 0.138271762009494"
[1] "Starting newton at: 0.180372498615854"
[1] "Newton iter: 1, lambda:0.136555246881064, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.136769043561273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136769048663624, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136769043561273"
[1] "Starting iterative with newton 0.136769043561273"
[1] "Starting newton at: 0.181875217064074"
[1] "Newton iter: 1, lambda:0.136402607203136, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.13663280311616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136632809030347, diff to last: 0"
[1] "Final threshold is: 0.00999672836875821"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0.390502888799332"
[1] "Newton iter: 1, lambda:0.553974274329206, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.563458869485967, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.563489633073014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.563489633395774, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.563489633073014"
[1] "Starting iterative with newton 0.563489633073014"
[1] "Starting newton at: 0.370285394447038"
[1] "Newton iter: 1, lambda:0.287340388964298, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.288854275195903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.288854783724043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2888547837241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.288854783724043"
[1] "Starting iterative with newton 0.288854783724043"
[1] "Starting newton at: 0.265316569228107"
[1] "Newton iter: 1, lambda:0.251845753736073, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.251883085142368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251883085429329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251883085142368"
[1] "Starting iterative with newton 0.251883085142368"
[1] "Starting newton at: 0.29429437179982"
[1] "Newton iter: 1, lambda:0.246181119911111, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.246651407270499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246651452353205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246651452353206, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246651452353205"
[1] "Starting iterative with newton 0.246651452353205"
[1] "Starting newton at: 0.266639549733905"
[1] "Newton iter: 1, lambda:0.245818332843171, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.245906453432372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245906455012905, diff to last: 0"
[1] "Final threshold is: 0.0179917257965638"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0.388319562365102"
[1] "Newton iter: 1, lambda:0.55984931053604, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.570711484406785, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.570753311781473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570753312399635, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570753312399635"
[1] "Starting iterative with newton 0.570753312399635"
[1] "Starting newton at: 0.242070798467276"
[1] "Newton iter: 1, lambda:0.294864648803993, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.295556704234496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.29555682265157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295556822651573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.295556822651573"
[1] "Starting iterative with newton 0.295556822651573"
[1] "Starting newton at: 0.288496165409951"
[1] "Newton iter: 1, lambda:0.249542616481858, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.24988540917426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.249885435786573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249885435786573, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.249885435786573"
[1] "Starting iterative with newton 0.249885435786573"
[1] "Starting newton at: 0.302636546587389"
[1] "Newton iter: 1, lambda:0.241445582814881, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.242276828405603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242276982382581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242276982382587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242276982382587"
[1] "Starting iterative with newton 0.242276982382587"
[1] "Starting newton at: 0.310244999991375"
[1] "Newton iter: 1, lambda:0.23991459307623, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.241009038950496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24100930514546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241009305145475, diff to last: 0"
[1] "Final threshold is: 0.0176334262244975"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 0.622350481080339"
[1] "Newton iter: 1, lambda:0.629264406442816, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.629283887197749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629283887352064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.629283887352064"
[1] "Starting iterative with newton 0.629283887352064"
[1] "Starting newton at: 0.395554624233696"
[1] "Newton iter: 1, lambda:0.462036525754972, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.463557996077672, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.463558783838243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463558783838454, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.463558783838243"
[1] "Starting iterative with newton 0.463558783838243"
[1] "Starting newton at: 0.401005449317372"
[1] "Newton iter: 1, lambda:0.429678738541715, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.429950668175884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.429950692516665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429950692516665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429950692516665"
[1] "Starting iterative with newton 0.429950692516665"
[1] "Starting newton at: 0.42803019191957"
[1] "Newton iter: 1, lambda:0.422835607348837, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.422844420068587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422844420093975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.422844420068587"
[1] "Starting iterative with newton 0.422844420068587"
[1] "Starting newton at: 0.434274706418399"
[1] "Newton iter: 1, lambda:0.421275016091501, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.421330050986083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421330051974731, diff to last: 0"
[1] "Final threshold is: 0.0308265789395242"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 0.820404011670783"
[1] "Newton iter: 1, lambda:0.764067183360982, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.765689490794592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765690869122687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765690869123681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.765690869123681"
[1] "Starting iterative with newton 0.765690869123681"
[1] "Starting newton at: 0.555916681563267"
[1] "Newton iter: 1, lambda:0.628836107275154, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.63137867145247, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.631381705032849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631381705037164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631381705032849"
[1] "Starting iterative with newton 0.631381705032849"
[1] "Starting newton at: 0.593515426798961"
[1] "Newton iter: 1, lambda:0.594868703130193, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.59486953638735, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594869536387665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.59486953638735"
[1] "Starting iterative with newton 0.59486953638735"
[1] "Starting newton at: 0.606781109356404"
[1] "Newton iter: 1, lambda:0.584469794169146, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.58469288546913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584692907912544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584692907912544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.584692907912544"
[1] "Starting iterative with newton 0.584692907912544"
[1] "Starting newton at: 0.609919419182064"
[1] "Newton iter: 1, lambda:0.581477664313987, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.581838701175523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58183875981431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581838759814311, diff to last: 0"
[1] "Final threshold is: 0.042570185576635"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 0.825852063631694"
[1] "Newton iter: 1, lambda:0.774602457839401, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.775966358797137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775967346696231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775967346696749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.775967346696749"
[1] "Starting iterative with newton 0.775967346696749"
[1] "Starting newton at: 0.57296968878319"
[1] "Newton iter: 1, lambda:0.636698106393206, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.638668674186157, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63867052625619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638670526257825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63867052625619"
[1] "Starting iterative with newton 0.63867052625619"
[1] "Starting newton at: 0.589134057196883"
[1] "Newton iter: 1, lambda:0.60100261540374, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.601067851217055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.601067853181617, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601067851217055"
[1] "Starting iterative with newton 0.601067851217055"
[1] "Starting newton at: 0.565209660737878"
[1] "Newton iter: 1, lambda:0.590229286450761, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.590517463429478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590517501416287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590517501416287, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.590517501416287"
[1] "Starting iterative with newton 0.590517501416287"
[1] "Starting newton at: 0.557100529395908"
[1] "Newton iter: 1, lambda:0.587122989543561, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.587537331606488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587537409932788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587537409932791, diff to last: 0"
[1] "Final threshold is: 0.0429871268494328"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.12262154009985"
[1] "Newton iter: 1, lambda:1.01805457041917, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.02610245262051, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02615374191098, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02615374398447, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02615374398447"
[1] "Starting iterative with newton 1.02615374398447"
[1] "Starting newton at: 1.0935369518094"
[1] "Newton iter: 1, lambda:1.05433627752437, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.0555388625581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05554002375066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05554002375174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05554002375066"
[1] "Starting iterative with newton 1.05554002375066"
[1] "Starting newton at: 1.10865823718354"
[1] "Newton iter: 1, lambda:1.06728398680426, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.0686316337196, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06863310352151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06863310352326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06863310352151"
[1] "Starting iterative with newton 1.06863310352151"
[1] "Starting newton at: 1.10602796946733"
[1] "Newton iter: 1, lambda:1.07360571046855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.07444100274913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07444156917394, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0744415691742, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.0744415691742"
[1] "Starting iterative with newton 1.0744415691742"
[1] "Starting newton at: 1.10197642902136"
[1] "Newton iter: 1, lambda:1.07649429094978, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.07701340321751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07701362227739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07701362227742, diff to last: 0"
[1] "Final threshold is: 0.0787996141466171"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.23730246496324"
[1] "Newton iter: 1, lambda:1.14224749736839, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14972397571907, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.14977401981391, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14977402204451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14977402204451"
[1] "Starting iterative with newton 1.14977402204451"
[1] "Starting newton at: 1.24692059940688"
[1] "Newton iter: 1, lambda:1.3112381625844, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.31538851021654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31540501915057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31540501941089, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31540501915057"
[1] "Starting iterative with newton 1.31540501915057"
[1] "Starting newton at: 1.28013287316298"
[1] "Newton iter: 1, lambda:1.38064094421994, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.39137613794723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.3914904140413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39149042687165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39149042687165, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39149042687165"
[1] "Starting iterative with newton 1.39149042687165"
[1] "Starting newton at: 1.2691654076469"
[1] "Newton iter: 1, lambda:1.40403446097537, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.4240793384912, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.42448578843593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42448595267429, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42448595267431, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42448595267431"
[1] "Starting iterative with newton 1.42448595267431"
[1] "Starting newton at: 1.2719401275992"
[1] "Newton iter: 1, lambda:1.41506148142779, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.43788645310217, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.4384173827812, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.43841766439911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43841766439919, diff to last: 0"
[1] "Final threshold is: 0.105241711517682"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 0.96507841878583"
[1] "Newton iter: 1, lambda:1.1037215922118, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.12156893599045, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1218464202352, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12184648653634, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12184648653634, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12184648653634"
[1] "Starting iterative with newton 1.12184648653634"
[1] "Starting newton at: 1.32131549821358"
[1] "Newton iter: 1, lambda:1.2430090366212, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.24824845859872, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24827357870026, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24827357927539, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24827357927539"
[1] "Starting iterative with newton 1.24827357927539"
[1] "Starting newton at: 1.28904735837788"
[1] "Newton iter: 1, lambda:1.30521913440339, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.30546646709268, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30546652421904, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30546652421904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30546652421904"
[1] "Starting iterative with newton 1.30546652421904"
[1] "Starting newton at: 1.30429826596918"
[1] "Newton iter: 1, lambda:1.32971296025557, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.33033481565676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.33033518061873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33033518061885, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33033518061873"
[1] "Starting iterative with newton 1.33033518061873"
[1] "Starting newton at: 1.30262718972391"
[1] "Newton iter: 1, lambda:1.3396206581866, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.34095620890881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34095790067323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34095790067594, diff to last: 0"
[1] "Final threshold is: 0.0981110758250836"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.40940533483524"
[1] "Newton iter: 1, lambda:1.4197371839548, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.41987400108451, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41987402484478, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41987402484478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41987402484478"
[1] "Starting iterative with newton 1.41987402484478"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:3.82678078037864, diff to last: 0.252"
[1] "Newton iter: 2, lambda:3.91056772444666, diff to last: 0.084"
[1] "Newton iter: 3, lambda:3.93815236471043, diff to last: 0.028"
[1] "Newton iter: 4, lambda:3.94080549013312, diff to last: 0.003"
[1] "Newton iter: 5, lambda:3.94082834019406, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9408283418799, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.94082834019406"
[1] "Starting iterative with newton 3.94082834019406"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:1.55425856360747, diff to last: 2.524"
[1] "Newton iter: 2, lambda:1.98286710087169, diff to last: 0.429"
[1] "Newton iter: 3, lambda:2.35374131692612, diff to last: 0.371"
[1] "Newton iter: 4, lambda:2.68156732676271, diff to last: 0.328"
[1] "Newton iter: 5, lambda:2.97322511495914, diff to last: 0.292"
[1] "Newton iter: 6, lambda:3.23034177830261, diff to last: 0.257"
[1] "Newton iter: 7, lambda:3.44975706072584, diff to last: 0.219"
[1] "Newton iter: 8, lambda:3.62307349455596, diff to last: 0.173"
[1] "Newton iter: 9, lambda:3.73765274710893, diff to last: 0.115"
[1] "Newton iter: 10, lambda:3.78754975227564, diff to last: 0.05"
[1] "Iteration: 4 Threshold: 3.78754975227564"
[1] "Starting iterative with newton 3.78754975227564"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Final threshold is: 0.298415409875466"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 1.32257636904194"
[1] "Newton iter: 1, lambda:1.46694469928306, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.49771901328917, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.49901287333672, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49901509450732, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49901509451385, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49901509450732"
[1] "Starting iterative with newton 1.49901509450732"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.35524752430322"
[1] "Newton iter: 1, lambda:1.45880875341597, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.4741637969858, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47447887164466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47447900234267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4744790023427, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47447900234267"
[1] "Starting iterative with newton 1.47447900234267"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.22726342322547"
[1] "Newton iter: 1, lambda:1.48182574084369, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.58961363928924, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.60868154994587, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.60923441119725, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60923486632187, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60923486632218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60923486632187"
[1] "Starting iterative with newton 1.60923486632187"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
threshold is:
[{'ad': 0.009029468401893078, 'da': 0.012629903183089932, 'dd': 0.009996728368758206}, {'ad': 0.01799172579656384, 'da': 0.017633426224497473, 'dd': 0.03082657893952416}, {'ad': 0.042570185576635, 'da': 0.04298712684943277, 'dd': 0.07879961414661713}, {'ad': 0.10524171151768215, 'da': 0.09811107582508359, 'dd': 0.2984154098754662}, {'ad': 0.32232548196866617, 'da': 0.32232548196866617, 'dd': 0.32232548196866617}]
Number of points in noise estimation: 128
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.93711547072657"
[1] "Starting iterative with newton 6.93711547072657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51722455051543"
[1] "Starting iterative with newton 6.51722455051543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.48249637881157"
[1] "Starting iterative with newton 5.48249637881157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 2.13113829269565"
[1] "Newton iter: 1, lambda:1.65814828364596, diff to last: 0.473"
[1] "Newton iter: 2, lambda:1.62627945121813, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.62566466584785, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62566442631147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62566442631144, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62566442631147"
[1] "Starting iterative with newton 1.62566442631147"
[1] "Starting newton at: 1.97590898669396"
[1] "Newton iter: 1, lambda:1.60791286440895, diff to last: 0.368"
[1] "Newton iter: 2, lambda:1.56930601570304, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.56830054809909, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56829983140226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5682998314019, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5682998314019"
[1] "Starting iterative with newton 1.5682998314019"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52338079973657"
[1] "Starting iterative with newton 1.52338079973657"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.111458032409813"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 1.49104796742808"
[1] "Newton iter: 1, lambda:1.36209449036221, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.34777180045113, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.34756543495782, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34756539164959, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34756539164958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34756539164958"
[1] "Starting iterative with newton 1.34756539164958"
[1] "Starting newton at: 1.5362445441258"
[1] "Newton iter: 1, lambda:1.40603423480595, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.3928513765202, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.39269088320432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39269085913618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39269085913618, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39269085913618"
[1] "Starting iterative with newton 1.39269085913618"
[1] "Starting newton at: 1.58470742486753"
[1] "Newton iter: 1, lambda:1.44306755214125, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.42905088390681, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.42888205463852, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42888202979722, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42888202979722, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42888202979722"
[1] "Starting iterative with newton 1.42888202979722"
[1] "Starting newton at: 1.64287916542855"
[1] "Newton iter: 1, lambda:1.48353835144199, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.46802997770354, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.46783923153262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4678392021637, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4678392021637, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4678392021637"
[1] "Starting iterative with newton 1.4678392021637"
[1] "Starting newton at: 1.70254460217473"
[1] "Newton iter: 1, lambda:1.53120452737738, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.51582468273048, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.51565483368011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51565481254736, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51565481254736, diff to last: 0"
[1] "Final threshold is: 0.110892761184993"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 1.54575322917551"
[1] "Newton iter: 1, lambda:1.3485830279281, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.31839947208267, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31745669120507, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31745574928371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31745574928277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31745574928277"
[1] "Starting iterative with newton 1.31745574928277"
[1] "Starting newton at: 1.53746927379565"
[1] "Newton iter: 1, lambda:1.33801961654602, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.30645027444875, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.30539600682076, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30539480255151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30539480254994, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30539480255151"
[1] "Starting iterative with newton 1.30539480255151"
[1] "Starting newton at: 1.52390789769939"
[1] "Newton iter: 1, lambda:1.32927645309933, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29830709874657, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.29727599153111, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29727482228233, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29727482228083, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29727482228083"
[1] "Starting iterative with newton 1.29727482228083"
[1] "Starting newton at: 1.51665893007851"
[1] "Newton iter: 1, lambda:1.32182632404395, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29024018011985, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.28915135614217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28915003284784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28915003284588, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28915003284588"
[1] "Starting iterative with newton 1.28915003284588"
[1] "Starting newton at: 1.50317753700043"
[1] "Newton iter: 1, lambda:1.30999282969887, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.27795781944634, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.27681159139578, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27681009162625, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27681009162368, diff to last: 0"
[1] "Final threshold is: 0.0934177065891709"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.09409067146587"
[1] "Newton iter: 1, lambda:1.10093399546907, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.10086390759157, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10086390024637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10086390024637"
[1] "Starting iterative with newton 1.10086390024637"
[1] "Starting newton at: 1.39484663050099"
[1] "Newton iter: 1, lambda:1.34123673347665, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.33873293515283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33872708678622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33872708675423, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33872708678622"
[1] "Starting iterative with newton 1.33872708678622"
[1] "Starting newton at: 1.62312413450145"
[1] "Newton iter: 1, lambda:1.60971943879856, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.6096390379537, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60963903495595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60963903495595"
[1] "Starting iterative with newton 1.60963903495595"
[1] "Starting newton at: 1.86366530716808"
[1] "Newton iter: 1, lambda:1.81716529675031, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.81685642227528, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81685640360145, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81685640360145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81685640360145"
[1] "Starting iterative with newton 1.81685640360145"
[1] "Starting newton at: 1.93437951961792"
[1] "Newton iter: 1, lambda:1.9654434378438, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.96536801731327, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9653680170525, diff to last: 0"
[1] "Final threshold is: 0.143795991245082"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.21515976618382"
[1] "Newton iter: 1, lambda:1.2847489936174, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.27961844530895, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.2795918483068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27959184758838, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27959184758838"
[1] "Starting iterative with newton 1.27959184758838"
[1] "Starting newton at: 1.7786517310127"
[1] "Newton iter: 1, lambda:1.85767005974396, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.85684803024957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85684800629628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85684800629628, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85684800629628"
[1] "Starting iterative with newton 1.85684800629628"
[1] "Starting newton at: 2.21574948104571"
[1] "Newton iter: 1, lambda:2.24697039842872, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.24726348534781, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24726351332015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24726351332015, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24726351332015"
[1] "Starting iterative with newton 2.24726351332015"
[1] "Starting newton at: 2.50389144014898"
[1] "Newton iter: 1, lambda:2.45252458228697, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.45373922802234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.45373987230442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4537398723046, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.45373987230442"
[1] "Starting iterative with newton 2.45373987230442"
[1] "Starting newton at: 2.58466835752381"
[1] "Newton iter: 1, lambda:2.55056954932066, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.55113728483693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.55113743836585, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55113743836587, diff to last: 0"
[1] "Final threshold is: 0.186653763350856"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 1.25193612305752"
[1] "Newton iter: 1, lambda:1.21907572735063, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.21785736298127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21785563996822, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21785563996477, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21785563996477"
[1] "Starting iterative with newton 1.21785563996477"
[1] "Starting newton at: 1.75654361143843"
[1] "Newton iter: 1, lambda:1.72319057287713, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.72298003993628, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72298002968038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72298002968038, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72298002968038"
[1] "Starting iterative with newton 1.72298002968038"
[1] "Starting newton at: 2.07976901319981"
[1] "Newton iter: 1, lambda:2.11129836317894, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.11145662238155, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11145662711521, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11145662711521"
[1] "Starting iterative with newton 2.11145662711521"
[1] "Starting newton at: 2.37304142267803"
[1] "Newton iter: 1, lambda:2.33661955641541, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.33709288224113, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33709295711995, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33709295711995, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33709295711995"
[1] "Starting iterative with newton 2.33709295711995"
[1] "Starting newton at: 2.45157935096119"
[1] "Newton iter: 1, lambda:2.44377380552966, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.44379742802595, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44379742824008, diff to last: 0"
[1] "Final threshold is: 0.178800240217701"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.55152239718398"
[1] "Newton iter: 1, lambda:1.47226056403968, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.46991849596733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.46991575070994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46991575070614, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46991575070994"
[1] "Starting iterative with newton 1.46991575070994"
[1] "Starting newton at: 2.29346465348814"
[1] "Newton iter: 1, lambda:2.25135138760776, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.2525212020594, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25252206729762, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25252206729809, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.25252206729762"
[1] "Starting iterative with newton 2.25252206729762"
[1] "Starting newton at: 2.78498084262647"
[1] "Newton iter: 1, lambda:2.80358903051135, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.8039395378792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.80393966182242, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80393966182244, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80393966182244"
[1] "Starting iterative with newton 2.80393966182244"
[1] "Starting newton at: 3.1336712053029"
[1] "Newton iter: 1, lambda:3.15705306489066, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.15769954655618, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15770003318394, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15770003318421, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15770003318394"
[1] "Starting iterative with newton 3.15770003318394"
[1] "Starting newton at: 3.38209822571894"
[1] "Newton iter: 1, lambda:3.41990648089884, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.42178231535556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.42178677027596, diff to last: 0"
[1] "Newton iter: 4, lambda:3.42178677030104, diff to last: 0"
[1] "Final threshold is: 0.250354750965505"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 2.02845697904096"
[1] "Newton iter: 1, lambda:1.8393928469344, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.8534944302839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.85353107178446, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85353107205714, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.85353107205714"
[1] "Starting iterative with newton 1.85353107205714"
[1] "Starting newton at: 2.56890676151366"
[1] "Newton iter: 1, lambda:2.69069518498176, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.70611223370913, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.70636532142689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70636538944133, diff to last: 0"
[1] "Newton iter: 5, lambda:2.70636538944133, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.70636538944133"
[1] "Starting iterative with newton 2.70636538944133"
[1] "Starting newton at: 3.27176531819677"
[1] "Newton iter: 1, lambda:3.23574979673207, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.23729193953966, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.23729486999772, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23729487000829, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23729486999772"
[1] "Starting iterative with newton 3.23729486999772"
[1] "Starting newton at: 3.52193031053124"
[1] "Newton iter: 1, lambda:3.51536181116483, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.51541507101276, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51541507454243, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.51541507101276"
[1] "Starting iterative with newton 3.51541507101276"
[1] "Starting newton at: 3.57501938609068"
[1] "Newton iter: 1, lambda:3.61913135188124, diff to last: 0.044"
[1] "Newton iter: 2, lambda:3.62166224110506, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.6216701412586, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62167014133533, diff to last: 0"
[1] "Final threshold is: 0.264979201557388"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.71202783747779"
[1] "Newton iter: 1, lambda:1.72422101945064, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.72421095420958, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72421095420452, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72421095420452"
[1] "Starting iterative with newton 1.72421095420452"
[1] "Starting newton at: 2.49600896083529"
[1] "Newton iter: 1, lambda:2.54105424236496, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.54287999353516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.54288303401591, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54288303402435, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.54288303401591"
[1] "Starting iterative with newton 2.54288303401591"
[1] "Starting newton at: 3.00491831340116"
[1] "Newton iter: 1, lambda:3.04133612265528, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.04291739421472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.04292032206084, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04292032207087, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.04292032207087"
[1] "Starting iterative with newton 3.04292032207087"
[1] "Starting newton at: 3.38451539168894"
[1] "Newton iter: 1, lambda:3.37945930397539, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.37949266780393, diff to last: 0"
[1] "Newton iter: 3, lambda:3.37949266926426, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.37949266780393"
[1] "Starting iterative with newton 3.37949266780393"
[1] "Starting newton at: 3.59257343450177"
[1] "Newton iter: 1, lambda:3.59556912390492, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.59558169381282, diff to last: 0"
[1] "Newton iter: 3, lambda:3.59558169403332, diff to last: 0"
[1] "Final threshold is: 0.263070442420187"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.90171848961749"
[1] "Newton iter: 1, lambda:2.28688244848548, diff to last: 0.385"
[1] "Newton iter: 2, lambda:2.38834080155659, diff to last: 0.101"
[1] "Newton iter: 3, lambda:2.40209091214841, diff to last: 0.014"
[1] "Newton iter: 4, lambda:2.40235000667003, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40235009837788, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4023500983779, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40235009837788"
[1] "Starting iterative with newton 2.40235009837788"
[1] "Starting newton at: 3.06347172378526"
[1] "Newton iter: 1, lambda:3.23067393097575, diff to last: 0.167"
[1] "Newton iter: 2, lambda:3.27908822872718, diff to last: 0.048"
[1] "Newton iter: 3, lambda:3.2830165309486, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.28304132402825, diff to last: 0"
[1] "Newton iter: 5, lambda:3.28304132501159, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.28304132402825"
[1] "Starting iterative with newton 3.28304132402825"
[1] "Starting newton at: 3.99916651216642"
[1] "Newton iter: 1, lambda:3.95907411942465, diff to last: 0.04"
[1] "Newton iter: 2, lambda:3.96188905140291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.96190405247957, diff to last: 0"
[1] "Newton iter: 4, lambda:3.96190405290353, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.96190405247957"
[1] "Starting iterative with newton 3.96190405247957"
[1] "Starting newton at: 4.13133846253231"
[1] "Newton iter: 1, lambda:4.24326027718473, diff to last: 0.112"
[1] "Newton iter: 2, lambda:4.27384492058133, diff to last: 0.031"
[1] "Newton iter: 3, lambda:4.2758536820884, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.27586188477794, diff to last: 0"
[1] "Newton iter: 5, lambda:4.27586188491417, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.27586188491417"
[1] "Starting iterative with newton 4.27586188491417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.11145803240981268}, {'ad': 0.1108927611849935, 'da': 0.0934177065891709, 'dd': 0.14379599124508233}, {'ad': 0.1866537633508559, 'da': 0.1788002402177015, 'dd': 0.250354750965505}, {'ad': 0.2649792015573881, 'da': 0.26307044242018696, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360633178867131. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.93711547072657"
[1] "Starting iterative with newton 6.93711547072657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51722455051543"
[1] "Starting iterative with newton 6.51722455051543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.48249637881157"
[1] "Starting iterative with newton 5.48249637881157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 2.13113829269565"
[1] "Newton iter: 1, lambda:1.65814828364596, diff to last: 0.473"
[1] "Newton iter: 2, lambda:1.62627945121813, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.62566466584785, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62566442631147, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62566442631144, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62566442631147"
[1] "Starting iterative with newton 1.62566442631147"
[1] "Starting newton at: 1.97590898669396"
[1] "Newton iter: 1, lambda:1.60791286440895, diff to last: 0.368"
[1] "Newton iter: 2, lambda:1.56930601570304, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.56830054809909, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56829983140226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5682998314019, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5682998314019"
[1] "Starting iterative with newton 1.5682998314019"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52338079973657"
[1] "Starting iterative with newton 1.52338079973657"
[1] "Starting newton at: 1.87829771207298"
[1] "Newton iter: 1, lambda:1.56323374522791, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.5244897693836, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52338174755954, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52338079973727, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52338079973657, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.111458032409813"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 1.49104796742808"
[1] "Newton iter: 1, lambda:1.36209449036221, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.34777180045113, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.34756543495782, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34756539164959, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34756539164958, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34756539164958"
[1] "Starting iterative with newton 1.34756539164958"
[1] "Starting newton at: 1.5362445441258"
[1] "Newton iter: 1, lambda:1.40603423480595, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.3928513765202, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.39269088320432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39269085913618, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39269085913618, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39269085913618"
[1] "Starting iterative with newton 1.39269085913618"
[1] "Starting newton at: 1.58470742486753"
[1] "Newton iter: 1, lambda:1.44306755214125, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.42905088390681, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.42888205463852, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42888202979722, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42888202979722, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42888202979722"
[1] "Starting iterative with newton 1.42888202979722"
[1] "Starting newton at: 1.64287916542855"
[1] "Newton iter: 1, lambda:1.48353835144199, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.46802997770354, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.46783923153262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4678392021637, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4678392021637, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4678392021637"
[1] "Starting iterative with newton 1.4678392021637"
[1] "Starting newton at: 1.70254460217473"
[1] "Newton iter: 1, lambda:1.53120452737738, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.51582468273048, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.51565483368011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51565481254736, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51565481254736, diff to last: 0"
[1] "Final threshold is: 0.110892761184993"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 1.54575322917551"
[1] "Newton iter: 1, lambda:1.3485830279281, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.31839947208267, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31745669120507, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31745574928371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31745574928277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31745574928277"
[1] "Starting iterative with newton 1.31745574928277"
[1] "Starting newton at: 1.53746927379565"
[1] "Newton iter: 1, lambda:1.33801961654602, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.30645027444875, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.30539600682076, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30539480255151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30539480254994, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30539480255151"
[1] "Starting iterative with newton 1.30539480255151"
[1] "Starting newton at: 1.52390789769939"
[1] "Newton iter: 1, lambda:1.32927645309933, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29830709874657, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.29727599153111, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29727482228233, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29727482228083, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29727482228083"
[1] "Starting iterative with newton 1.29727482228083"
[1] "Starting newton at: 1.51665893007851"
[1] "Newton iter: 1, lambda:1.32182632404395, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.29024018011985, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.28915135614217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28915003284784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28915003284588, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28915003284588"
[1] "Starting iterative with newton 1.28915003284588"
[1] "Starting newton at: 1.50317753700043"
[1] "Newton iter: 1, lambda:1.30999282969887, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.27795781944634, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.27681159139578, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27681009162625, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27681009162368, diff to last: 0"
[1] "Final threshold is: 0.0934177065891709"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.09409067146587"
[1] "Newton iter: 1, lambda:1.10093399546907, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.10086390759157, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10086390024637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10086390024637"
[1] "Starting iterative with newton 1.10086390024637"
[1] "Starting newton at: 1.39484663050099"
[1] "Newton iter: 1, lambda:1.34123673347665, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.33873293515283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33872708678622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33872708675423, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33872708678622"
[1] "Starting iterative with newton 1.33872708678622"
[1] "Starting newton at: 1.62312413450145"
[1] "Newton iter: 1, lambda:1.60971943879856, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.6096390379537, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60963903495595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60963903495595"
[1] "Starting iterative with newton 1.60963903495595"
[1] "Starting newton at: 1.86366530716808"
[1] "Newton iter: 1, lambda:1.81716529675031, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.81685642227528, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81685640360145, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81685640360145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81685640360145"
[1] "Starting iterative with newton 1.81685640360145"
[1] "Starting newton at: 1.93437951961792"
[1] "Newton iter: 1, lambda:1.9654434378438, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.96536801731327, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9653680170525, diff to last: 0"
[1] "Final threshold is: 0.143795991245082"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.21515976618382"
[1] "Newton iter: 1, lambda:1.2847489936174, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.27961844530895, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.2795918483068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27959184758838, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27959184758838"
[1] "Starting iterative with newton 1.27959184758838"
[1] "Starting newton at: 1.7786517310127"
[1] "Newton iter: 1, lambda:1.85767005974396, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.85684803024957, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85684800629628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85684800629628, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85684800629628"
[1] "Starting iterative with newton 1.85684800629628"
[1] "Starting newton at: 2.21574948104571"
[1] "Newton iter: 1, lambda:2.24697039842872, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.24726348534781, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24726351332015, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24726351332015, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24726351332015"
[1] "Starting iterative with newton 2.24726351332015"
[1] "Starting newton at: 2.50389144014898"
[1] "Newton iter: 1, lambda:2.45252458228697, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.45373922802234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.45373987230442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4537398723046, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.45373987230442"
[1] "Starting iterative with newton 2.45373987230442"
[1] "Starting newton at: 2.58466835752381"
[1] "Newton iter: 1, lambda:2.55056954932066, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.55113728483693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.55113743836585, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55113743836587, diff to last: 0"
[1] "Final threshold is: 0.186653763350856"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 1.25193612305752"
[1] "Newton iter: 1, lambda:1.21907572735063, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.21785736298127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21785563996822, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21785563996477, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21785563996477"
[1] "Starting iterative with newton 1.21785563996477"
[1] "Starting newton at: 1.75654361143843"
[1] "Newton iter: 1, lambda:1.72319057287713, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.72298003993628, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72298002968038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72298002968038, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72298002968038"
[1] "Starting iterative with newton 1.72298002968038"
[1] "Starting newton at: 2.07976901319981"
[1] "Newton iter: 1, lambda:2.11129836317894, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.11145662238155, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11145662711521, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11145662711521"
[1] "Starting iterative with newton 2.11145662711521"
[1] "Starting newton at: 2.37304142267803"
[1] "Newton iter: 1, lambda:2.33661955641541, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.33709288224113, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33709295711995, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33709295711995, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33709295711995"
[1] "Starting iterative with newton 2.33709295711995"
[1] "Starting newton at: 2.45157935096119"
[1] "Newton iter: 1, lambda:2.44377380552966, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.44379742802595, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44379742824008, diff to last: 0"
[1] "Final threshold is: 0.178800240217701"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.55152239718398"
[1] "Newton iter: 1, lambda:1.47226056403968, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.46991849596733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.46991575070994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46991575070614, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46991575070994"
[1] "Starting iterative with newton 1.46991575070994"
[1] "Starting newton at: 2.29346465348814"
[1] "Newton iter: 1, lambda:2.25135138760776, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.2525212020594, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25252206729762, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25252206729809, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.25252206729762"
[1] "Starting iterative with newton 2.25252206729762"
[1] "Starting newton at: 2.78498084262647"
[1] "Newton iter: 1, lambda:2.80358903051135, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.8039395378792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.80393966182242, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80393966182244, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80393966182244"
[1] "Starting iterative with newton 2.80393966182244"
[1] "Starting newton at: 3.1336712053029"
[1] "Newton iter: 1, lambda:3.15705306489066, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.15769954655618, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.15770003318394, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15770003318421, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.15770003318394"
[1] "Starting iterative with newton 3.15770003318394"
[1] "Starting newton at: 3.38209822571894"
[1] "Newton iter: 1, lambda:3.41990648089884, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.42178231535556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.42178677027596, diff to last: 0"
[1] "Newton iter: 4, lambda:3.42178677030104, diff to last: 0"
[1] "Final threshold is: 0.250354750965505"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 2.02845697904096"
[1] "Newton iter: 1, lambda:1.8393928469344, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.8534944302839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.85353107178446, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85353107205714, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.85353107205714"
[1] "Starting iterative with newton 1.85353107205714"
[1] "Starting newton at: 2.56890676151366"
[1] "Newton iter: 1, lambda:2.69069518498176, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.70611223370913, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.70636532142689, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70636538944133, diff to last: 0"
[1] "Newton iter: 5, lambda:2.70636538944133, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.70636538944133"
[1] "Starting iterative with newton 2.70636538944133"
[1] "Starting newton at: 3.27176531819677"
[1] "Newton iter: 1, lambda:3.23574979673207, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.23729193953966, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.23729486999772, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23729487000829, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23729486999772"
[1] "Starting iterative with newton 3.23729486999772"
[1] "Starting newton at: 3.52193031053124"
[1] "Newton iter: 1, lambda:3.51536181116483, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.51541507101276, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51541507454243, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.51541507101276"
[1] "Starting iterative with newton 3.51541507101276"
[1] "Starting newton at: 3.57501938609068"
[1] "Newton iter: 1, lambda:3.61913135188124, diff to last: 0.044"
[1] "Newton iter: 2, lambda:3.62166224110506, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.6216701412586, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62167014133533, diff to last: 0"
[1] "Final threshold is: 0.264979201557388"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.71202783747779"
[1] "Newton iter: 1, lambda:1.72422101945064, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.72421095420958, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72421095420452, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72421095420452"
[1] "Starting iterative with newton 1.72421095420452"
[1] "Starting newton at: 2.49600896083529"
[1] "Newton iter: 1, lambda:2.54105424236496, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.54287999353516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.54288303401591, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54288303402435, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.54288303401591"
[1] "Starting iterative with newton 2.54288303401591"
[1] "Starting newton at: 3.00491831340116"
[1] "Newton iter: 1, lambda:3.04133612265528, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.04291739421472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.04292032206084, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04292032207087, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.04292032207087"
[1] "Starting iterative with newton 3.04292032207087"
[1] "Starting newton at: 3.38451539168894"
[1] "Newton iter: 1, lambda:3.37945930397539, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.37949266780393, diff to last: 0"
[1] "Newton iter: 3, lambda:3.37949266926426, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.37949266780393"
[1] "Starting iterative with newton 3.37949266780393"
[1] "Starting newton at: 3.59257343450177"
[1] "Newton iter: 1, lambda:3.59556912390492, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.59558169381282, diff to last: 0"
[1] "Newton iter: 3, lambda:3.59558169403332, diff to last: 0"
[1] "Final threshold is: 0.263070442420187"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.90171848961749"
[1] "Newton iter: 1, lambda:2.28688244848548, diff to last: 0.385"
[1] "Newton iter: 2, lambda:2.38834080155659, diff to last: 0.101"
[1] "Newton iter: 3, lambda:2.40209091214841, diff to last: 0.014"
[1] "Newton iter: 4, lambda:2.40235000667003, diff to last: 0"
[1] "Newton iter: 5, lambda:2.40235009837788, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4023500983779, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.40235009837788"
[1] "Starting iterative with newton 2.40235009837788"
[1] "Starting newton at: 3.06347172378526"
[1] "Newton iter: 1, lambda:3.23067393097575, diff to last: 0.167"
[1] "Newton iter: 2, lambda:3.27908822872718, diff to last: 0.048"
[1] "Newton iter: 3, lambda:3.2830165309486, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.28304132402825, diff to last: 0"
[1] "Newton iter: 5, lambda:3.28304132501159, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.28304132402825"
[1] "Starting iterative with newton 3.28304132402825"
[1] "Starting newton at: 3.99916651216642"
[1] "Newton iter: 1, lambda:3.95907411942465, diff to last: 0.04"
[1] "Newton iter: 2, lambda:3.96188905140291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.96190405247957, diff to last: 0"
[1] "Newton iter: 4, lambda:3.96190405290353, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.96190405247957"
[1] "Starting iterative with newton 3.96190405247957"
[1] "Starting newton at: 4.13133846253231"
[1] "Newton iter: 1, lambda:4.24326027718473, diff to last: 0.112"
[1] "Newton iter: 2, lambda:4.27384492058133, diff to last: 0.031"
[1] "Newton iter: 3, lambda:4.2758536820884, diff to last: 0.002"
[1] "Newton iter: 4, lambda:4.27586188477794, diff to last: 0"
[1] "Newton iter: 5, lambda:4.27586188491417, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.27586188491417"
[1] "Starting iterative with newton 4.27586188491417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.11145803240981268}, {'ad': 0.1108927611849935, 'da': 0.0934177065891709, 'dd': 0.14379599124508233}, {'ad': 0.1866537633508559, 'da': 0.1788002402177015, 'dd': 0.250354750965505}, {'ad': 0.2649792015573881, 'da': 0.26307044242018696, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360633178867131. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07316491873147297
0.07316491873147297
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.265516264514559, diff to last: 0.266"
[1] "Newton iter: 2, lambda:0.277862352722099, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.277888592654929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277888592773275, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277888592654929"
[1] "Starting iterative with newton 0.277888592654929"
[1] "Starting newton at: 0.210035715810759"
[1] "Newton iter: 1, lambda:0.135086761763152, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.135723155396881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.135723201454745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135723201454745, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.135723201454745"
[1] "Starting iterative with newton 0.135723201454745"
[1] "Starting newton at: 0.109434069949954"
[1] "Newton iter: 1, lambda:0.124378950833545, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.124403445515302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124403445581074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124403445515302"
[1] "Starting iterative with newton 0.124403445515302"
[1] "Starting newton at: 0.120753825889396"
[1] "Newton iter: 1, lambda:0.123486034635125, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.123486850480406, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123486850480479, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123486850480406"
[1] "Starting iterative with newton 0.123486850480406"
[1] "Starting newton at: 0.121670420924293"
[1] "Newton iter: 1, lambda:0.123412207739765, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.123412539212021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123412539212032, diff to last: 0"
[1] "Final threshold is: 0.00902946840189308"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.314287195627201"
[1] "Newton iter: 1, lambda:0.313977397843472, diff to last: 0"
[1] "Newton iter: 2, lambda:0.313977415518539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313977415518539, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.313977415518539"
[1] "Starting iterative with newton 0.313977415518539"
[1] "Starting newton at: 0.183133580823881"
[1] "Newton iter: 1, lambda:0.185876481960002, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.185877530559162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185877530559315, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.185877530559315"
[1] "Starting iterative with newton 0.185877530559315"
[1] "Starting newton at: 0.201818321298708"
[1] "Newton iter: 1, lambda:0.173799796311219, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.173907022982425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.173907024556064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173907024556064"
[1] "Starting iterative with newton 0.173907024556064"
[1] "Starting newton at: 0.213788827301959"
[1] "Newton iter: 1, lambda:0.172505033784251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.172737183359169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172737190722535, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172737190722535"
[1] "Starting iterative with newton 0.172737190722535"
[1] "Starting newton at: 0.214958661135488"
[1] "Newton iter: 1, lambda:0.172375456445033, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.172622382320193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.172622390649318, diff to last: 0"
[1] "Final threshold is: 0.0126299031830899"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.294143725837054"
[1] "Newton iter: 1, lambda:0.353750721946674, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.354604957301422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.354605131137256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354605131137263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354605131137256"
[1] "Starting iterative with newton 0.354605131137256"
[1] "Starting newton at: 0.131011363304388"
[1] "Newton iter: 1, lambda:0.154868245946775, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.154933385636756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154933386121867, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.154933386121867"
[1] "Starting iterative with newton 0.154933386121867"
[1] "Starting newton at: 0.16371087450348"
[1] "Newton iter: 1, lambda:0.138199081372781, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.138271762009494, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138271762600188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138271762009494"
[1] "Starting iterative with newton 0.138271762009494"
[1] "Starting newton at: 0.180372498615854"
[1] "Newton iter: 1, lambda:0.136555246881064, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.136769043561273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136769048663624, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136769043561273"
[1] "Starting iterative with newton 0.136769043561273"
[1] "Starting newton at: 0.181875217064074"
[1] "Newton iter: 1, lambda:0.136402607203136, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.13663280311616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136632809030347, diff to last: 0"
[1] "Final threshold is: 0.00999672836875821"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.03334220700627"
[1] "Starting iterative with newton 3.03334220700627"
[1] "Starting newton at: 0.390502888799332"
[1] "Newton iter: 1, lambda:0.553974274329206, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.563458869485967, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.563489633073014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.563489633395774, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.563489633073014"
[1] "Starting iterative with newton 0.563489633073014"
[1] "Starting newton at: 0.370285394447038"
[1] "Newton iter: 1, lambda:0.287340388964298, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.288854275195903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.288854783724043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2888547837241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.288854783724043"
[1] "Starting iterative with newton 0.288854783724043"
[1] "Starting newton at: 0.265316569228107"
[1] "Newton iter: 1, lambda:0.251845753736073, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.251883085142368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251883085429329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251883085142368"
[1] "Starting iterative with newton 0.251883085142368"
[1] "Starting newton at: 0.29429437179982"
[1] "Newton iter: 1, lambda:0.246181119911111, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.246651407270499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246651452353205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246651452353206, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246651452353205"
[1] "Starting iterative with newton 0.246651452353205"
[1] "Starting newton at: 0.266639549733905"
[1] "Newton iter: 1, lambda:0.245818332843171, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.245906453432372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245906455012905, diff to last: 0"
[1] "Final threshold is: 0.0179917257965638"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.583392295487"
[1] "Starting iterative with newton 2.583392295487"
[1] "Starting newton at: 0.388319562365102"
[1] "Newton iter: 1, lambda:0.55984931053604, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.570711484406785, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.570753311781473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570753312399635, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570753312399635"
[1] "Starting iterative with newton 0.570753312399635"
[1] "Starting newton at: 0.242070798467276"
[1] "Newton iter: 1, lambda:0.294864648803993, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.295556704234496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.29555682265157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295556822651573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.295556822651573"
[1] "Starting iterative with newton 0.295556822651573"
[1] "Starting newton at: 0.288496165409951"
[1] "Newton iter: 1, lambda:0.249542616481858, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.24988540917426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.249885435786573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249885435786573, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.249885435786573"
[1] "Starting iterative with newton 0.249885435786573"
[1] "Starting newton at: 0.302636546587389"
[1] "Newton iter: 1, lambda:0.241445582814881, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.242276828405603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242276982382581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242276982382587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242276982382587"
[1] "Starting iterative with newton 0.242276982382587"
[1] "Starting newton at: 0.310244999991375"
[1] "Newton iter: 1, lambda:0.23991459307623, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.241009038950496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24100930514546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241009305145475, diff to last: 0"
[1] "Final threshold is: 0.0176334262244975"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.64683468302327"
[1] "Starting iterative with newton 1.64683468302327"
[1] "Starting newton at: 0.622350481080339"
[1] "Newton iter: 1, lambda:0.629264406442816, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.629283887197749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629283887352064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.629283887352064"
[1] "Starting iterative with newton 0.629283887352064"
[1] "Starting newton at: 0.395554624233696"
[1] "Newton iter: 1, lambda:0.462036525754972, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.463557996077672, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.463558783838243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463558783838454, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.463558783838243"
[1] "Starting iterative with newton 0.463558783838243"
[1] "Starting newton at: 0.401005449317372"
[1] "Newton iter: 1, lambda:0.429678738541715, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.429950668175884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.429950692516665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429950692516665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429950692516665"
[1] "Starting iterative with newton 0.429950692516665"
[1] "Starting newton at: 0.42803019191957"
[1] "Newton iter: 1, lambda:0.422835607348837, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.422844420068587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.422844420093975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.422844420068587"
[1] "Starting iterative with newton 0.422844420068587"
[1] "Starting newton at: 0.434274706418399"
[1] "Newton iter: 1, lambda:0.421275016091501, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.421330050986083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.421330051974731, diff to last: 0"
[1] "Final threshold is: 0.0308265789395242"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31774376662493"
[1] "Starting iterative with newton 1.31774376662493"
[1] "Starting newton at: 0.820404011670783"
[1] "Newton iter: 1, lambda:0.764067183360982, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.765689490794592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765690869122687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765690869123681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.765690869123681"
[1] "Starting iterative with newton 0.765690869123681"
[1] "Starting newton at: 0.555916681563267"
[1] "Newton iter: 1, lambda:0.628836107275154, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.63137867145247, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.631381705032849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631381705037164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631381705032849"
[1] "Starting iterative with newton 0.631381705032849"
[1] "Starting newton at: 0.593515426798961"
[1] "Newton iter: 1, lambda:0.594868703130193, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.59486953638735, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594869536387665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.59486953638735"
[1] "Starting iterative with newton 0.59486953638735"
[1] "Starting newton at: 0.606781109356404"
[1] "Newton iter: 1, lambda:0.584469794169146, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.58469288546913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584692907912544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584692907912544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.584692907912544"
[1] "Starting iterative with newton 0.584692907912544"
[1] "Starting newton at: 0.609919419182064"
[1] "Newton iter: 1, lambda:0.581477664313987, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.581838701175523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58183875981431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581838759814311, diff to last: 0"
[1] "Final threshold is: 0.042570185576635"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.32566657715075"
[1] "Starting iterative with newton 1.32566657715075"
[1] "Starting newton at: 0.825852063631694"
[1] "Newton iter: 1, lambda:0.774602457839401, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.775966358797137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775967346696231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775967346696749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.775967346696749"
[1] "Starting iterative with newton 0.775967346696749"
[1] "Starting newton at: 0.57296968878319"
[1] "Newton iter: 1, lambda:0.636698106393206, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.638668674186157, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63867052625619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638670526257825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63867052625619"
[1] "Starting iterative with newton 0.63867052625619"
[1] "Starting newton at: 0.589134057196883"
[1] "Newton iter: 1, lambda:0.60100261540374, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.601067851217055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.601067853181617, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601067851217055"
[1] "Starting iterative with newton 0.601067851217055"
[1] "Starting newton at: 0.565209660737878"
[1] "Newton iter: 1, lambda:0.590229286450761, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.590517463429478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590517501416287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590517501416287, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.590517501416287"
[1] "Starting iterative with newton 0.590517501416287"
[1] "Starting newton at: 0.557100529395908"
[1] "Newton iter: 1, lambda:0.587122989543561, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.587537331606488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587537409932788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587537409932791, diff to last: 0"
[1] "Final threshold is: 0.0429871268494328"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.96084626528207"
[1] "Starting iterative with newton 0.96084626528207"
[1] "Starting newton at: 1.12262154009985"
[1] "Newton iter: 1, lambda:1.01805457041917, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.02610245262051, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02615374191098, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02615374398447, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02615374398447"
[1] "Starting iterative with newton 1.02615374398447"
[1] "Starting newton at: 1.0935369518094"
[1] "Newton iter: 1, lambda:1.05433627752437, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.0555388625581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05554002375066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05554002375174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05554002375066"
[1] "Starting iterative with newton 1.05554002375066"
[1] "Starting newton at: 1.10865823718354"
[1] "Newton iter: 1, lambda:1.06728398680426, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.0686316337196, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06863310352151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06863310352326, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06863310352151"
[1] "Starting iterative with newton 1.06863310352151"
[1] "Starting newton at: 1.10602796946733"
[1] "Newton iter: 1, lambda:1.07360571046855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.07444100274913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07444156917394, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0744415691742, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.0744415691742"
[1] "Starting iterative with newton 1.0744415691742"
[1] "Starting newton at: 1.10197642902136"
[1] "Newton iter: 1, lambda:1.07649429094978, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.07701340321751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07701362227739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07701362227742, diff to last: 0"
[1] "Final threshold is: 0.0787996141466171"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.825841106378842"
[1] "Starting iterative with newton 0.825841106378842"
[1] "Starting newton at: 1.23730246496324"
[1] "Newton iter: 1, lambda:1.14224749736839, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.14972397571907, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.14977401981391, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14977402204451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14977402204451"
[1] "Starting iterative with newton 1.14977402204451"
[1] "Starting newton at: 1.24692059940688"
[1] "Newton iter: 1, lambda:1.3112381625844, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.31538851021654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.31540501915057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31540501941089, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31540501915057"
[1] "Starting iterative with newton 1.31540501915057"
[1] "Starting newton at: 1.28013287316298"
[1] "Newton iter: 1, lambda:1.38064094421994, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.39137613794723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.3914904140413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39149042687165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39149042687165, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39149042687165"
[1] "Starting iterative with newton 1.39149042687165"
[1] "Starting newton at: 1.2691654076469"
[1] "Newton iter: 1, lambda:1.40403446097537, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.4240793384912, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.42448578843593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42448595267429, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42448595267431, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42448595267431"
[1] "Starting iterative with newton 1.42448595267431"
[1] "Starting newton at: 1.2719401275992"
[1] "Newton iter: 1, lambda:1.41506148142779, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.43788645310217, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.4384173827812, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.43841766439911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43841766439919, diff to last: 0"
[1] "Final threshold is: 0.105241711517682"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.863400746772136"
[1] "Starting iterative with newton 0.863400746772136"
[1] "Starting newton at: 0.96507841878583"
[1] "Newton iter: 1, lambda:1.1037215922118, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.12156893599045, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1218464202352, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12184648653634, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12184648653634, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12184648653634"
[1] "Starting iterative with newton 1.12184648653634"
[1] "Starting newton at: 1.32131549821358"
[1] "Newton iter: 1, lambda:1.2430090366212, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.24824845859872, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24827357870026, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24827357927539, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24827357927539"
[1] "Starting iterative with newton 1.24827357927539"
[1] "Starting newton at: 1.28904735837788"
[1] "Newton iter: 1, lambda:1.30521913440339, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.30546646709268, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30546652421904, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30546652421904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30546652421904"
[1] "Starting iterative with newton 1.30546652421904"
[1] "Starting newton at: 1.30429826596918"
[1] "Newton iter: 1, lambda:1.32971296025557, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.33033481565676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.33033518061873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33033518061885, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33033518061873"
[1] "Starting iterative with newton 1.33033518061873"
[1] "Starting newton at: 1.30262718972391"
[1] "Newton iter: 1, lambda:1.3396206581866, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.34095620890881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34095790067323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34095790067594, diff to last: 0"
[1] "Final threshold is: 0.0981110758250836"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.735155029680613"
[1] "Starting iterative with newton 0.735155029680613"
[1] "Starting newton at: 1.40940533483524"
[1] "Newton iter: 1, lambda:1.4197371839548, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.41987400108451, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41987402484478, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41987402484478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41987402484478"
[1] "Starting iterative with newton 1.41987402484478"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:3.82678078037864, diff to last: 0.252"
[1] "Newton iter: 2, lambda:3.91056772444666, diff to last: 0.084"
[1] "Newton iter: 3, lambda:3.93815236471043, diff to last: 0.028"
[1] "Newton iter: 4, lambda:3.94080549013312, diff to last: 0.003"
[1] "Newton iter: 5, lambda:3.94082834019406, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9408283418799, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.94082834019406"
[1] "Starting iterative with newton 3.94082834019406"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:1.55425856360747, diff to last: 2.524"
[1] "Newton iter: 2, lambda:1.98286710087169, diff to last: 0.429"
[1] "Newton iter: 3, lambda:2.35374131692612, diff to last: 0.371"
[1] "Newton iter: 4, lambda:2.68156732676271, diff to last: 0.328"
[1] "Newton iter: 5, lambda:2.97322511495914, diff to last: 0.292"
[1] "Newton iter: 6, lambda:3.23034177830261, diff to last: 0.257"
[1] "Newton iter: 7, lambda:3.44975706072584, diff to last: 0.219"
[1] "Newton iter: 8, lambda:3.62307349455596, diff to last: 0.173"
[1] "Newton iter: 9, lambda:3.73765274710893, diff to last: 0.115"
[1] "Newton iter: 10, lambda:3.78754975227564, diff to last: 0.05"
[1] "Iteration: 4 Threshold: 3.78754975227564"
[1] "Starting iterative with newton 3.78754975227564"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Final threshold is: 0.298415409875466"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702674079096257"
[1] "Starting iterative with newton 0.702674079096257"
[1] "Starting newton at: 1.32257636904194"
[1] "Newton iter: 1, lambda:1.46694469928306, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.49771901328917, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.49901287333672, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49901509450732, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49901509451385, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49901509450732"
[1] "Starting iterative with newton 1.49901509450732"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.713090392193735"
[1] "Starting iterative with newton 0.713090392193735"
[1] "Starting newton at: 1.35524752430322"
[1] "Newton iter: 1, lambda:1.45880875341597, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.4741637969858, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47447887164466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47447900234267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4744790023427, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47447900234267"
[1] "Starting iterative with newton 1.47447900234267"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.073164918731473"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674455066392023"
[1] "Starting iterative with newton 0.674455066392023"
[1] "Starting newton at: 1.22726342322547"
[1] "Newton iter: 1, lambda:1.48182574084369, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.58961363928924, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.60868154994587, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.60923441119725, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60923486632187, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60923486632218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60923486632187"
[1] "Starting iterative with newton 1.60923486632187"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.322325481968666"
threshold is:
[{'ad': 0.009029468401893078, 'da': 0.012629903183089932, 'dd': 0.009996728368758206}, {'ad': 0.01799172579656384, 'da': 0.017633426224497473, 'dd': 0.03082657893952416}, {'ad': 0.042570185576635, 'da': 0.04298712684943277, 'dd': 0.07879961414661713}, {'ad': 0.10524171151768215, 'da': 0.09811107582508359, 'dd': 0.2984154098754662}, {'ad': 0.32232548196866617, 'da': 0.32232548196866617, 'dd': 0.32232548196866617}]
Number of points in noise estimation: 128
Estimated noise: 0.07316491873147297
0.07316491873147297
threshold is:
[{'ad': 0.017936911838754455, 'da': 0.005965290747206475, 'dd': 0.02331358143290385}, {'ad': 0.01853555153398334, 'da': 0.00981373386938282, 'dd': 0.029860468979114162}, {'ad': 0.042413595610993234, 'da': 0.0421226991940612, 'dd': 0.05896233822768964}, {'ad': 0.07760839066615466, 'da': 0.0722139770071171, 'dd': 0.2984154098754662}, {'ad': 0.32232548196866617, 'da': 0.32232548196866617, 'dd': 0.32232548196866617}]
['stjerten256', 0.075, 0, 0.005254981516068751, 0.0011915783308160146, 0.0011387747032323631, 0.0032349925125696923, 0.0012259330278252916, 0.0013983651846497783, 0.0012259330278252916, 0.0013983651846497783, 22.79428807225361, 29.23877403151355, 29.43562188845611, 24.901267201740843, 29.11533254483485, 28.5437939728312, 29.11533254483485, 28.5437939728312]
stjerten256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.257349454319374"
[1] "Newton iter: 1, lambda:0.293725252858559, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.293957953852051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293957963328236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293957963328236"
[1] "Starting iterative with newton 0.293957963328236"
[1] "Starting newton at: 0.129976126421589"
[1] "Newton iter: 1, lambda:0.157179421656577, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.157261304324138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.157261305064911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157261305064911"
[1] "Starting iterative with newton 0.157261305064911"
[1] "Starting newton at: 0.212037811422462"
[1] "Newton iter: 1, lambda:0.146982766742305, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.147442805159852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147442828268796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147442828268796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147442828268796"
[1] "Starting iterative with newton 0.147442828268796"
[1] "Starting newton at: 0.221856288218576"
[1] "Newton iter: 1, lambda:0.146075131741189, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.146698337434604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146698379809392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146698379809393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146698379809393"
[1] "Starting iterative with newton 0.146698379809393"
[1] "Starting newton at: 0.22260073667798"
[1] "Newton iter: 1, lambda:0.146005095187742, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.146641687862112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146641732074267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146641732074268, diff to last: 0"
[1] "Final threshold is: 0.010912524286039"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.307638550093721"
[1] "Newton iter: 1, lambda:0.346814177157015, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.347135759417811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347135780933231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347135780933232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347135780933232"
[1] "Starting iterative with newton 0.347135780933232"
[1] "Starting newton at: 0.196617720206075"
[1] "Newton iter: 1, lambda:0.124816665197128, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.125471958959259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125472013578284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125472013578284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125472013578284"
[1] "Starting iterative with newton 0.125472013578284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102485598128096, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103690103700841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103690270194375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103690270194378, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.103690270194375"
[1] "Starting iterative with newton 0.103690270194375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100453062005218, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101597788610428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101597937372023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101597937372026, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101597937372023"
[1] "Starting iterative with newton 0.101597937372023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100258327135903, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101397425207546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101397572355988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101397572355991, diff to last: 0"
[1] "Final threshold is: 0.00754562466787917"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.313478083458854"
[1] "Newton iter: 1, lambda:0.365904842211065, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.366576528132814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.366576637587128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366576637587131, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.366576637587131"
[1] "Starting iterative with newton 0.366576637587131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122049385878016, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123669098366652, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123669383981493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123669383981502, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123669383981493"
[1] "Starting iterative with newton 0.123669383981493"
[1] "Starting newton at: 0.125671697617355"
[1] "Newton iter: 1, lambda:0.108137767000427, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.108167494040609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.108167494126035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108167494126035"
[1] "Starting iterative with newton 0.108167494126035"
[1] "Starting newton at: 0.141173587472813"
[1] "Newton iter: 1, lambda:0.107033463593108, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.10714538753737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107145388739703, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10714538753737"
[1] "Starting iterative with newton 0.10714538753737"
[1] "Starting newton at: 0.142195694061479"
[1] "Newton iter: 1, lambda:0.106958628153265, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.107077806025649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107077807388242, diff to last: 0"
[1] "Final threshold is: 0.0079683262207983"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0.708697813899091"
[1] "Newton iter: 1, lambda:0.541760226530557, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.5505898165667, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.550615907010962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550615907238219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550615907010962"
[1] "Starting iterative with newton 0.550615907010962"
[1] "Starting newton at: 0.268084442307312"
[1] "Newton iter: 1, lambda:0.321062172722743, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.321760474589391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321760595169764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321760595169768, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321760595169768"
[1] "Starting iterative with newton 0.321760595169768"
[1] "Starting newton at: 0.389999010380311"
[1] "Newton iter: 1, lambda:0.282081620545276, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.28479140079058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.284793132540635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284793132541342, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.284793132540635"
[1] "Starting iterative with newton 0.284793132540635"
[1] "Starting newton at: 0.358062667652179"
[1] "Newton iter: 1, lambda:0.277062266220812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.278582020055172, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.278582560024537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278582560024605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.278582560024537"
[1] "Starting iterative with newton 0.278582560024537"
[1] "Starting newton at: 0.364273240168277"
[1] "Newton iter: 1, lambda:0.275718562039147, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.277530700578437, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.277531467194854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277531467194991, diff to last: 0"
[1] "Final threshold is: 0.0206528444056433"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0.487650821103002"
[1] "Newton iter: 1, lambda:0.596367766222897, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.600868627077718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.600876121690658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600876121711409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600876121711409"
[1] "Starting iterative with newton 0.600876121711409"
[1] "Starting newton at: 0.267818689695915"
[1] "Newton iter: 1, lambda:0.296668654913097, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.296865868181026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296865877372209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296865877372209"
[1] "Starting iterative with newton 0.296865877372209"
[1] "Starting newton at: 0.321088828728169"
[1] "Newton iter: 1, lambda:0.24728410974622, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.248466240523559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248466545638999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248466545639019, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248466545638999"
[1] "Starting iterative with newton 0.248466545638999"
[1] "Starting newton at: 0.314261275612676"
[1] "Newton iter: 1, lambda:0.239341984794537, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.240543396222149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240543706959034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240543706959055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240543706959034"
[1] "Starting iterative with newton 0.240543706959034"
[1] "Starting newton at: 0.317565047756447"
[1] "Newton iter: 1, lambda:0.237889036028772, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.239244171889948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239244566305737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23924456630577, diff to last: 0"
[1] "Final threshold is: 0.0178036777333777"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 0.755451605218406"
[1] "Newton iter: 1, lambda:0.671180927290738, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.674099700603527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.674103323449939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674103323455514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674103323455514"
[1] "Starting iterative with newton 0.674103323455514"
[1] "Starting newton at: 0.628712883086304"
[1] "Newton iter: 1, lambda:0.500696321303633, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.506691069538117, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.506704704774331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506704704844773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.506704704774331"
[1] "Starting iterative with newton 0.506704704774331"
[1] "Starting newton at: 0.403178242820821"
[1] "Newton iter: 1, lambda:0.466659316744673, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.468152896030269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468153713470763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468153713471008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468153713470763"
[1] "Starting iterative with newton 0.468153713470763"
[1] "Starting newton at: 0.398101313944676"
[1] "Newton iter: 1, lambda:0.457729328872066, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.459034425446959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459035044222146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459035044222285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.459035044222146"
[1] "Starting iterative with newton 0.459035044222146"
[1] "Starting newton at: 0.407219983193293"
[1] "Newton iter: 1, lambda:0.455994148818189, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.456863950865469, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.456864225116541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456864225116568, diff to last: 0"
[1] "Final threshold is: 0.033998111461761"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 0.814794042505975"
[1] "Newton iter: 1, lambda:0.787707626714445, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.78810452329803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78810460952291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788104609522914, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78810460952291"
[1] "Starting iterative with newton 0.78810460952291"
[1] "Starting newton at: 0.561218780477578"
[1] "Newton iter: 1, lambda:0.654456026693819, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.658856086479534, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.658865654210947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658865654256123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.658865654210947"
[1] "Starting iterative with newton 0.658865654210947"
[1] "Starting newton at: 0.591136865961522"
[1] "Newton iter: 1, lambda:0.621999065328855, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.622458245188083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.622458345994987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622458345994992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.622458345994987"
[1] "Starting iterative with newton 0.622458345994987"
[1] "Starting newton at: 0.553799835762145"
[1] "Newton iter: 1, lambda:0.610452875192859, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.611994984177644, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.61199611092563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996110926232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.61199611092563"
[1] "Starting iterative with newton 0.61199611092563"
[1] "Starting newton at: 0.560256950410613"
[1] "Newton iter: 1, lambda:0.607886921509027, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.608971575265315, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608972131097489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608972131097634, diff to last: 0"
[1] "Final threshold is: 0.0453174077810145"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 0.679915547445887"
[1] "Newton iter: 1, lambda:0.794099475792444, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.801383371685526, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.80141180302013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.801411803451923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.80141180302013"
[1] "Starting iterative with newton 0.80141180302013"
[1] "Starting newton at: 0.731574523976922"
[1] "Newton iter: 1, lambda:0.665965582186319, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.668048370716051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.668050522832323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668050522834619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668050522834619"
[1] "Starting iterative with newton 0.668050522834619"
[1] "Starting newton at: 0.573836682376589"
[1] "Newton iter: 1, lambda:0.626729896177297, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.628102802832661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.628103714094933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628103714095335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.628103714094933"
[1] "Starting iterative with newton 0.628103714094933"
[1] "Starting newton at: 0.58251472627544"
[1] "Newton iter: 1, lambda:0.61528714723836, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.615806752263459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615806881668505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615806881668513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615806881668505"
[1] "Starting iterative with newton 0.615806881668505"
[1] "Starting newton at: 0.586185253828574"
[1] "Newton iter: 1, lambda:0.611682972010798, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.611996007261046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611996054100366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996054100367, diff to last: 0"
[1] "Final threshold is: 0.0455424367188187"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 0.92461875410865"
[1] "Newton iter: 1, lambda:0.981216029017608, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.983681632668606, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.983686185867047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983686185882554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.983686185882554"
[1] "Starting iterative with newton 0.983686185882554"
[1] "Starting newton at: 0.893362457441422"
[1] "Newton iter: 1, lambda:1.00268947976421, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.01229267761877, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01236333490668, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01236333871131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.01236333871131"
[1] "Starting iterative with newton 1.01236333871131"
[1] "Starting newton at: 0.880941561856724"
[1] "Newton iter: 1, lambda:1.01034262807959, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.02401405647839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.02415868919172, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02415870525503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02415870525503, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02415870525503"
[1] "Starting iterative with newton 1.02415870525503"
[1] "Starting newton at: 1.18836837745194"
[1] "Newton iter: 1, lambda:1.00598352707066, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.02859272850395, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.02899150100238, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02899162350806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02899162350808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02899162350808"
[1] "Starting iterative with newton 1.02899162350808"
[1] "Starting newton at: 1.18376203822966"
[1] "Newton iter: 1, lambda:1.00994338786095, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.03063437330411, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03096842897043, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03096851504488, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03096851504489, diff to last: 0"
[1] "Final threshold is: 0.0767207860915816"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.24634905272514"
[1] "Newton iter: 1, lambda:1.14551724673176, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.15404681513045, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.15411331482863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15411331884671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15411331482863"
[1] "Starting iterative with newton 1.15411331482863"
[1] "Starting newton at: 1.21121635692643"
[1] "Newton iter: 1, lambda:1.3247183237051, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.33841310418888, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.3385986224883, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33859865614956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33859865614956, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33859865614956"
[1] "Starting iterative with newton 1.33859865614956"
[1] "Starting newton at: 1.69149341651045"
[1] "Newton iter: 1, lambda:1.3304062877182, diff to last: 0.361"
[1] "Newton iter: 2, lambda:1.41903717594982, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.42754032486871, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.4276136115984, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42761361700095, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42761361700095"
[1] "Starting iterative with newton 1.42761361700095"
[1] "Starting newton at: 1.70797160319102"
[1] "Newton iter: 1, lambda:1.38855317625523, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.4616584093613, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.46745480110104, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.46748917365188, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46748917485408, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46748917485408"
[1] "Starting iterative with newton 1.46748917485408"
[1] "Starting newton at: 1.73468924829541"
[1] "Newton iter: 1, lambda:1.39789914575624, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.47766594753423, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.48464363579712, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.48469374699573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48469374956337, diff to last: 0"
[1] "Final threshold is: 0.110485305719351"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 0.964641107885869"
[1] "Newton iter: 1, lambda:1.0957643089618, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.11144216381197, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.11165294482186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11165298253799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.111652982538, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.111652982538"
[1] "Starting iterative with newton 1.111652982538"
[1] "Starting newton at: 1.32041326953385"
[1] "Newton iter: 1, lambda:1.22643427967011, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.23377173090555, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23382030994532, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23382031206311, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23382031206311"
[1] "Starting iterative with newton 1.23382031206311"
[1] "Starting newton at: 1.32634717490268"
[1] "Newton iter: 1, lambda:1.28620487143584, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.28763645720218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28763834122482, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28763834122808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28763834122482"
[1] "Starting iterative with newton 1.28763834122482"
[1] "Starting newton at: 1.32052254535258"
[1] "Newton iter: 1, lambda:1.31038449877784, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.31047899842246, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31047900670211, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31047900670211"
[1] "Starting iterative with newton 1.31047900670211"
[1] "Starting newton at: 1.34899693775471"
[1] "Newton iter: 1, lambda:1.31920902564742, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.32001455991356, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32001516427675, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32001516427709, diff to last: 0"
[1] "Final threshold is: 0.0982305468870085"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.38511332402369"
[1] "Newton iter: 1, lambda:1.4243841023758, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.4263694441931, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42637435065351, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42637435068342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42637435068342"
[1] "Starting iterative with newton 1.42637435068342"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303519077045653"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 1.32023059688521"
[1] "Newton iter: 1, lambda:1.46275366559225, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.4925172610049, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.49371881492913, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49372071880556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49372071881034, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49372071880556"
[1] "Starting iterative with newton 1.49372071880556"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 1.31639851751089"
[1] "Newton iter: 1, lambda:1.46996933775201, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.50551523748855, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.50728135649707, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50728557360082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50728557362482, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50728557362482"
[1] "Starting iterative with newton 1.50728557362482"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.2288428332357"
[1] "Newton iter: 1, lambda:1.48501057619963, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.59454350473523, diff to last: 0.11"
[1] "Newton iter: 3, lambda:1.61435443048597, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61495468612968, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61495522530248, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61495522530291, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61495522530291"
[1] "Starting iterative with newton 1.61495522530291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
threshold is:
[{'ad': 0.010912524286038982, 'da': 0.007545624667879169, 'dd': 0.007968326220798298}, {'ad': 0.020652844405643328, 'da': 0.017803677733377748, 'dd': 0.03399811146176101}, {'ad': 0.04531740778101455, 'da': 0.04554243671881869, 'dd': 0.07672078609158162}, {'ad': 0.11048530571935117, 'da': 0.09823054688700847, 'dd': 0.3035190770456534}, {'ad': 0.3278380725588262, 'da': 0.3278380725588262, 'dd': 0.3278380725588262}]
Number of points in noise estimation: 128
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.98079780652234"
[1] "Starting iterative with newton 6.98079780652234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.73024623140298"
[1] "Starting iterative with newton 6.73024623140298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.99526358850026"
[1] "Starting iterative with newton 4.99526358850026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 1.92766845746859"
[1] "Newton iter: 1, lambda:1.55536858328411, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.52407346072184, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.52341965950419, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52341936045048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52341936045041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52341936045041"
[1] "Starting iterative with newton 1.52341936045041"
[1] "Starting newton at: 1.84409582123411"
[1] "Newton iter: 1, lambda:1.49938418559299, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.46088462068258, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.45975951900845, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.45975850883746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45975850883665, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45975850883665"
[1] "Starting iterative with newton 1.45975850883665"
[1] "Starting newton at: 1.79875710672817"
[1] "Newton iter: 1, lambda:1.44381844125709, diff to last: 0.355"
[1] "Newton iter: 2, lambda:1.395219263237, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.39318427846368, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39318051026452, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39318051025158, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39318051025158"
[1] "Starting iterative with newton 1.39318051025158"
[1] "Starting newton at: 1.62210259759371"
[1] "Newton iter: 1, lambda:1.35345435004948, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.30667053410147, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.30440704507689, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30440152990606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30440152987327, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30440152990606"
[1] "Starting iterative with newton 1.30440152990606"
[1] "Starting newton at: 1.50777641084279"
[1] "Newton iter: 1, lambda:1.22092094919925, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.1487668532157, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.14158946731382, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.14151538977301, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14151538187041, diff to last: 0"
[1] "Final threshold is: 0.0849472667251309"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 1.491201429463"
[1] "Newton iter: 1, lambda:1.32381332136325, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.29926431106509, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.29860933136867, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29860885718234, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29860885718209, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29860885718209"
[1] "Starting iterative with newton 1.29860885718209"
[1] "Starting newton at: 1.51593206635365"
[1] "Newton iter: 1, lambda:1.35208632946058, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.32996358655801, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.32946114504202, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32946088142769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32946088142762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32946088142762"
[1] "Starting iterative with newton 1.32946088142762"
[1] "Starting newton at: 1.55102374184548"
[1] "Newton iter: 1, lambda:1.39000587357285, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.3704293517433, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.37006501245923, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37006488405906, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37006488405905, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37006488405905"
[1] "Starting iterative with newton 1.37006488405905"
[1] "Starting newton at: 1.56307043913248"
[1] "Newton iter: 1, lambda:1.41197240289284, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.39536280260532, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.39511249584474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39511243809162, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39511243809162, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39511243809162"
[1] "Starting iterative with newton 1.39511243809162"
[1] "Starting newton at: 1.60652057943362"
[1] "Newton iter: 1, lambda:1.44725141843564, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.43062717584915, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.43039364738579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43039360047692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43039360047691, diff to last: 0"
[1] "Final threshold is: 0.106444493549038"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 1.5047337627482"
[1] "Newton iter: 1, lambda:1.31852129751379, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.29090995156285, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29010577831304, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29010508045412, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29010508045359, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29010508045359"
[1] "Starting iterative with newton 1.29010508045359"
[1] "Starting newton at: 1.49156272249537"
[1] "Newton iter: 1, lambda:1.2931100236601, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.26041990519017, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.25922747288175, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.25922584673263, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2592258467296, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2592258467296"
[1] "Starting iterative with newton 1.2592258467296"
[1] "Starting newton at: 1.47239283030158"
[1] "Newton iter: 1, lambda:1.26297258556066, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.22450300531639, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.22273870033393, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.22273489197236, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2227348919546, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2227348919546"
[1] "Starting iterative with newton 1.2227348919546"
[1] "Starting newton at: 1.41348552492129"
[1] "Newton iter: 1, lambda:1.20617560948814, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.16276667985967, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.16024298608913, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.160234258865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16023425876055, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16023425876055"
[1] "Starting iterative with newton 1.16023425876055"
[1] "Starting newton at: 1.32707006840748"
[1] "Newton iter: 1, lambda:1.08428179459679, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.01031203022885, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00064490121856, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.00047517017581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00047511792927, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00047511792927, diff to last: 0"
[1] "Final threshold is: 0.074451582558037"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 1.2341685484107"
[1] "Newton iter: 1, lambda:1.18122461136769, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.17765388949603, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.17763708498623, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17763708461354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17763708461354"
[1] "Starting iterative with newton 1.17763708461354"
[1] "Starting newton at: 1.44766247426979"
[1] "Newton iter: 1, lambda:1.51002724935896, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.50727492535215, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.50727004515409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50727004513868, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50727004513868"
[1] "Starting iterative with newton 1.50727004513868"
[1] "Starting newton at: 1.85932505580702"
[1] "Newton iter: 1, lambda:1.80680901954077, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.80634468624639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80634463728217, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80634463728217, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80634463728217"
[1] "Starting iterative with newton 1.80634463728217"
[1] "Starting newton at: 1.9219970095085"
[1] "Newton iter: 1, lambda:1.96210578732875, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.96192982264713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96192982053584, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96192982053584"
[1] "Starting iterative with newton 1.96192982053584"
[1] "Starting newton at: 2.13100901940964"
[1] "Newton iter: 1, lambda:2.06435358894403, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.06468872157822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06468872336306, diff to last: 0"
[1] "Final threshold is: 0.153646342811876"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.21218287721599"
[1] "Newton iter: 1, lambda:1.24953652313274, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.2479978521514, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.2479953108353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24799531082836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2479953108353"
[1] "Starting iterative with newton 1.2479953108353"
[1] "Starting newton at: 1.75501478694987"
[1] "Newton iter: 1, lambda:1.79408994159863, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.79386856030251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79386855566099, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79386855566099"
[1] "Starting iterative with newton 1.79386855566099"
[1] "Starting newton at: 2.12356963793453"
[1] "Newton iter: 1, lambda:2.19448450333029, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.19574091216604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19574140854739, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19574140854747, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19574140854747"
[1] "Starting iterative with newton 2.19574140854747"
[1] "Starting newton at: 2.39885902922923"
[1] "Newton iter: 1, lambda:2.43398893612246, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.43453149175622, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4345316270344, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43453162703441, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.43453162703441"
[1] "Starting iterative with newton 2.43453162703441"
[1] "Starting newton at: 2.54040747003766"
[1] "Newton iter: 1, lambda:2.57686708837837, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.57753941482404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5775396495985, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57753964959852, diff to last: 0"
[1] "Final threshold is: 0.191810773281286"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 1.23775378587761"
[1] "Newton iter: 1, lambda:1.2472921302282, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.24719113516943, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24719112392615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24719112392615, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24719112392615"
[1] "Starting iterative with newton 1.24719112392615"
[1] "Starting newton at: 1.77212307487947"
[1] "Newton iter: 1, lambda:1.77201353183909, diff to last: 0"
[1] "Newton iter: 2, lambda:1.77201352977527, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77201353183909"
[1] "Starting iterative with newton 1.77201353183909"
[1] "Starting newton at: 2.18924757554886"
[1] "Newton iter: 1, lambda:2.15521640870958, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.15550129232919, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15550130996901, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15550130996901, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15550130996901"
[1] "Starting iterative with newton 2.15550130996901"
[1] "Starting newton at: 2.38738962828813"
[1] "Newton iter: 1, lambda:2.34737716684161, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34795064158775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34795075147002, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34795075147003, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34795075147002"
[1] "Starting iterative with newton 2.34795075147002"
[1] "Starting newton at: 2.47415449488665"
[1] "Newton iter: 1, lambda:2.45458656142137, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.45473637607197, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45473638464086, diff to last: 0"
[1] "Final threshold is: 0.182672217115808"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.51755513576288"
[1] "Newton iter: 1, lambda:1.54926056899498, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.54885764836159, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54885759104565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54885759104565, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54885759104565"
[1] "Starting iterative with newton 1.54885759104565"
[1] "Starting newton at: 2.34231103039439"
[1] "Newton iter: 1, lambda:2.35448720373102, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.3545900338124, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35459004121529, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.35459004121529"
[1] "Starting iterative with newton 2.35459004121529"
[1] "Starting newton at: 2.82274088773482"
[1] "Newton iter: 1, lambda:2.87323347424818, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.87569379186646, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.87569958355454, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87569958358661, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.87569958355454"
[1] "Starting iterative with newton 2.87569958355454"
[1] "Starting newton at: 3.16574884971012"
[1] "Newton iter: 1, lambda:3.11954269932374, diff to last: 0.046"
[1] "Newton iter: 2, lambda:3.12166416405264, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.12166878552277, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12166878554467, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12166878554467"
[1] "Starting iterative with newton 3.12166878554467"
[1] "Starting newton at: 3.19035088165558"
[1] "Newton iter: 1, lambda:3.22776571202236, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.2292833632972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.22928579918817, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22928579919444, diff to last: 0"
[1] "Final threshold is: 0.240311262092996"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 2.02567343082712"
[1] "Newton iter: 1, lambda:1.85344325195544, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.86428229699344, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.86430311736571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86430311744859, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.86430311736571"
[1] "Starting iterative with newton 1.86430311736571"
[1] "Starting newton at: 2.62161379396601"
[1] "Newton iter: 1, lambda:2.69203370451829, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.69712310767776, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.69714977494563, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69714977567716, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.69714977567716"
[1] "Starting iterative with newton 2.69714977567716"
[1] "Starting newton at: 3.11237423595827"
[1] "Newton iter: 1, lambda:3.17427841583503, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.17905721080881, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.17908465077376, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17908465167512, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.17908465077376"
[1] "Starting iterative with newton 3.17908465077376"
[1] "Starting newton at: 3.47474693187813"
[1] "Newton iter: 1, lambda:3.45202076421943, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.45265251083228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.45265301207466, diff to last: 0"
[1] "Newton iter: 4, lambda:3.45265301207497, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.45265301207466"
[1] "Starting iterative with newton 3.45265301207466"
[1] "Starting newton at: 3.54674650419782"
[1] "Newton iter: 1, lambda:3.58914786053493, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.5915494684277, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.5915568092065, diff to last: 0"
[1] "Newton iter: 4, lambda:3.59155680927488, diff to last: 0"
[1] "Final threshold is: 0.2672701034744"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 2.0117645014828"
[1] "Newton iter: 1, lambda:1.88290394365315, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.88924762948573, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.88925723455721, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88925723457998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88925723455721"
[1] "Starting iterative with newton 1.88925723455721"
[1] "Starting newton at: 2.59344597202071"
[1] "Newton iter: 1, lambda:2.7122251356405, diff to last: 0.119"
[1] "Newton iter: 2, lambda:2.72726855807289, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.7275145381637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72751460372248, diff to last: 0"
[1] "Newton iter: 5, lambda:2.72751460372249, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.72751460372248"
[1] "Starting iterative with newton 2.72751460372248"
[1] "Starting newton at: 3.2158201139888"
[1] "Newton iter: 1, lambda:3.23436660678634, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.23481538755792, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23481564637476, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23481564637484, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23481564637484"
[1] "Starting iterative with newton 3.23481564637484"
[1] "Starting newton at: 3.51588905808786"
[1] "Newton iter: 1, lambda:3.54175484080062, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.54270510967624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.54270635583033, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54270635583247, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.54270635583033"
[1] "Starting iterative with newton 3.54270635583033"
[1] "Starting newton at: 3.74193878222317"
[1] "Newton iter: 1, lambda:3.70509466416662, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.70693123268979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.70693605073365, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70693605076673, diff to last: 0"
[1] "Final threshold is: 0.275856191198684"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.90331751102297"
[1] "Newton iter: 1, lambda:2.31736335132934, diff to last: 0.414"
[1] "Newton iter: 2, lambda:2.43316849424809, diff to last: 0.116"
[1] "Newton iter: 3, lambda:2.45189040593224, diff to last: 0.019"
[1] "Newton iter: 4, lambda:2.45239377571011, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.45239413750508, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45239413750527, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45239413750527"
[1] "Starting iterative with newton 2.45239413750527"
[1] "Starting newton at: 3.11952254649201"
[1] "Newton iter: 1, lambda:3.27469439991844, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.31789743600167, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.32111102478634, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.32112810378902, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32112810426965, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32112810378902"
[1] "Starting iterative with newton 3.32112810378902"
[1] "Starting newton at: 3.77628382022995"
[1] "Newton iter: 1, lambda:3.98515151960881, diff to last: 0.209"
[1] "Newton iter: 2, lambda:4.10116692794867, diff to last: 0.116"
[1] "Newton iter: 3, lambda:4.13621072235076, diff to last: 0.035"
[1] "Newton iter: 4, lambda:4.13908072660103, diff to last: 0.003"
[1] "Newton iter: 5, lambda:4.13909885700798, diff to last: 0"
[1] "Newton iter: 6, lambda:4.13909885772742, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.13909885772742"
[1] "Starting iterative with newton 4.13909885772742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0849472667251309}, {'ad': 0.10644449354903784, 'da': 0.07445158255803704, 'dd': 0.15364634281187636}, {'ad': 0.19181077328128554, 'da': 0.18267221711580772, 'dd': 0.24031126209299555}, {'ad': 0.2672701034743996, 'da': 0.2758561911986844, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360928663005533. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.98079780652234"
[1] "Starting iterative with newton 6.98079780652234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.73024623140298"
[1] "Starting iterative with newton 6.73024623140298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.99526358850026"
[1] "Starting iterative with newton 4.99526358850026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 1.92766845746859"
[1] "Newton iter: 1, lambda:1.55536858328411, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.52407346072184, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.52341965950419, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52341936045048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52341936045041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52341936045041"
[1] "Starting iterative with newton 1.52341936045041"
[1] "Starting newton at: 1.84409582123411"
[1] "Newton iter: 1, lambda:1.49938418559299, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.46088462068258, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.45975951900845, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.45975850883746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45975850883665, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45975850883665"
[1] "Starting iterative with newton 1.45975850883665"
[1] "Starting newton at: 1.79875710672817"
[1] "Newton iter: 1, lambda:1.44381844125709, diff to last: 0.355"
[1] "Newton iter: 2, lambda:1.395219263237, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.39318427846368, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.39318051026452, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39318051025158, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39318051025158"
[1] "Starting iterative with newton 1.39318051025158"
[1] "Starting newton at: 1.62210259759371"
[1] "Newton iter: 1, lambda:1.35345435004948, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.30667053410147, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.30440704507689, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30440152990606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30440152987327, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30440152990606"
[1] "Starting iterative with newton 1.30440152990606"
[1] "Starting newton at: 1.50777641084279"
[1] "Newton iter: 1, lambda:1.22092094919925, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.1487668532157, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.14158946731382, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.14151538977301, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14151538187041, diff to last: 0"
[1] "Final threshold is: 0.0849472667251309"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 1.491201429463"
[1] "Newton iter: 1, lambda:1.32381332136325, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.29926431106509, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.29860933136867, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29860885718234, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29860885718209, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29860885718209"
[1] "Starting iterative with newton 1.29860885718209"
[1] "Starting newton at: 1.51593206635365"
[1] "Newton iter: 1, lambda:1.35208632946058, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.32996358655801, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.32946114504202, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32946088142769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32946088142762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32946088142762"
[1] "Starting iterative with newton 1.32946088142762"
[1] "Starting newton at: 1.55102374184548"
[1] "Newton iter: 1, lambda:1.39000587357285, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.3704293517433, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.37006501245923, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37006488405906, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37006488405905, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37006488405905"
[1] "Starting iterative with newton 1.37006488405905"
[1] "Starting newton at: 1.56307043913248"
[1] "Newton iter: 1, lambda:1.41197240289284, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.39536280260532, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.39511249584474, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39511243809162, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39511243809162, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39511243809162"
[1] "Starting iterative with newton 1.39511243809162"
[1] "Starting newton at: 1.60652057943362"
[1] "Newton iter: 1, lambda:1.44725141843564, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.43062717584915, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.43039364738579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43039360047692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43039360047691, diff to last: 0"
[1] "Final threshold is: 0.106444493549038"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 1.5047337627482"
[1] "Newton iter: 1, lambda:1.31852129751379, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.29090995156285, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29010577831304, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29010508045412, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29010508045359, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29010508045359"
[1] "Starting iterative with newton 1.29010508045359"
[1] "Starting newton at: 1.49156272249537"
[1] "Newton iter: 1, lambda:1.2931100236601, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.26041990519017, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.25922747288175, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.25922584673263, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2592258467296, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2592258467296"
[1] "Starting iterative with newton 1.2592258467296"
[1] "Starting newton at: 1.47239283030158"
[1] "Newton iter: 1, lambda:1.26297258556066, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.22450300531639, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.22273870033393, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.22273489197236, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2227348919546, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2227348919546"
[1] "Starting iterative with newton 1.2227348919546"
[1] "Starting newton at: 1.41348552492129"
[1] "Newton iter: 1, lambda:1.20617560948814, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.16276667985967, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.16024298608913, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.160234258865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16023425876055, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16023425876055"
[1] "Starting iterative with newton 1.16023425876055"
[1] "Starting newton at: 1.32707006840748"
[1] "Newton iter: 1, lambda:1.08428179459679, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.01031203022885, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00064490121856, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.00047517017581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00047511792927, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00047511792927, diff to last: 0"
[1] "Final threshold is: 0.074451582558037"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 1.2341685484107"
[1] "Newton iter: 1, lambda:1.18122461136769, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.17765388949603, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.17763708498623, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17763708461354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17763708461354"
[1] "Starting iterative with newton 1.17763708461354"
[1] "Starting newton at: 1.44766247426979"
[1] "Newton iter: 1, lambda:1.51002724935896, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.50727492535215, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.50727004515409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50727004513868, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50727004513868"
[1] "Starting iterative with newton 1.50727004513868"
[1] "Starting newton at: 1.85932505580702"
[1] "Newton iter: 1, lambda:1.80680901954077, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.80634468624639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80634463728217, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80634463728217, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80634463728217"
[1] "Starting iterative with newton 1.80634463728217"
[1] "Starting newton at: 1.9219970095085"
[1] "Newton iter: 1, lambda:1.96210578732875, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.96192982264713, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96192982053584, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96192982053584"
[1] "Starting iterative with newton 1.96192982053584"
[1] "Starting newton at: 2.13100901940964"
[1] "Newton iter: 1, lambda:2.06435358894403, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.06468872157822, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06468872336306, diff to last: 0"
[1] "Final threshold is: 0.153646342811876"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.21218287721599"
[1] "Newton iter: 1, lambda:1.24953652313274, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.2479978521514, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.2479953108353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24799531082836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2479953108353"
[1] "Starting iterative with newton 1.2479953108353"
[1] "Starting newton at: 1.75501478694987"
[1] "Newton iter: 1, lambda:1.79408994159863, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.79386856030251, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79386855566099, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79386855566099"
[1] "Starting iterative with newton 1.79386855566099"
[1] "Starting newton at: 2.12356963793453"
[1] "Newton iter: 1, lambda:2.19448450333029, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.19574091216604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19574140854739, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19574140854747, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19574140854747"
[1] "Starting iterative with newton 2.19574140854747"
[1] "Starting newton at: 2.39885902922923"
[1] "Newton iter: 1, lambda:2.43398893612246, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.43453149175622, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4345316270344, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43453162703441, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.43453162703441"
[1] "Starting iterative with newton 2.43453162703441"
[1] "Starting newton at: 2.54040747003766"
[1] "Newton iter: 1, lambda:2.57686708837837, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.57753941482404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5775396495985, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57753964959852, diff to last: 0"
[1] "Final threshold is: 0.191810773281286"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 1.23775378587761"
[1] "Newton iter: 1, lambda:1.2472921302282, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.24719113516943, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24719112392615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24719112392615, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24719112392615"
[1] "Starting iterative with newton 1.24719112392615"
[1] "Starting newton at: 1.77212307487947"
[1] "Newton iter: 1, lambda:1.77201353183909, diff to last: 0"
[1] "Newton iter: 2, lambda:1.77201352977527, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77201353183909"
[1] "Starting iterative with newton 1.77201353183909"
[1] "Starting newton at: 2.18924757554886"
[1] "Newton iter: 1, lambda:2.15521640870958, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.15550129232919, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15550130996901, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15550130996901, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15550130996901"
[1] "Starting iterative with newton 2.15550130996901"
[1] "Starting newton at: 2.38738962828813"
[1] "Newton iter: 1, lambda:2.34737716684161, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34795064158775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34795075147002, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34795075147003, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34795075147002"
[1] "Starting iterative with newton 2.34795075147002"
[1] "Starting newton at: 2.47415449488665"
[1] "Newton iter: 1, lambda:2.45458656142137, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.45473637607197, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45473638464086, diff to last: 0"
[1] "Final threshold is: 0.182672217115808"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.51755513576288"
[1] "Newton iter: 1, lambda:1.54926056899498, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.54885764836159, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54885759104565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54885759104565, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54885759104565"
[1] "Starting iterative with newton 1.54885759104565"
[1] "Starting newton at: 2.34231103039439"
[1] "Newton iter: 1, lambda:2.35448720373102, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.3545900338124, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35459004121529, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.35459004121529"
[1] "Starting iterative with newton 2.35459004121529"
[1] "Starting newton at: 2.82274088773482"
[1] "Newton iter: 1, lambda:2.87323347424818, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.87569379186646, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.87569958355454, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87569958358661, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.87569958355454"
[1] "Starting iterative with newton 2.87569958355454"
[1] "Starting newton at: 3.16574884971012"
[1] "Newton iter: 1, lambda:3.11954269932374, diff to last: 0.046"
[1] "Newton iter: 2, lambda:3.12166416405264, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.12166878552277, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12166878554467, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.12166878554467"
[1] "Starting iterative with newton 3.12166878554467"
[1] "Starting newton at: 3.19035088165558"
[1] "Newton iter: 1, lambda:3.22776571202236, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.2292833632972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.22928579918817, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22928579919444, diff to last: 0"
[1] "Final threshold is: 0.240311262092996"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 2.02567343082712"
[1] "Newton iter: 1, lambda:1.85344325195544, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.86428229699344, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.86430311736571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86430311744859, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.86430311736571"
[1] "Starting iterative with newton 1.86430311736571"
[1] "Starting newton at: 2.62161379396601"
[1] "Newton iter: 1, lambda:2.69203370451829, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.69712310767776, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.69714977494563, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69714977567716, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.69714977567716"
[1] "Starting iterative with newton 2.69714977567716"
[1] "Starting newton at: 3.11237423595827"
[1] "Newton iter: 1, lambda:3.17427841583503, diff to last: 0.062"
[1] "Newton iter: 2, lambda:3.17905721080881, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.17908465077376, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17908465167512, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.17908465077376"
[1] "Starting iterative with newton 3.17908465077376"
[1] "Starting newton at: 3.47474693187813"
[1] "Newton iter: 1, lambda:3.45202076421943, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.45265251083228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.45265301207466, diff to last: 0"
[1] "Newton iter: 4, lambda:3.45265301207497, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.45265301207466"
[1] "Starting iterative with newton 3.45265301207466"
[1] "Starting newton at: 3.54674650419782"
[1] "Newton iter: 1, lambda:3.58914786053493, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.5915494684277, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.5915568092065, diff to last: 0"
[1] "Newton iter: 4, lambda:3.59155680927488, diff to last: 0"
[1] "Final threshold is: 0.2672701034744"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 2.0117645014828"
[1] "Newton iter: 1, lambda:1.88290394365315, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.88924762948573, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.88925723455721, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88925723457998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88925723455721"
[1] "Starting iterative with newton 1.88925723455721"
[1] "Starting newton at: 2.59344597202071"
[1] "Newton iter: 1, lambda:2.7122251356405, diff to last: 0.119"
[1] "Newton iter: 2, lambda:2.72726855807289, diff to last: 0.015"
[1] "Newton iter: 3, lambda:2.7275145381637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72751460372248, diff to last: 0"
[1] "Newton iter: 5, lambda:2.72751460372249, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.72751460372248"
[1] "Starting iterative with newton 2.72751460372248"
[1] "Starting newton at: 3.2158201139888"
[1] "Newton iter: 1, lambda:3.23436660678634, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.23481538755792, diff to last: 0"
[1] "Newton iter: 3, lambda:3.23481564637476, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23481564637484, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.23481564637484"
[1] "Starting iterative with newton 3.23481564637484"
[1] "Starting newton at: 3.51588905808786"
[1] "Newton iter: 1, lambda:3.54175484080062, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.54270510967624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.54270635583033, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54270635583247, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.54270635583033"
[1] "Starting iterative with newton 3.54270635583033"
[1] "Starting newton at: 3.74193878222317"
[1] "Newton iter: 1, lambda:3.70509466416662, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.70693123268979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.70693605073365, diff to last: 0"
[1] "Newton iter: 4, lambda:3.70693605076673, diff to last: 0"
[1] "Final threshold is: 0.275856191198684"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.90331751102297"
[1] "Newton iter: 1, lambda:2.31736335132934, diff to last: 0.414"
[1] "Newton iter: 2, lambda:2.43316849424809, diff to last: 0.116"
[1] "Newton iter: 3, lambda:2.45189040593224, diff to last: 0.019"
[1] "Newton iter: 4, lambda:2.45239377571011, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.45239413750508, diff to last: 0"
[1] "Newton iter: 6, lambda:2.45239413750527, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.45239413750527"
[1] "Starting iterative with newton 2.45239413750527"
[1] "Starting newton at: 3.11952254649201"
[1] "Newton iter: 1, lambda:3.27469439991844, diff to last: 0.155"
[1] "Newton iter: 2, lambda:3.31789743600167, diff to last: 0.043"
[1] "Newton iter: 3, lambda:3.32111102478634, diff to last: 0.003"
[1] "Newton iter: 4, lambda:3.32112810378902, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32112810426965, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32112810378902"
[1] "Starting iterative with newton 3.32112810378902"
[1] "Starting newton at: 3.77628382022995"
[1] "Newton iter: 1, lambda:3.98515151960881, diff to last: 0.209"
[1] "Newton iter: 2, lambda:4.10116692794867, diff to last: 0.116"
[1] "Newton iter: 3, lambda:4.13621072235076, diff to last: 0.035"
[1] "Newton iter: 4, lambda:4.13908072660103, diff to last: 0.003"
[1] "Newton iter: 5, lambda:4.13909885700798, diff to last: 0"
[1] "Newton iter: 6, lambda:4.13909885772742, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.13909885772742"
[1] "Starting iterative with newton 4.13909885772742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0849472667251309}, {'ad': 0.10644449354903784, 'da': 0.07445158255803704, 'dd': 0.15364634281187636}, {'ad': 0.19181077328128554, 'da': 0.18267221711580772, 'dd': 0.24031126209299555}, {'ad': 0.2672701034743996, 'da': 0.2758561911986844, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360928663005533. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07441622607480039
0.07441622607480039
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.257349454319374"
[1] "Newton iter: 1, lambda:0.293725252858559, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.293957953852051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293957963328236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293957963328236"
[1] "Starting iterative with newton 0.293957963328236"
[1] "Starting newton at: 0.129976126421589"
[1] "Newton iter: 1, lambda:0.157179421656577, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.157261304324138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.157261305064911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157261305064911"
[1] "Starting iterative with newton 0.157261305064911"
[1] "Starting newton at: 0.212037811422462"
[1] "Newton iter: 1, lambda:0.146982766742305, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.147442805159852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147442828268796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147442828268796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147442828268796"
[1] "Starting iterative with newton 0.147442828268796"
[1] "Starting newton at: 0.221856288218576"
[1] "Newton iter: 1, lambda:0.146075131741189, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.146698337434604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146698379809392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146698379809393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146698379809393"
[1] "Starting iterative with newton 0.146698379809393"
[1] "Starting newton at: 0.22260073667798"
[1] "Newton iter: 1, lambda:0.146005095187742, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.146641687862112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146641732074267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146641732074268, diff to last: 0"
[1] "Final threshold is: 0.010912524286039"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.307638550093721"
[1] "Newton iter: 1, lambda:0.346814177157015, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.347135759417811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347135780933231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347135780933232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347135780933232"
[1] "Starting iterative with newton 0.347135780933232"
[1] "Starting newton at: 0.196617720206075"
[1] "Newton iter: 1, lambda:0.124816665197128, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.125471958959259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125472013578284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125472013578284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125472013578284"
[1] "Starting iterative with newton 0.125472013578284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102485598128096, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103690103700841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103690270194375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103690270194378, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.103690270194375"
[1] "Starting iterative with newton 0.103690270194375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100453062005218, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101597788610428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101597937372023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101597937372026, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101597937372023"
[1] "Starting iterative with newton 0.101597937372023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100258327135903, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101397425207546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101397572355988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101397572355991, diff to last: 0"
[1] "Final threshold is: 0.00754562466787917"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.313478083458854"
[1] "Newton iter: 1, lambda:0.365904842211065, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.366576528132814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.366576637587128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366576637587131, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.366576637587131"
[1] "Starting iterative with newton 0.366576637587131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122049385878016, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123669098366652, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123669383981493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123669383981502, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123669383981493"
[1] "Starting iterative with newton 0.123669383981493"
[1] "Starting newton at: 0.125671697617355"
[1] "Newton iter: 1, lambda:0.108137767000427, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.108167494040609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.108167494126035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108167494126035"
[1] "Starting iterative with newton 0.108167494126035"
[1] "Starting newton at: 0.141173587472813"
[1] "Newton iter: 1, lambda:0.107033463593108, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.10714538753737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107145388739703, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10714538753737"
[1] "Starting iterative with newton 0.10714538753737"
[1] "Starting newton at: 0.142195694061479"
[1] "Newton iter: 1, lambda:0.106958628153265, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.107077806025649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107077807388242, diff to last: 0"
[1] "Final threshold is: 0.0079683262207983"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65896220971082"
[1] "Starting iterative with newton 2.65896220971082"
[1] "Starting newton at: 0.708697813899091"
[1] "Newton iter: 1, lambda:0.541760226530557, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.5505898165667, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.550615907010962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550615907238219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550615907010962"
[1] "Starting iterative with newton 0.550615907010962"
[1] "Starting newton at: 0.268084442307312"
[1] "Newton iter: 1, lambda:0.321062172722743, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.321760474589391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321760595169764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321760595169768, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.321760595169768"
[1] "Starting iterative with newton 0.321760595169768"
[1] "Starting newton at: 0.389999010380311"
[1] "Newton iter: 1, lambda:0.282081620545276, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.28479140079058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.284793132540635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284793132541342, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.284793132540635"
[1] "Starting iterative with newton 0.284793132540635"
[1] "Starting newton at: 0.358062667652179"
[1] "Newton iter: 1, lambda:0.277062266220812, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.278582020055172, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.278582560024537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278582560024605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.278582560024537"
[1] "Starting iterative with newton 0.278582560024537"
[1] "Starting newton at: 0.364273240168277"
[1] "Newton iter: 1, lambda:0.275718562039147, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.277530700578437, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.277531467194854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277531467194991, diff to last: 0"
[1] "Final threshold is: 0.0206528444056433"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.02413043998479"
[1] "Starting iterative with newton 3.02413043998479"
[1] "Starting newton at: 0.487650821103002"
[1] "Newton iter: 1, lambda:0.596367766222897, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.600868627077718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.600876121690658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600876121711409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600876121711409"
[1] "Starting iterative with newton 0.600876121711409"
[1] "Starting newton at: 0.267818689695915"
[1] "Newton iter: 1, lambda:0.296668654913097, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.296865868181026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296865877372209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296865877372209"
[1] "Starting iterative with newton 0.296865877372209"
[1] "Starting newton at: 0.321088828728169"
[1] "Newton iter: 1, lambda:0.24728410974622, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.248466240523559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248466545638999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248466545639019, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248466545638999"
[1] "Starting iterative with newton 0.248466545638999"
[1] "Starting newton at: 0.314261275612676"
[1] "Newton iter: 1, lambda:0.239341984794537, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.240543396222149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240543706959034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240543706959055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240543706959034"
[1] "Starting iterative with newton 0.240543706959034"
[1] "Starting newton at: 0.317565047756447"
[1] "Newton iter: 1, lambda:0.237889036028772, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.239244171889948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239244566305737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23924456630577, diff to last: 0"
[1] "Final threshold is: 0.0178036777333777"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.56357687742035"
[1] "Starting iterative with newton 1.56357687742035"
[1] "Starting newton at: 0.755451605218406"
[1] "Newton iter: 1, lambda:0.671180927290738, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.674099700603527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.674103323449939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674103323455514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674103323455514"
[1] "Starting iterative with newton 0.674103323455514"
[1] "Starting newton at: 0.628712883086304"
[1] "Newton iter: 1, lambda:0.500696321303633, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.506691069538117, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.506704704774331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506704704844773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.506704704774331"
[1] "Starting iterative with newton 0.506704704774331"
[1] "Starting newton at: 0.403178242820821"
[1] "Newton iter: 1, lambda:0.466659316744673, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.468152896030269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468153713470763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468153713471008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468153713470763"
[1] "Starting iterative with newton 0.468153713470763"
[1] "Starting newton at: 0.398101313944676"
[1] "Newton iter: 1, lambda:0.457729328872066, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.459034425446959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459035044222146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459035044222285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.459035044222146"
[1] "Starting iterative with newton 0.459035044222146"
[1] "Starting newton at: 0.407219983193293"
[1] "Newton iter: 1, lambda:0.455994148818189, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.456863950865469, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.456864225116541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456864225116568, diff to last: 0"
[1] "Final threshold is: 0.033998111461761"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.28276840357304"
[1] "Starting iterative with newton 1.28276840357304"
[1] "Starting newton at: 0.814794042505975"
[1] "Newton iter: 1, lambda:0.787707626714445, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.78810452329803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78810460952291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788104609522914, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78810460952291"
[1] "Starting iterative with newton 0.78810460952291"
[1] "Starting newton at: 0.561218780477578"
[1] "Newton iter: 1, lambda:0.654456026693819, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.658856086479534, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.658865654210947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658865654256123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.658865654210947"
[1] "Starting iterative with newton 0.658865654210947"
[1] "Starting newton at: 0.591136865961522"
[1] "Newton iter: 1, lambda:0.621999065328855, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.622458245188083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.622458345994987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622458345994992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.622458345994987"
[1] "Starting iterative with newton 0.622458345994987"
[1] "Starting newton at: 0.553799835762145"
[1] "Newton iter: 1, lambda:0.610452875192859, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.611994984177644, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.61199611092563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996110926232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.61199611092563"
[1] "Starting iterative with newton 0.61199611092563"
[1] "Starting newton at: 0.560256950410613"
[1] "Newton iter: 1, lambda:0.607886921509027, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.608971575265315, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608972131097489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608972131097634, diff to last: 0"
[1] "Final threshold is: 0.0453174077810145"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31448120514776"
[1] "Starting iterative with newton 1.31448120514776"
[1] "Starting newton at: 0.679915547445887"
[1] "Newton iter: 1, lambda:0.794099475792444, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.801383371685526, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.80141180302013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.801411803451923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.80141180302013"
[1] "Starting iterative with newton 0.80141180302013"
[1] "Starting newton at: 0.731574523976922"
[1] "Newton iter: 1, lambda:0.665965582186319, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.668048370716051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.668050522832323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668050522834619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668050522834619"
[1] "Starting iterative with newton 0.668050522834619"
[1] "Starting newton at: 0.573836682376589"
[1] "Newton iter: 1, lambda:0.626729896177297, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.628102802832661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.628103714094933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628103714095335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.628103714094933"
[1] "Starting iterative with newton 0.628103714094933"
[1] "Starting newton at: 0.58251472627544"
[1] "Newton iter: 1, lambda:0.61528714723836, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.615806752263459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.615806881668505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615806881668513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.615806881668505"
[1] "Starting iterative with newton 0.615806881668505"
[1] "Starting newton at: 0.586185253828574"
[1] "Newton iter: 1, lambda:0.611682972010798, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.611996007261046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611996054100366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611996054100367, diff to last: 0"
[1] "Final threshold is: 0.0455424367188187"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.914572305232715"
[1] "Starting iterative with newton 0.914572305232715"
[1] "Starting newton at: 0.92461875410865"
[1] "Newton iter: 1, lambda:0.981216029017608, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.983681632668606, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.983686185867047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983686185882554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.983686185882554"
[1] "Starting iterative with newton 0.983686185882554"
[1] "Starting newton at: 0.893362457441422"
[1] "Newton iter: 1, lambda:1.00268947976421, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.01229267761877, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01236333490668, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01236333871131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.01236333871131"
[1] "Starting iterative with newton 1.01236333871131"
[1] "Starting newton at: 0.880941561856724"
[1] "Newton iter: 1, lambda:1.01034262807959, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.02401405647839, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.02415868919172, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02415870525503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02415870525503, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02415870525503"
[1] "Starting iterative with newton 1.02415870525503"
[1] "Starting newton at: 1.18836837745194"
[1] "Newton iter: 1, lambda:1.00598352707066, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.02859272850395, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.02899150100238, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02899162350806, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02899162350808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02899162350808"
[1] "Starting iterative with newton 1.02899162350808"
[1] "Starting newton at: 1.18376203822966"
[1] "Newton iter: 1, lambda:1.00994338786095, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.03063437330411, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03096842897043, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03096851504488, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03096851504489, diff to last: 0"
[1] "Final threshold is: 0.0767207860915816"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.812965324877237"
[1] "Starting iterative with newton 0.812965324877237"
[1] "Starting newton at: 1.24634905272514"
[1] "Newton iter: 1, lambda:1.14551724673176, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.15404681513045, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.15411331482863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15411331884671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15411331482863"
[1] "Starting iterative with newton 1.15411331482863"
[1] "Starting newton at: 1.21121635692643"
[1] "Newton iter: 1, lambda:1.3247183237051, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.33841310418888, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.3385986224883, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33859865614956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33859865614956, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33859865614956"
[1] "Starting iterative with newton 1.33859865614956"
[1] "Starting newton at: 1.69149341651045"
[1] "Newton iter: 1, lambda:1.3304062877182, diff to last: 0.361"
[1] "Newton iter: 2, lambda:1.41903717594982, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.42754032486871, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.4276136115984, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42761361700095, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42761361700095"
[1] "Starting iterative with newton 1.42761361700095"
[1] "Starting newton at: 1.70797160319102"
[1] "Newton iter: 1, lambda:1.38855317625523, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.4616584093613, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.46745480110104, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.46748917365188, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46748917485408, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46748917485408"
[1] "Starting iterative with newton 1.46748917485408"
[1] "Starting newton at: 1.73468924829541"
[1] "Newton iter: 1, lambda:1.39789914575624, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.47766594753423, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.48464363579712, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.48469374699573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48469374956337, diff to last: 0"
[1] "Final threshold is: 0.110485305719351"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.855056017053141"
[1] "Starting iterative with newton 0.855056017053141"
[1] "Starting newton at: 0.964641107885869"
[1] "Newton iter: 1, lambda:1.0957643089618, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.11144216381197, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.11165294482186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11165298253799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.111652982538, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.111652982538"
[1] "Starting iterative with newton 1.111652982538"
[1] "Starting newton at: 1.32041326953385"
[1] "Newton iter: 1, lambda:1.22643427967011, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.23377173090555, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23382030994532, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23382031206311, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23382031206311"
[1] "Starting iterative with newton 1.23382031206311"
[1] "Starting newton at: 1.32634717490268"
[1] "Newton iter: 1, lambda:1.28620487143584, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.28763645720218, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28763834122482, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28763834122808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28763834122482"
[1] "Starting iterative with newton 1.28763834122482"
[1] "Starting newton at: 1.32052254535258"
[1] "Newton iter: 1, lambda:1.31038449877784, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.31047899842246, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31047900670211, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31047900670211"
[1] "Starting iterative with newton 1.31047900670211"
[1] "Starting newton at: 1.34899693775471"
[1] "Newton iter: 1, lambda:1.31920902564742, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.32001455991356, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32001516427675, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32001516427709, diff to last: 0"
[1] "Final threshold is: 0.0982305468870085"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.736349941950349"
[1] "Starting iterative with newton 0.736349941950349"
[1] "Starting newton at: 1.38511332402369"
[1] "Newton iter: 1, lambda:1.4243841023758, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.4263694441931, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42637435065351, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42637435068342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42637435068342"
[1] "Starting iterative with newton 1.42637435068342"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303519077045653"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702080131229966"
[1] "Starting iterative with newton 0.702080131229966"
[1] "Starting newton at: 1.32023059688521"
[1] "Newton iter: 1, lambda:1.46275366559225, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.4925172610049, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.49371881492913, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49372071880556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49372071881034, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49372071880556"
[1] "Starting iterative with newton 1.49372071880556"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.69536598397191"
[1] "Starting iterative with newton 0.69536598397191"
[1] "Starting newton at: 1.31639851751089"
[1] "Newton iter: 1, lambda:1.46996933775201, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.50551523748855, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.50728135649707, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50728557360082, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50728557362482, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50728557362482"
[1] "Starting iterative with newton 1.50728557362482"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0744162260748004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674474677787277"
[1] "Starting iterative with newton 0.674474677787277"
[1] "Starting newton at: 1.2288428332357"
[1] "Newton iter: 1, lambda:1.48501057619963, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.59454350473523, diff to last: 0.11"
[1] "Newton iter: 3, lambda:1.61435443048597, diff to last: 0.02"
[1] "Newton iter: 4, lambda:1.61495468612968, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61495522530248, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61495522530291, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61495522530291"
[1] "Starting iterative with newton 1.61495522530291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327838072558826"
threshold is:
[{'ad': 0.010912524286038982, 'da': 0.007545624667879169, 'dd': 0.007968326220798298}, {'ad': 0.020652844405643328, 'da': 0.017803677733377748, 'dd': 0.03399811146176101}, {'ad': 0.04531740778101455, 'da': 0.04554243671881869, 'dd': 0.07672078609158162}, {'ad': 0.11048530571935117, 'da': 0.09823054688700847, 'dd': 0.3035190770456534}, {'ad': 0.3278380725588262, 'da': 0.3278380725588262, 'dd': 0.3278380725588262}]
Number of points in noise estimation: 128
Estimated noise: 0.07441622607480039
0.07441622607480039
threshold is:
[{'ad': 0.0056152445885486735, 'da': 0.03162340139821215, 'dd': 0.02748997352128793}, {'ad': 0.030375011660920048, 'da': 0.018882071815050243, 'dd': 0.03902496398202361}, {'ad': 0.04027071536524973, 'da': 0.040068723712620755, 'dd': 0.0636994313388062}, {'ad': 0.07235577956745198, 'da': 0.0768280627309205, 'dd': 0.3035190770456534}, {'ad': 0.3278380725588262, 'da': 0.3278380725588262, 'dd': 0.3278380725588262}]
['stjerten256', 0.075, 1, 0.005320039724383644, 0.0011841529361525064, 0.0011305848524018726, 0.003273980740421338, 0.0012182420888754723, 0.0013747016081328285, 0.0012182420888754723, 0.0013747016081328285, 22.740851248447633, 29.265922038311516, 29.46696837522946, 24.849238797051825, 29.142664001961105, 28.617915592916788, 29.142664001961105, 28.617915592916788]
stjerten256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.234455510651962"
[1] "Newton iter: 1, lambda:0.279387799268909, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.279735329372546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279735350057852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279735350057852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.279735350057852"
[1] "Starting iterative with newton 0.279735350057852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115949664468479, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117345919162843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117346121371247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117346121371251, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117346121371251"
[1] "Starting iterative with newton 0.117346121371251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103717682021036, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104780421945541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104780533433927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104780533433928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104780533433928"
[1] "Starting iterative with newton 0.104780533433928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102777792437862, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103817034353345, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103817140528015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103817140528016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103817140528015"
[1] "Starting iterative with newton 0.103817140528015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10270573230953, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.1037431854874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103743291263326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103743291263328, diff to last: 0"
[1] "Final threshold is: 0.00761126090554167"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.402040670053824"
[1] "Newton iter: 1, lambda:0.340420283117517, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.341193692761659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341193815977552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341193815977555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341193815977552"
[1] "Starting iterative with newton 0.341193815977552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114204141072846, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115655480612392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115655715201819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115655715201825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115655715201825"
[1] "Starting iterative with newton 0.115655715201825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968743656148045, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978122573718363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097812345357219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978123453572197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.097812345357219"
[1] "Starting iterative with newton 0.097812345357219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955306769506138, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096434823552683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964349046112002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964349046112009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0964349046112002"
[1] "Starting iterative with newton 0.0964349046112002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954271546389985, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.096328735037402, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963288155821168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963288155821174, diff to last: 0"
[1] "Final threshold is: 0.00706728829584069"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.262386825725517"
[1] "Newton iter: 1, lambda:0.352782340774675, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.35468187375474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354682703142343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354682703142501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354682703142343"
[1] "Starting iterative with newton 0.354682703142343"
[1] "Starting newton at: 0.197211373482337"
[1] "Newton iter: 1, lambda:0.120955318740921, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.121582867210886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121582909687271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121582909687272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121582909687271"
[1] "Starting iterative with newton 0.121582909687271"
[1] "Starting newton at: 0.0357284683503669"
[1] "Newton iter: 1, lambda:0.106062288271498, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.106539254134896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106539276084036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106539276084036, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106539276084036"
[1] "Starting iterative with newton 0.106539276084036"
[1] "Starting newton at: 0.0507721019536026"
[1] "Newton iter: 1, lambda:0.105285521807438, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.10557007216556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105570079922644, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10557007216556"
[1] "Starting iterative with newton 0.10557007216556"
[1] "Starting newton at: 0.0517413058720783"
[1] "Newton iter: 1, lambda:0.105233610182291, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.105507478615875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.10550748579824, diff to last: 0"
[1] "Final threshold is: 0.00774069332213308"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0.588665281675856"
[1] "Newton iter: 1, lambda:0.567609719618102, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.567758533462545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567758540945097, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567758533462545"
[1] "Starting iterative with newton 0.567758533462545"
[1] "Starting newton at: 0.268901110898025"
[1] "Newton iter: 1, lambda:0.289204400630546, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.28929834387723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289298345884576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28929834387723"
[1] "Starting iterative with newton 0.28929834387723"
[1] "Starting newton at: 0.157492264126741"
[1] "Newton iter: 1, lambda:0.246765262128794, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.248461767704932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248462377450665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248462377450744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248462377450665"
[1] "Starting iterative with newton 0.248462377450665"
[1] "Starting newton at: 0.193853824373375"
[1] "Newton iter: 1, lambda:0.241797391975408, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.24228007892344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242280127713884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242280127713885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242280127713884"
[1] "Starting iterative with newton 0.242280127713884"
[1] "Starting newton at: 0.199565970108375"
[1] "Newton iter: 1, lambda:0.240980025734257, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.241339425138668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241339452140164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241339452140164, diff to last: 0"
[1] "Final threshold is: 0.0177061814279322"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0.544961141424318"
[1] "Newton iter: 1, lambda:0.600668172332419, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.601842149867309, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.601842662749747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601842662749845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601842662749747"
[1] "Starting iterative with newton 0.601842662749747"
[1] "Starting newton at: 0.25244691887908"
[1] "Newton iter: 1, lambda:0.283617270161672, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283842602967458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283842614720466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283842614720466, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283842614720466"
[1] "Starting iterative with newton 0.283842614720466"
[1] "Starting newton at: 0.3711399499876"
[1] "Newton iter: 1, lambda:0.233548211919941, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.2374515813973, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.237454749587033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23745474958912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23745474958912"
[1] "Starting iterative with newton 0.23745474958912"
[1] "Starting newton at: 0.395320542566135"
[1] "Newton iter: 1, lambda:0.224751888547835, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.230641058842887, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.230648153561623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230648153571917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230648153571917"
[1] "Starting iterative with newton 0.230648153571917"
[1] "Starting newton at: 0.386701685347213"
[1] "Newton iter: 1, lambda:0.224316149225493, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.229644828817198, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.229650623102372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229650623109222, diff to last: 0"
[1] "Final threshold is: 0.0168486153491669"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0.708607043370931"
[1] "Newton iter: 1, lambda:0.698681422030391, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.698725112234118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.698725113083835, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698725112234118"
[1] "Starting iterative with newton 0.698725112234118"
[1] "Starting newton at: 0.234508775265856"
[1] "Newton iter: 1, lambda:0.414881852442652, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.426172213262128, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.426215771631046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426215772278303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426215771631046"
[1] "Starting iterative with newton 0.426215771631046"
[1] "Starting newton at: 0.482834268541718"
[1] "Newton iter: 1, lambda:0.366970630590711, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.371090363909597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371095655659353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37109565566808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371095655659353"
[1] "Starting iterative with newton 0.371095655659353"
[1] "Starting newton at: 0.496006480451788"
[1] "Newton iter: 1, lambda:0.353930607737449, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.359986298129201, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.359997510564444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359997510602861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359997510564444"
[1] "Starting iterative with newton 0.359997510564444"
[1] "Starting newton at: 0.438705825035994"
[1] "Newton iter: 1, lambda:0.355682174274229, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.357760149390515, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357761463842543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357761463843069, diff to last: 0"
[1] "Final threshold is: 0.0262476330767491"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 0.863124382932666"
[1] "Newton iter: 1, lambda:0.779947176628648, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.783558092329088, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.783565164753973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783565164781064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783565164753973"
[1] "Starting iterative with newton 0.783565164753973"
[1] "Starting newton at: 0.580812904606412"
[1] "Newton iter: 1, lambda:0.635363769158371, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636818279288798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636819298344053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636819298344553, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.636819298344053"
[1] "Starting iterative with newton 0.636819298344053"
[1] "Starting newton at: 0.567199780917206"
[1] "Newton iter: 1, lambda:0.595009218828301, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.595370683783636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595370744423184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595370744423185, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.595370744423185"
[1] "Starting iterative with newton 0.595370744423185"
[1] "Starting newton at: 0.595267700113979"
[1] "Newton iter: 1, lambda:0.583327477716261, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.58339271425728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583392716210829, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58339271425728"
[1] "Starting iterative with newton 0.58339271425728"
[1] "Starting newton at: 0.594408024504153"
[1] "Newton iter: 1, lambda:0.579813179743354, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.57991027075073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579910275064058, diff to last: 0"
[1] "Final threshold is: 0.0425458679663793"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 0.846010916114764"
[1] "Newton iter: 1, lambda:0.779182235058158, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.781523184296386, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.78152614522496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781526145229692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78152614522496"
[1] "Starting iterative with newton 0.78152614522496"
[1] "Starting newton at: 0.616133049007041"
[1] "Newton iter: 1, lambda:0.620023596468457, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.620030788741629, diff to last: 0"
[1] "Newton iter: 3, lambda:0.620030788766182, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.620030788741629"
[1] "Starting iterative with newton 0.620030788741629"
[1] "Starting newton at: 0.658638072099322"
[1] "Newton iter: 1, lambda:0.571070730458606, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.57447260763577, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.574477876020982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574477876033607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.574477876020982"
[1] "Starting iterative with newton 0.574477876020982"
[1] "Starting newton at: 0.668500099495746"
[1] "Newton iter: 1, lambda:0.555912487631712, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.561426230011048, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.561439900278108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561439900362028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561439900278108"
[1] "Starting iterative with newton 0.561439900278108"
[1] "Starting newton at: 0.662307182820134"
[1] "Newton iter: 1, lambda:0.552444072566696, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.557680931019944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.557693215897897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557693215965417, diff to last: 0"
[1] "Final threshold is: 0.0409158849721584"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 0.897159953999093"
[1] "Newton iter: 1, lambda:0.991185685051633, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.998231976774411, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.99826988748773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.998269888580785, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99826988748773"
[1] "Starting iterative with newton 0.99826988748773"
[1] "Starting newton at: 1.14870603320995"
[1] "Newton iter: 1, lambda:1.02225746284358, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.03365048502696, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.03375189188501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03375189986552, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03375189188501"
[1] "Starting iterative with newton 1.03375189188501"
[1] "Starting newton at: 1.14335746911778"
[1] "Newton iter: 1, lambda:1.04112141832551, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.04875594153913, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04880175935812, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04880176100078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04880175935812"
[1] "Starting iterative with newton 1.04880175935812"
[1] "Starting newton at: 1.12929153281761"
[1] "Newton iter: 1, lambda:1.0505067837799, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.05513168666206, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05514852880975, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05514852903247, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05514852880975"
[1] "Starting iterative with newton 1.05514852880975"
[1] "Starting newton at: 1.12843574855535"
[1] "Newton iter: 1, lambda:1.05361597124299, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.05780422182903, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05781805024826, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05781805039862, diff to last: 0"
[1] "Final threshold is: 0.0776081910852339"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.29308512436964"
[1] "Newton iter: 1, lambda:1.10684532681017, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.13293678359704, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.13354207300403, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13354239333384, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13354239333393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13354239333393"
[1] "Starting iterative with newton 1.13354239333393"
[1] "Starting newton at: 1.35207912316163"
[1] "Newton iter: 1, lambda:1.2529713192021, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.26135671751523, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.26142243614921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26142244016009, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.26142243614921"
[1] "Starting iterative with newton 1.26142243614921"
[1] "Starting newton at: 1.34456758972239"
[1] "Newton iter: 1, lambda:1.32032431644613, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.32087331703305, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32087360448195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32087360448203, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32087360448195"
[1] "Starting iterative with newton 1.32087360448195"
[1] "Starting newton at: 1.32881368537968"
[1] "Newton iter: 1, lambda:1.34721957826497, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.34755122333202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34755132941717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34755132941719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34755132941719"
[1] "Starting iterative with newton 1.34755132941719"
[1] "Starting newton at: 1.33984314713275"
[1] "Newton iter: 1, lambda:1.35896963981177, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.359329821191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35932994694769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3593299469477, diff to last: 0"
[1] "Final threshold is: 0.0997290018173204"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.28151000023672"
[1] "Newton iter: 1, lambda:1.08894129307209, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.11610217756243, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.1167427404808, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.11674309069067, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11674309069078, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11674309069078"
[1] "Starting iterative with newton 1.11674309069078"
[1] "Starting newton at: 1.31668761015574"
[1] "Newton iter: 1, lambda:1.23812349824986, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.24335418869984, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24337901054563, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2433790111024, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2433790111024"
[1] "Starting iterative with newton 1.2433790111024"
[1] "Starting newton at: 1.33455037206046"
[1] "Newton iter: 1, lambda:1.29821430844928, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.29940035141695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.29940165487545, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29940165487702, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29940165487702"
[1] "Starting iterative with newton 1.29940165487702"
[1] "Starting newton at: 1.33338866084707"
[1] "Newton iter: 1, lambda:1.32310932208446, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32320730093151, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32320730990959, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32320730093151"
[1] "Starting iterative with newton 1.32320730093151"
[1] "Starting newton at: 1.32885275356495"
[1] "Newton iter: 1, lambda:1.33313025898982, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.33314750222942, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33314750250865, diff to last: 0"
[1] "Final threshold is: 0.0978080928556996"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.42792247351859"
[1] "Newton iter: 1, lambda:1.41562082306811, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.41580607179252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41580611431575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41580611431575, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41580611431575"
[1] "Starting iterative with newton 1.41580611431575"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.299236756591574"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.30742673530837"
[1] "Newton iter: 1, lambda:1.46717414200865, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.50559702633005, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.50765746074441, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50766317734379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5076631773877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50766317734379"
[1] "Starting iterative with newton 1.50766317734379"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.34245579086416"
[1] "Newton iter: 1, lambda:1.46638764102327, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.4889739657141, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.48967035064828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48967099834069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48967099834125, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48967099834069"
[1] "Starting iterative with newton 1.48967099834069"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.21363071079485"
[1] "Newton iter: 1, lambda:1.47602268505599, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.59030271579695, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.61184673620032, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.6125551904967, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61255593876362, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61255593876445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61255593876362"
[1] "Starting iterative with newton 1.61255593876362"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
threshold is:
[{'ad': 0.00761126090554167, 'da': 0.007067288295840689, 'dd': 0.007740693322133081}, {'ad': 0.0177061814279322, 'da': 0.01684861534916686, 'dd': 0.026247633076749145}, {'ad': 0.042545867966379255, 'da': 0.04091588497215835, 'dd': 0.07760819108523392}, {'ad': 0.09972900181732043, 'da': 0.09780809285569965, 'dd': 0.2992367565915741}, {'ad': 0.32321263781709686, 'da': 0.32321263781709686, 'dd': 0.32321263781709686}]
Number of points in noise estimation: 128
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.13713058727724"
[1] "Starting iterative with newton 7.13713058727724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.10342193558587"
[1] "Starting iterative with newton 6.10342193558587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.20619281852295"
[1] "Starting iterative with newton 5.20619281852295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 1.52568829668412"
[1] "Newton iter: 1, lambda:1.33260066459172, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.30197021072233, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30096090820822, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3009597877509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30095978774951, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3009597877509"
[1] "Starting iterative with newton 1.3009597877509"
[1] "Starting newton at: 1.49722709052312"
[1] "Newton iter: 1, lambda:1.28191277848871, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.24054761297583, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.23849550688333, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23849032875942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23849032872642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23849032872642"
[1] "Starting iterative with newton 1.23849032872642"
[1] "Starting newton at: 1.45557395350812"
[1] "Newton iter: 1, lambda:1.23080950741076, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.18082778097196, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.17749304967857, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.17747783451418, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17747783419718, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17747783419718"
[1] "Starting iterative with newton 1.17747783419718"
[1] "Starting newton at: 1.40818046417979"
[1] "Newton iter: 1, lambda:1.16214155357588, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09463756891312, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.08755327972792, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08747311750607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08747310724205, diff to last: 0"
[1] "Newton iter: 6, lambda:1.08747310724205, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08747310724205"
[1] "Starting iterative with newton 1.08747310724205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 1.63155914256842"
[1] "Newton iter: 1, lambda:1.35428751717884, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.3034459117142, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.30071173277253, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30070349463425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30070349455934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070349455934"
[1] "Starting iterative with newton 1.30070349455934"
[1] "Starting newton at: 1.48588585446718"
[1] "Newton iter: 1, lambda:1.23424175411916, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.17487079455398, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.17013464818443, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.17010354939574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17010354805344, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17010354805344"
[1] "Starting iterative with newton 1.17010354805344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 1.06959524236048"
[1] "Newton iter: 1, lambda:1.15716383121814, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.14674990971463, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14660124564149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14660121522355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14660121522355, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14660121522355"
[1] "Starting iterative with newton 1.14660121522355"
[1] "Starting newton at: 1.43661904802049"
[1] "Newton iter: 1, lambda:1.44646809683518, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.44639662913265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44639662542592, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44639662913265"
[1] "Starting iterative with newton 1.44639662913265"
[1] "Starting newton at: 1.73187113627764"
[1] "Newton iter: 1, lambda:1.72599045492346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.72598051554701, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72598051551792, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72598051551792"
[1] "Starting iterative with newton 1.72598051551792"
[1] "Starting newton at: 1.90419932634834"
[1] "Newton iter: 1, lambda:1.92638368603299, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.92633809508742, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92633809494479, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92633809508742"
[1] "Starting iterative with newton 1.92633809508742"
[1] "Starting newton at: 2.03685323917334"
[1] "Newton iter: 1, lambda:2.02981075001764, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.02981227373401, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02981227373407, diff to last: 0"
[1] "Final threshold is: 0.148919805960713"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.24926138700845"
[1] "Newton iter: 1, lambda:1.21486812709328, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2135137372374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21351157611226, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21351157610675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21351157610675"
[1] "Starting iterative with newton 1.21351157610675"
[1] "Starting newton at: 1.73681277897615"
[1] "Newton iter: 1, lambda:1.72266706103085, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.72262276215315, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72262276168373, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72262276168373"
[1] "Starting iterative with newton 1.72262276168373"
[1] "Starting newton at: 2.09088248288175"
[1] "Newton iter: 1, lambda:2.10912043495241, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.10917600716347, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10917600773275, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10917600716347"
[1] "Starting iterative with newton 2.10917600716347"
[1] "Starting newton at: 2.36129459935787"
[1] "Newton iter: 1, lambda:2.33391709989485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.33417970286095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33417972581339, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33417972581339, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33417970286095"
[1] "Starting iterative with newton 2.33417970286095"
[1] "Starting newton at: 2.4711723516414"
[1] "Newton iter: 1, lambda:2.44163549295805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.44198389647512, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44198394314828, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44198394314828, diff to last: 0"
[1] "Final threshold is: 0.179159314227535"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.24733736093987"
[1] "Newton iter: 1, lambda:1.24467830216342, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.24467052301959, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24467052295287, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24467052295287"
[1] "Starting iterative with newton 1.24467052295287"
[1] "Starting newton at: 1.76091910949805"
[1] "Newton iter: 1, lambda:1.76755791286095, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.76754982445512, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76754982444364, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76754982444364"
[1] "Starting iterative with newton 1.76754982444364"
[1] "Starting newton at: 2.13273909369964"
[1] "Newton iter: 1, lambda:2.15645313751584, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.15656480599531, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15656480873241, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15656480599531"
[1] "Starting iterative with newton 2.15656480599531"
[1] "Starting newton at: 2.44553116312967"
[1] "Newton iter: 1, lambda:2.37940487497732, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.38108796215661, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38108895147238, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38108895147272, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38108895147238"
[1] "Starting iterative with newton 2.38108895147238"
[1] "Starting newton at: 2.49540217692186"
[1] "Newton iter: 1, lambda:2.47183627488876, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.47205780923325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47205782827445, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47205782827445, diff to last: 0"
[1] "Final threshold is: 0.181365722356905"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.52617777394651"
[1] "Newton iter: 1, lambda:1.51750838670139, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.51747701641604, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51747701599243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51747701599243"
[1] "Starting iterative with newton 1.51747701599243"
[1] "Starting newton at: 2.37742083427957"
[1] "Newton iter: 1, lambda:2.31413822138359, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.31689404486439, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.31689903455184, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31689903456824, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.31689903455184"
[1] "Starting iterative with newton 2.31689903455184"
[1] "Starting newton at: 2.76273475706015"
[1] "Newton iter: 1, lambda:2.80446327230005, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.80612470826687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.80612733285206, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80612733285861, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80612733285206"
[1] "Starting iterative with newton 2.80612733285206"
[1] "Starting newton at: 3.05357435177796"
[1] "Newton iter: 1, lambda:3.10631180773429, diff to last: 0.053"
[1] "Newton iter: 2, lambda:3.10937017122552, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10938018274869, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10938018285576, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10938018274869"
[1] "Starting iterative with newton 3.10938018274869"
[1] "Starting newton at: 3.34989449853941"
[1] "Newton iter: 1, lambda:3.31213153365, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.31365915343474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.3136617477521, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31366174775958, diff to last: 0"
[1] "Final threshold is: 0.24311108513893"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.68284283499404"
[1] "Newton iter: 1, lambda:1.81726719063447, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.81673647625725, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81673652435424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81673652435424, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81673652435424"
[1] "Starting iterative with newton 1.81673652435424"
[1] "Starting newton at: 2.87362550165023"
[1] "Newton iter: 1, lambda:2.6309384981221, diff to last: 0.243"
[1] "Newton iter: 2, lambda:2.68370904935581, diff to last: 0.053"
[1] "Newton iter: 3, lambda:2.68668486149318, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.6866943086117, diff to last: 0"
[1] "Newton iter: 5, lambda:2.68669430870686, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.6866943086117"
[1] "Starting iterative with newton 2.6866943086117"
[1] "Starting newton at: 3.20232843193449"
[1] "Newton iter: 1, lambda:3.22537358531861, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.22605543894491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.22605602485471, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22605602485514, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.22605602485471"
[1] "Starting iterative with newton 3.22605602485471"
[1] "Starting newton at: 3.60255948355227"
[1] "Newton iter: 1, lambda:3.54401291059872, diff to last: 0.059"
[1] "Newton iter: 2, lambda:3.54816135949638, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.5481839462447, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54818394691088, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.5481839462447"
[1] "Starting iterative with newton 3.5481839462447"
[1] "Starting newton at: 3.66470452602254"
[1] "Newton iter: 1, lambda:3.68571328079427, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.68630100332163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.68630145068416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.68630145068442, diff to last: 0"
[1] "Final threshold is: 0.270450279492456"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.71150138699211"
[1] "Newton iter: 1, lambda:1.67339140131224, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67334403176794, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67334403156324, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67334403176794"
[1] "Starting iterative with newton 1.67334403176794"
[1] "Starting newton at: 2.40272152930486"
[1] "Newton iter: 1, lambda:2.51390397392484, diff to last: 0.111"
[1] "Newton iter: 2, lambda:2.52476053239166, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.5248704249865, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487043626831, diff to last: 0"
[1] "Newton iter: 5, lambda:2.52487043626831, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52487043626831"
[1] "Starting iterative with newton 2.52487043626831"
[1] "Starting newton at: 2.99139975831598"
[1] "Newton iter: 1, lambda:3.07940640278562, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.08918334776576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.08929971675743, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08929973313398, diff to last: 0"
[1] "Newton iter: 5, lambda:3.08929973313398, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.08929971675743"
[1] "Starting iterative with newton 3.08929971675743"
[1] "Starting newton at: 3.5168909921176"
[1] "Newton iter: 1, lambda:3.43074152629015, diff to last: 0.086"
[1] "Newton iter: 2, lambda:3.4394257836724, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.43952459294849, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43952460562236, diff to last: 0"
[1] "Newton iter: 5, lambda:3.43952460562237, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.43952460562237"
[1] "Starting iterative with newton 3.43952460562237"
[1] "Starting newton at: 3.67835528334492"
[1] "Newton iter: 1, lambda:3.61738743219018, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.62192735062741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.62195481787809, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62195481887777, diff to last: 0"
[1] "Final threshold is: 0.265729405451194"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.88798723784016"
[1] "Newton iter: 1, lambda:2.30957480301079, diff to last: 0.422"
[1] "Newton iter: 2, lambda:2.42815259978305, diff to last: 0.119"
[1] "Newton iter: 3, lambda:2.44807458837023, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.44865309466029, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.44865357922671, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44865357922705, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44865357922705"
[1] "Starting iterative with newton 2.44865357922705"
[1] "Starting newton at: 3.09964779388139"
[1] "Newton iter: 1, lambda:3.26757219700508, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.31732896333462, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.32153800871806, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.32156680256651, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32156680390755, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32156680256651"
[1] "Starting iterative with newton 3.32156680256651"
[1] "Starting newton at: 4.03599904979757"
[1] "Newton iter: 1, lambda:3.99466698341995, diff to last: 0.041"
[1] "Newton iter: 2, lambda:3.99761254791098, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.9976287683392, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99762876882856, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9976287683392"
[1] "Starting iterative with newton 3.9976287683392"
[1] "Starting newton at: 4.26005201045498"
[1] "Newton iter: 1, lambda:4.32327991240373, diff to last: 0.063"
[1] "Newton iter: 2, lambda:4.33237857668141, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.33254891270516, diff to last: 0"
[1] "Newton iter: 4, lambda:4.33254897133897, diff to last: 0"
[1] "Newton iter: 5, lambda:4.33254897133898, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.33254897133897"
[1] "Starting iterative with newton 4.33254897133897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14891980596071333}, {'ad': 0.17915931422753528, 'da': 0.18136572235690537, 'dd': 0.24311108513892976}, {'ad': 0.2704502794924561, 'da': 0.2657294054511942, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.35930582498419. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.13713058727724"
[1] "Starting iterative with newton 7.13713058727724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.10342193558587"
[1] "Starting iterative with newton 6.10342193558587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.20619281852295"
[1] "Starting iterative with newton 5.20619281852295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 1.52568829668412"
[1] "Newton iter: 1, lambda:1.33260066459172, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.30197021072233, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30096090820822, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3009597877509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30095978774951, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3009597877509"
[1] "Starting iterative with newton 1.3009597877509"
[1] "Starting newton at: 1.49722709052312"
[1] "Newton iter: 1, lambda:1.28191277848871, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.24054761297583, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.23849550688333, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23849032875942, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23849032872642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23849032872642"
[1] "Starting iterative with newton 1.23849032872642"
[1] "Starting newton at: 1.45557395350812"
[1] "Newton iter: 1, lambda:1.23080950741076, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.18082778097196, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.17749304967857, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.17747783451418, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17747783419718, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17747783419718"
[1] "Starting iterative with newton 1.17747783419718"
[1] "Starting newton at: 1.40818046417979"
[1] "Newton iter: 1, lambda:1.16214155357588, diff to last: 0.246"
[1] "Newton iter: 2, lambda:1.09463756891312, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.08755327972792, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08747311750607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08747310724205, diff to last: 0"
[1] "Newton iter: 6, lambda:1.08747310724205, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08747310724205"
[1] "Starting iterative with newton 1.08747310724205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 1.63155914256842"
[1] "Newton iter: 1, lambda:1.35428751717884, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.3034459117142, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.30071173277253, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30070349463425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30070349455934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070349455934"
[1] "Starting iterative with newton 1.30070349455934"
[1] "Starting newton at: 1.48588585446718"
[1] "Newton iter: 1, lambda:1.23424175411916, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.17487079455398, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.17013464818443, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.17010354939574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17010354805344, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17010354805344"
[1] "Starting iterative with newton 1.17010354805344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 1.06959524236048"
[1] "Newton iter: 1, lambda:1.15716383121814, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.14674990971463, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14660124564149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14660121522355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14660121522355, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14660121522355"
[1] "Starting iterative with newton 1.14660121522355"
[1] "Starting newton at: 1.43661904802049"
[1] "Newton iter: 1, lambda:1.44646809683518, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.44639662913265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.44639662542592, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44639662913265"
[1] "Starting iterative with newton 1.44639662913265"
[1] "Starting newton at: 1.73187113627764"
[1] "Newton iter: 1, lambda:1.72599045492346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.72598051554701, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72598051551792, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.72598051551792"
[1] "Starting iterative with newton 1.72598051551792"
[1] "Starting newton at: 1.90419932634834"
[1] "Newton iter: 1, lambda:1.92638368603299, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.92633809508742, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92633809494479, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92633809508742"
[1] "Starting iterative with newton 1.92633809508742"
[1] "Starting newton at: 2.03685323917334"
[1] "Newton iter: 1, lambda:2.02981075001764, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.02981227373401, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02981227373407, diff to last: 0"
[1] "Final threshold is: 0.148919805960713"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.24926138700845"
[1] "Newton iter: 1, lambda:1.21486812709328, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2135137372374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21351157611226, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21351157610675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21351157610675"
[1] "Starting iterative with newton 1.21351157610675"
[1] "Starting newton at: 1.73681277897615"
[1] "Newton iter: 1, lambda:1.72266706103085, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.72262276215315, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72262276168373, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72262276168373"
[1] "Starting iterative with newton 1.72262276168373"
[1] "Starting newton at: 2.09088248288175"
[1] "Newton iter: 1, lambda:2.10912043495241, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.10917600716347, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10917600773275, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10917600716347"
[1] "Starting iterative with newton 2.10917600716347"
[1] "Starting newton at: 2.36129459935787"
[1] "Newton iter: 1, lambda:2.33391709989485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.33417970286095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33417972581339, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33417972581339, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33417970286095"
[1] "Starting iterative with newton 2.33417970286095"
[1] "Starting newton at: 2.4711723516414"
[1] "Newton iter: 1, lambda:2.44163549295805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.44198389647512, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44198394314828, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44198394314828, diff to last: 0"
[1] "Final threshold is: 0.179159314227535"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.24733736093987"
[1] "Newton iter: 1, lambda:1.24467830216342, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.24467052301959, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24467052295287, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24467052295287"
[1] "Starting iterative with newton 1.24467052295287"
[1] "Starting newton at: 1.76091910949805"
[1] "Newton iter: 1, lambda:1.76755791286095, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.76754982445512, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76754982444364, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76754982444364"
[1] "Starting iterative with newton 1.76754982444364"
[1] "Starting newton at: 2.13273909369964"
[1] "Newton iter: 1, lambda:2.15645313751584, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.15656480599531, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15656480873241, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15656480599531"
[1] "Starting iterative with newton 2.15656480599531"
[1] "Starting newton at: 2.44553116312967"
[1] "Newton iter: 1, lambda:2.37940487497732, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.38108796215661, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38108895147238, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38108895147272, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38108895147238"
[1] "Starting iterative with newton 2.38108895147238"
[1] "Starting newton at: 2.49540217692186"
[1] "Newton iter: 1, lambda:2.47183627488876, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.47205780923325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47205782827445, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47205782827445, diff to last: 0"
[1] "Final threshold is: 0.181365722356905"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.52617777394651"
[1] "Newton iter: 1, lambda:1.51750838670139, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.51747701641604, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51747701599243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51747701599243"
[1] "Starting iterative with newton 1.51747701599243"
[1] "Starting newton at: 2.37742083427957"
[1] "Newton iter: 1, lambda:2.31413822138359, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.31689404486439, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.31689903455184, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31689903456824, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.31689903455184"
[1] "Starting iterative with newton 2.31689903455184"
[1] "Starting newton at: 2.76273475706015"
[1] "Newton iter: 1, lambda:2.80446327230005, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.80612470826687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.80612733285206, diff to last: 0"
[1] "Newton iter: 4, lambda:2.80612733285861, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.80612733285206"
[1] "Starting iterative with newton 2.80612733285206"
[1] "Starting newton at: 3.05357435177796"
[1] "Newton iter: 1, lambda:3.10631180773429, diff to last: 0.053"
[1] "Newton iter: 2, lambda:3.10937017122552, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.10938018274869, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10938018285576, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10938018274869"
[1] "Starting iterative with newton 3.10938018274869"
[1] "Starting newton at: 3.34989449853941"
[1] "Newton iter: 1, lambda:3.31213153365, diff to last: 0.038"
[1] "Newton iter: 2, lambda:3.31365915343474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.3136617477521, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31366174775958, diff to last: 0"
[1] "Final threshold is: 0.24311108513893"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.68284283499404"
[1] "Newton iter: 1, lambda:1.81726719063447, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.81673647625725, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81673652435424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81673652435424, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81673652435424"
[1] "Starting iterative with newton 1.81673652435424"
[1] "Starting newton at: 2.87362550165023"
[1] "Newton iter: 1, lambda:2.6309384981221, diff to last: 0.243"
[1] "Newton iter: 2, lambda:2.68370904935581, diff to last: 0.053"
[1] "Newton iter: 3, lambda:2.68668486149318, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.6866943086117, diff to last: 0"
[1] "Newton iter: 5, lambda:2.68669430870686, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.6866943086117"
[1] "Starting iterative with newton 2.6866943086117"
[1] "Starting newton at: 3.20232843193449"
[1] "Newton iter: 1, lambda:3.22537358531861, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.22605543894491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.22605602485471, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22605602485514, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.22605602485471"
[1] "Starting iterative with newton 3.22605602485471"
[1] "Starting newton at: 3.60255948355227"
[1] "Newton iter: 1, lambda:3.54401291059872, diff to last: 0.059"
[1] "Newton iter: 2, lambda:3.54816135949638, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.5481839462447, diff to last: 0"
[1] "Newton iter: 4, lambda:3.54818394691088, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.5481839462447"
[1] "Starting iterative with newton 3.5481839462447"
[1] "Starting newton at: 3.66470452602254"
[1] "Newton iter: 1, lambda:3.68571328079427, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.68630100332163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.68630145068416, diff to last: 0"
[1] "Newton iter: 4, lambda:3.68630145068442, diff to last: 0"
[1] "Final threshold is: 0.270450279492456"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.71150138699211"
[1] "Newton iter: 1, lambda:1.67339140131224, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67334403176794, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67334403156324, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67334403176794"
[1] "Starting iterative with newton 1.67334403176794"
[1] "Starting newton at: 2.40272152930486"
[1] "Newton iter: 1, lambda:2.51390397392484, diff to last: 0.111"
[1] "Newton iter: 2, lambda:2.52476053239166, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.5248704249865, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487043626831, diff to last: 0"
[1] "Newton iter: 5, lambda:2.52487043626831, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52487043626831"
[1] "Starting iterative with newton 2.52487043626831"
[1] "Starting newton at: 2.99139975831598"
[1] "Newton iter: 1, lambda:3.07940640278562, diff to last: 0.088"
[1] "Newton iter: 2, lambda:3.08918334776576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.08929971675743, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08929973313398, diff to last: 0"
[1] "Newton iter: 5, lambda:3.08929973313398, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.08929971675743"
[1] "Starting iterative with newton 3.08929971675743"
[1] "Starting newton at: 3.5168909921176"
[1] "Newton iter: 1, lambda:3.43074152629015, diff to last: 0.086"
[1] "Newton iter: 2, lambda:3.4394257836724, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.43952459294849, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43952460562236, diff to last: 0"
[1] "Newton iter: 5, lambda:3.43952460562237, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.43952460562237"
[1] "Starting iterative with newton 3.43952460562237"
[1] "Starting newton at: 3.67835528334492"
[1] "Newton iter: 1, lambda:3.61738743219018, diff to last: 0.061"
[1] "Newton iter: 2, lambda:3.62192735062741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.62195481787809, diff to last: 0"
[1] "Newton iter: 4, lambda:3.62195481887777, diff to last: 0"
[1] "Final threshold is: 0.265729405451194"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.88798723784016"
[1] "Newton iter: 1, lambda:2.30957480301079, diff to last: 0.422"
[1] "Newton iter: 2, lambda:2.42815259978305, diff to last: 0.119"
[1] "Newton iter: 3, lambda:2.44807458837023, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.44865309466029, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.44865357922671, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44865357922705, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44865357922705"
[1] "Starting iterative with newton 2.44865357922705"
[1] "Starting newton at: 3.09964779388139"
[1] "Newton iter: 1, lambda:3.26757219700508, diff to last: 0.168"
[1] "Newton iter: 2, lambda:3.31732896333462, diff to last: 0.05"
[1] "Newton iter: 3, lambda:3.32153800871806, diff to last: 0.004"
[1] "Newton iter: 4, lambda:3.32156680256651, diff to last: 0"
[1] "Newton iter: 5, lambda:3.32156680390755, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.32156680256651"
[1] "Starting iterative with newton 3.32156680256651"
[1] "Starting newton at: 4.03599904979757"
[1] "Newton iter: 1, lambda:3.99466698341995, diff to last: 0.041"
[1] "Newton iter: 2, lambda:3.99761254791098, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.9976287683392, diff to last: 0"
[1] "Newton iter: 4, lambda:3.99762876882856, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.9976287683392"
[1] "Starting iterative with newton 3.9976287683392"
[1] "Starting newton at: 4.26005201045498"
[1] "Newton iter: 1, lambda:4.32327991240373, diff to last: 0.063"
[1] "Newton iter: 2, lambda:4.33237857668141, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.33254891270516, diff to last: 0"
[1] "Newton iter: 4, lambda:4.33254897133897, diff to last: 0"
[1] "Newton iter: 5, lambda:4.33254897133898, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.33254897133897"
[1] "Starting iterative with newton 4.33254897133897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14891980596071333}, {'ad': 0.17915931422753528, 'da': 0.18136572235690537, 'dd': 0.24311108513892976}, {'ad': 0.2704502794924561, 'da': 0.2657294054511942, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.35930582498419. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07336629494645958
0.07336629494645958
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.234455510651962"
[1] "Newton iter: 1, lambda:0.279387799268909, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.279735329372546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279735350057852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279735350057852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.279735350057852"
[1] "Starting iterative with newton 0.279735350057852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115949664468479, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117345919162843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117346121371247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117346121371251, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117346121371251"
[1] "Starting iterative with newton 0.117346121371251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103717682021036, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104780421945541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104780533433927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104780533433928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104780533433928"
[1] "Starting iterative with newton 0.104780533433928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102777792437862, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103817034353345, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103817140528015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103817140528016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103817140528015"
[1] "Starting iterative with newton 0.103817140528015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10270573230953, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.1037431854874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103743291263326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103743291263328, diff to last: 0"
[1] "Final threshold is: 0.00761126090554167"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.402040670053824"
[1] "Newton iter: 1, lambda:0.340420283117517, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.341193692761659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341193815977552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341193815977555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341193815977552"
[1] "Starting iterative with newton 0.341193815977552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114204141072846, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115655480612392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115655715201819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115655715201825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115655715201825"
[1] "Starting iterative with newton 0.115655715201825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968743656148045, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978122573718363, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097812345357219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978123453572197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.097812345357219"
[1] "Starting iterative with newton 0.097812345357219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955306769506138, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096434823552683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964349046112002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964349046112009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0964349046112002"
[1] "Starting iterative with newton 0.0964349046112002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954271546389985, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.096328735037402, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963288155821168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963288155821174, diff to last: 0"
[1] "Final threshold is: 0.00706728829584069"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.262386825725517"
[1] "Newton iter: 1, lambda:0.352782340774675, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.35468187375474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354682703142343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354682703142501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354682703142343"
[1] "Starting iterative with newton 0.354682703142343"
[1] "Starting newton at: 0.197211373482337"
[1] "Newton iter: 1, lambda:0.120955318740921, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.121582867210886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121582909687271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121582909687272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121582909687271"
[1] "Starting iterative with newton 0.121582909687271"
[1] "Starting newton at: 0.0357284683503669"
[1] "Newton iter: 1, lambda:0.106062288271498, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.106539254134896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.106539276084036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106539276084036, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106539276084036"
[1] "Starting iterative with newton 0.106539276084036"
[1] "Starting newton at: 0.0507721019536026"
[1] "Newton iter: 1, lambda:0.105285521807438, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.10557007216556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.105570079922644, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10557007216556"
[1] "Starting iterative with newton 0.10557007216556"
[1] "Starting newton at: 0.0517413058720783"
[1] "Newton iter: 1, lambda:0.105233610182291, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.105507478615875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.10550748579824, diff to last: 0"
[1] "Final threshold is: 0.00774069332213308"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.12445844365837"
[1] "Starting iterative with newton 3.12445844365837"
[1] "Starting newton at: 0.588665281675856"
[1] "Newton iter: 1, lambda:0.567609719618102, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.567758533462545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567758540945097, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567758533462545"
[1] "Starting iterative with newton 0.567758533462545"
[1] "Starting newton at: 0.268901110898025"
[1] "Newton iter: 1, lambda:0.289204400630546, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.28929834387723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289298345884576, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28929834387723"
[1] "Starting iterative with newton 0.28929834387723"
[1] "Starting newton at: 0.157492264126741"
[1] "Newton iter: 1, lambda:0.246765262128794, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.248461767704932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248462377450665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248462377450744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248462377450665"
[1] "Starting iterative with newton 0.248462377450665"
[1] "Starting newton at: 0.193853824373375"
[1] "Newton iter: 1, lambda:0.241797391975408, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.24228007892344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242280127713884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242280127713885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242280127713884"
[1] "Starting iterative with newton 0.242280127713884"
[1] "Starting newton at: 0.199565970108375"
[1] "Newton iter: 1, lambda:0.240980025734257, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.241339425138668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241339452140164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241339452140164, diff to last: 0"
[1] "Final threshold is: 0.0177061814279322"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.92936958615451"
[1] "Starting iterative with newton 2.92936958615451"
[1] "Starting newton at: 0.544961141424318"
[1] "Newton iter: 1, lambda:0.600668172332419, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.601842149867309, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.601842662749747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601842662749845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601842662749747"
[1] "Starting iterative with newton 0.601842662749747"
[1] "Starting newton at: 0.25244691887908"
[1] "Newton iter: 1, lambda:0.283617270161672, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283842602967458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283842614720466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283842614720466, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283842614720466"
[1] "Starting iterative with newton 0.283842614720466"
[1] "Starting newton at: 0.3711399499876"
[1] "Newton iter: 1, lambda:0.233548211919941, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.2374515813973, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.237454749587033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23745474958912, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23745474958912"
[1] "Starting iterative with newton 0.23745474958912"
[1] "Starting newton at: 0.395320542566135"
[1] "Newton iter: 1, lambda:0.224751888547835, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.230641058842887, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.230648153561623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230648153571917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230648153571917"
[1] "Starting iterative with newton 0.230648153571917"
[1] "Starting newton at: 0.386701685347213"
[1] "Newton iter: 1, lambda:0.224316149225493, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.229644828817198, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.229650623102372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229650623109222, diff to last: 0"
[1] "Final threshold is: 0.0168486153491669"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.11019075597626"
[1] "Starting iterative with newton 2.11019075597626"
[1] "Starting newton at: 0.708607043370931"
[1] "Newton iter: 1, lambda:0.698681422030391, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.698725112234118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.698725113083835, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698725112234118"
[1] "Starting iterative with newton 0.698725112234118"
[1] "Starting newton at: 0.234508775265856"
[1] "Newton iter: 1, lambda:0.414881852442652, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.426172213262128, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.426215771631046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426215772278303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426215771631046"
[1] "Starting iterative with newton 0.426215771631046"
[1] "Starting newton at: 0.482834268541718"
[1] "Newton iter: 1, lambda:0.366970630590711, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.371090363909597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371095655659353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37109565566808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371095655659353"
[1] "Starting iterative with newton 0.371095655659353"
[1] "Starting newton at: 0.496006480451788"
[1] "Newton iter: 1, lambda:0.353930607737449, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.359986298129201, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.359997510564444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359997510602861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359997510564444"
[1] "Starting iterative with newton 0.359997510564444"
[1] "Starting newton at: 0.438705825035994"
[1] "Newton iter: 1, lambda:0.355682174274229, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.357760149390515, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357761463842543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357761463843069, diff to last: 0"
[1] "Final threshold is: 0.0262476330767491"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.35007275145968"
[1] "Starting iterative with newton 1.35007275145968"
[1] "Starting newton at: 0.863124382932666"
[1] "Newton iter: 1, lambda:0.779947176628648, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.783558092329088, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.783565164753973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783565164781064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783565164753973"
[1] "Starting iterative with newton 0.783565164753973"
[1] "Starting newton at: 0.580812904606412"
[1] "Newton iter: 1, lambda:0.635363769158371, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636818279288798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636819298344053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636819298344553, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.636819298344053"
[1] "Starting iterative with newton 0.636819298344053"
[1] "Starting newton at: 0.567199780917206"
[1] "Newton iter: 1, lambda:0.595009218828301, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.595370683783636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595370744423184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595370744423185, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.595370744423185"
[1] "Starting iterative with newton 0.595370744423185"
[1] "Starting newton at: 0.595267700113979"
[1] "Newton iter: 1, lambda:0.583327477716261, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.58339271425728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583392716210829, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.58339271425728"
[1] "Starting iterative with newton 0.58339271425728"
[1] "Starting newton at: 0.594408024504153"
[1] "Newton iter: 1, lambda:0.579813179743354, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.57991027075073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579910275064058, diff to last: 0"
[1] "Final threshold is: 0.0425458679663793"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39897491940957"
[1] "Starting iterative with newton 1.39897491940957"
[1] "Starting newton at: 0.846010916114764"
[1] "Newton iter: 1, lambda:0.779182235058158, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.781523184296386, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.78152614522496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781526145229692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78152614522496"
[1] "Starting iterative with newton 0.78152614522496"
[1] "Starting newton at: 0.616133049007041"
[1] "Newton iter: 1, lambda:0.620023596468457, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.620030788741629, diff to last: 0"
[1] "Newton iter: 3, lambda:0.620030788766182, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.620030788741629"
[1] "Starting iterative with newton 0.620030788741629"
[1] "Starting newton at: 0.658638072099322"
[1] "Newton iter: 1, lambda:0.571070730458606, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.57447260763577, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.574477876020982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574477876033607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.574477876020982"
[1] "Starting iterative with newton 0.574477876020982"
[1] "Starting newton at: 0.668500099495746"
[1] "Newton iter: 1, lambda:0.555912487631712, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.561426230011048, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.561439900278108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561439900362028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561439900278108"
[1] "Starting iterative with newton 0.561439900278108"
[1] "Starting newton at: 0.662307182820134"
[1] "Newton iter: 1, lambda:0.552444072566696, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.557680931019944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.557693215897897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557693215965417, diff to last: 0"
[1] "Final threshold is: 0.0409158849721584"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 0.915672492976814"
[1] "Starting iterative with newton 0.915672492976814"
[1] "Starting newton at: 0.897159953999093"
[1] "Newton iter: 1, lambda:0.991185685051633, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.998231976774411, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.99826988748773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.998269888580785, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99826988748773"
[1] "Starting iterative with newton 0.99826988748773"
[1] "Starting newton at: 1.14870603320995"
[1] "Newton iter: 1, lambda:1.02225746284358, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.03365048502696, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.03375189188501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03375189986552, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03375189188501"
[1] "Starting iterative with newton 1.03375189188501"
[1] "Starting newton at: 1.14335746911778"
[1] "Newton iter: 1, lambda:1.04112141832551, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.04875594153913, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04880175935812, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04880176100078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04880175935812"
[1] "Starting iterative with newton 1.04880175935812"
[1] "Starting newton at: 1.12929153281761"
[1] "Newton iter: 1, lambda:1.0505067837799, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.05513168666206, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05514852880975, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05514852903247, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05514852880975"
[1] "Starting iterative with newton 1.05514852880975"
[1] "Starting newton at: 1.12843574855535"
[1] "Newton iter: 1, lambda:1.05361597124299, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.05780422182903, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05781805024826, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05781805039862, diff to last: 0"
[1] "Final threshold is: 0.0776081910852339"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.876878753372147"
[1] "Starting iterative with newton 0.876878753372147"
[1] "Starting newton at: 1.29308512436964"
[1] "Newton iter: 1, lambda:1.10684532681017, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.13293678359704, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.13354207300403, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.13354239333384, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13354239333393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13354239333393"
[1] "Starting iterative with newton 1.13354239333393"
[1] "Starting newton at: 1.35207912316163"
[1] "Newton iter: 1, lambda:1.2529713192021, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.26135671751523, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.26142243614921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26142244016009, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.26142243614921"
[1] "Starting iterative with newton 1.26142243614921"
[1] "Starting newton at: 1.34456758972239"
[1] "Newton iter: 1, lambda:1.32032431644613, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.32087331703305, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32087360448195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32087360448203, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32087360448195"
[1] "Starting iterative with newton 1.32087360448195"
[1] "Starting newton at: 1.32881368537968"
[1] "Newton iter: 1, lambda:1.34721957826497, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.34755122333202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34755132941717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34755132941719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34755132941719"
[1] "Starting iterative with newton 1.34755132941719"
[1] "Starting newton at: 1.33984314713275"
[1] "Newton iter: 1, lambda:1.35896963981177, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.359329821191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35932994694769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3593299469477, diff to last: 0"
[1] "Final threshold is: 0.0997290018173204"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.852787691804193"
[1] "Starting iterative with newton 0.852787691804193"
[1] "Starting newton at: 1.28151000023672"
[1] "Newton iter: 1, lambda:1.08894129307209, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.11610217756243, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.1167427404808, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.11674309069067, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11674309069078, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11674309069078"
[1] "Starting iterative with newton 1.11674309069078"
[1] "Starting newton at: 1.31668761015574"
[1] "Newton iter: 1, lambda:1.23812349824986, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.24335418869984, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.24337901054563, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2433790111024, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2433790111024"
[1] "Starting iterative with newton 1.2433790111024"
[1] "Starting newton at: 1.33455037206046"
[1] "Newton iter: 1, lambda:1.29821430844928, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.29940035141695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.29940165487545, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29940165487702, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29940165487702"
[1] "Starting iterative with newton 1.29940165487702"
[1] "Starting newton at: 1.33338866084707"
[1] "Newton iter: 1, lambda:1.32310932208446, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32320730093151, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32320730990959, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32320730093151"
[1] "Starting iterative with newton 1.32320730093151"
[1] "Starting newton at: 1.32885275356495"
[1] "Newton iter: 1, lambda:1.33313025898982, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.33314750222942, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33314750250865, diff to last: 0"
[1] "Final threshold is: 0.0978080928556996"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.739386057693072"
[1] "Starting iterative with newton 0.739386057693072"
[1] "Starting newton at: 1.42792247351859"
[1] "Newton iter: 1, lambda:1.41562082306811, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.41580607179252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41580611431575, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41580611431575, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41580611431575"
[1] "Starting iterative with newton 1.41580611431575"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.299236756591574"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706502079665244"
[1] "Starting iterative with newton 0.706502079665244"
[1] "Starting newton at: 1.30742673530837"
[1] "Newton iter: 1, lambda:1.46717414200865, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.50559702633005, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.50765746074441, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50766317734379, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5076631773877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50766317734379"
[1] "Starting iterative with newton 1.50766317734379"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.722588041761027"
[1] "Starting iterative with newton 0.722588041761027"
[1] "Starting newton at: 1.34245579086416"
[1] "Newton iter: 1, lambda:1.46638764102327, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.4889739657141, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.48967035064828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48967099834069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48967099834125, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48967099834069"
[1] "Starting iterative with newton 1.48967099834069"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0733662949464596"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.67435652704531"
[1] "Starting iterative with newton 0.67435652704531"
[1] "Starting newton at: 1.21363071079485"
[1] "Newton iter: 1, lambda:1.47602268505599, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.59030271579695, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.61184673620032, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.6125551904967, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61255593876362, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61255593876445, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61255593876362"
[1] "Starting iterative with newton 1.61255593876362"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.323212637817097"
threshold is:
[{'ad': 0.00761126090554167, 'da': 0.007067288295840689, 'dd': 0.007740693322133081}, {'ad': 0.0177061814279322, 'da': 0.01684861534916686, 'dd': 0.026247633076749145}, {'ad': 0.042545867966379255, 'da': 0.04091588497215835, 'dd': 0.07760819108523392}, {'ad': 0.09972900181732043, 'da': 0.09780809285569965, 'dd': 0.2992367565915741}, {'ad': 0.32321263781709686, 'da': 0.32321263781709686, 'dd': 0.32321263781709686}]
Number of points in noise estimation: 128
Estimated noise: 0.07336629494645958
0.07336629494645958
threshold is:
[{'ad': 0.008400345670080966, 'da': 0.0070594177043015755, 'dd': 0.016155503705513663}, {'ad': 0.011721243952288685, 'da': 0.017542631162447975, 'dd': 0.02894539677474567}, {'ad': 0.030138121159021036, 'da': 0.031260872837210026, 'dd': 0.06156509737234132}, {'ad': 0.07675685889673112, 'da': 0.07241023691984445, 'dd': 0.2992367565915741}, {'ad': 0.32321263781709686, 'da': 0.32321263781709686, 'dd': 0.32321263781709686}]
['stjerten256', 0.075, 2, 0.005319956883765174, 0.0011902819444259802, 0.0011432183886742988, 0.0032826552520404846, 0.001211720320157383, 0.0013787186974024757, 0.001211720320157383, 0.0013787186974024757, 22.740918874829113, 29.24350154233401, 29.418707985316864, 24.837747249460115, 29.16597609071456, 28.60524334714726, 29.16597609071456, 28.60524334714726]
stjerten256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0993874350998965"
[1] "Newton iter: 1, lambda:0.28107100450327, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.287010975768525, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.287017222494621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287017222501524, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.287017222501524"
[1] "Starting iterative with newton 0.287017222501524"
[1] "Starting newton at: 0.142129655731845"
[1] "Newton iter: 1, lambda:0.12881192989389, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.128831541724678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128831541767223, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128831541767223"
[1] "Starting iterative with newton 0.128831541767223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115233793858078, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116633405696393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116633611956288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116633611956293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116633611956288"
[1] "Starting iterative with newton 0.116633611956288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114319115112728, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115691027935609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115691225320009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115691225320013, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115691225320013"
[1] "Starting iterative with newton 0.115691225320013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114248455473889, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115618242372303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115618439084285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115618439084289, diff to last: 0"
[1] "Final threshold is: 0.00853151002939772"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.351598625827918"
[1] "Newton iter: 1, lambda:0.350829065059328, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.350829194680314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350829194680318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350829194680314"
[1] "Starting iterative with newton 0.350829194680314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100763773828558, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101817003108386, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101817118313749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10181711831375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10181711831375"
[1] "Starting iterative with newton 0.10181711831375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843115039082218, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0849493879962913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0849494245538915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0849494245538916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0849494245538915"
[1] "Starting iterative with newton 0.0849494245538915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832403275523577, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838558753892186, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.083855909090083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838559090900831, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.083855909090083"
[1] "Starting iterative with newton 0.083855909090083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831710895067916, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0837852120297042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0837852455527344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0837852455527344, diff to last: 0"
[1] "Final threshold is: 0.00618253168274988"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.443418378033781"
[1] "Newton iter: 1, lambda:0.37804672125074, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.379090037393066, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.379090306733144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379090306733162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.379090306733144"
[1] "Starting iterative with newton 0.379090306733144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0947876802879217, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958297876987021, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.095829913818313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958299138183148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.095829913818313"
[1] "Starting iterative with newton 0.095829913818313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0713845323289496, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718718763492013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718718990939387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0718718990939388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0718718990939387"
[1] "Starting iterative with newton 0.0718718990939387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0696129453278831, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0700681521924111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0700681716829486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0700681716829487, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0700681716829486"
[1] "Starting iterative with newton 0.0700681716829486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694809282685212, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0699337927810808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699338120452673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0699338120452673, diff to last: 0"
[1] "Final threshold is: 0.00516043136011588"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0.728634429214115"
[1] "Newton iter: 1, lambda:0.570773760639154, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.578946303132451, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.578969540771504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578969540958888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.578969540958888"
[1] "Starting iterative with newton 0.578969540958888"
[1] "Starting newton at: 0.254274443328575"
[1] "Newton iter: 1, lambda:0.284616949871644, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.284825544569111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284825554405845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284825554405845"
[1] "Starting iterative with newton 0.284825554405845"
[1] "Starting newton at: 0.236435529592029"
[1] "Newton iter: 1, lambda:0.241812336525747, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.24181834483182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241818344839321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241818344839321"
[1] "Starting iterative with newton 0.241818344839321"
[1] "Starting newton at: 0.279442739158553"
[1] "Newton iter: 1, lambda:0.234876751478535, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.23528306390621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235283097770719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23528309777072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235283097770719"
[1] "Starting iterative with newton 0.235283097770719"
[1] "Starting newton at: 0.285977986227154"
[1] "Newton iter: 1, lambda:0.233728813268588, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.234285929330316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23428599287329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234285992873291, diff to last: 0"
[1] "Final threshold is: 0.0172880149029575"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0.319260979754611"
[1] "Newton iter: 1, lambda:0.563365639330887, diff to last: 0.244"
[1] "Newton iter: 2, lambda:0.586463600081708, diff to last: 0.023"
[1] "Newton iter: 3, lambda:0.586661972099091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586661986639681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.586661986639681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586661972099091"
[1] "Starting iterative with newton 0.586661972099091"
[1] "Starting newton at: 0.346253921552978"
[1] "Newton iter: 1, lambda:0.270965214651234, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.272206027329225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272206366598713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272206366598738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272206366598738"
[1] "Starting iterative with newton 0.272206366598738"
[1] "Starting newton at: 0.278634231689033"
[1] "Newton iter: 1, lambda:0.228467808034522, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.228968163888626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228968213797262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228968213797263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228968213797262"
[1] "Starting iterative with newton 0.228968213797262"
[1] "Starting newton at: 0.299396429239845"
[1] "Newton iter: 1, lambda:0.221830273400746, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.22300708914118, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.223007361146128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223007361146143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.223007361146128"
[1] "Starting iterative with newton 0.223007361146128"
[1] "Starting newton at: 0.305357281890979"
[1] "Newton iter: 1, lambda:0.220789232524237, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.222184645332538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.222185026984881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222185026984909, diff to last: 0"
[1] "Final threshold is: 0.0163950819706326"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0.709686527188185"
[1] "Newton iter: 1, lambda:0.707358142811048, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.707360590596139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.707360590598846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707360590598846"
[1] "Starting iterative with newton 0.707360590598846"
[1] "Starting newton at: 0.485885472300766"
[1] "Newton iter: 1, lambda:0.452835353846256, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.453223807734825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453223861718023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453223861718024, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.453223861718023"
[1] "Starting iterative with newton 0.453223861718023"
[1] "Starting newton at: 0.540054827576001"
[1] "Newton iter: 1, lambda:0.391836176851749, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.39892087596014, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.398937471905253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398937471996241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398937471996241"
[1] "Starting iterative with newton 0.398937471996241"
[1] "Starting newton at: 0.481892123047319"
[1] "Newton iter: 1, lambda:0.384279834374313, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.387328201050065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.387331216378814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387331216381763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.387331216381763"
[1] "Starting iterative with newton 0.387331216381763"
[1] "Starting newton at: 0.491515049646611"
[1] "Newton iter: 1, lambda:0.380948071917548, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.384836220057568, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.384841106690563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384841106698279, diff to last: 0"
[1] "Final threshold is: 0.0283975098389061"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 0.882147902130017"
[1] "Newton iter: 1, lambda:0.75189203516334, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.760265804695332, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.760302564473227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760302565179338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760302564473227"
[1] "Starting iterative with newton 0.760302564473227"
[1] "Starting newton at: 0.503459956483496"
[1] "Newton iter: 1, lambda:0.628297579445088, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.635893926356738, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.635921253972986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635921254325851, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.635921253972986"
[1] "Starting iterative with newton 0.635921253972986"
[1] "Starting newton at: 0.527604281187922"
[1] "Newton iter: 1, lambda:0.599396933590965, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.601808096339466, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601810769438424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601810769441707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601810769441707"
[1] "Starting iterative with newton 0.601810769441707"
[1] "Starting newton at: 0.538290244872349"
[1] "Newton iter: 1, lambda:0.590910761352093, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.592189796148375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592190542146555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592190542146809, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592190542146555"
[1] "Starting iterative with newton 0.592190542146555"
[1] "Starting newton at: 0.545518357867573"
[1] "Newton iter: 1, lambda:0.58860250189762, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.589456036927005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589456368349481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589456368349531, diff to last: 0"
[1] "Final threshold is: 0.0434961149648432"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 0.757992122592705"
[1] "Newton iter: 1, lambda:0.786378213122772, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.786811077267505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78681117674807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786811176748075, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78681117674807"
[1] "Starting iterative with newton 0.78681117674807"
[1] "Starting newton at: 0.569655023277"
[1] "Newton iter: 1, lambda:0.643844626180217, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.646572534173354, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.646576147419881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646576147426214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.646576147419881"
[1] "Starting iterative with newton 0.646576147419881"
[1] "Starting newton at: 0.572529135912829"
[1] "Newton iter: 1, lambda:0.606055991671794, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.606589337786585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.606589471547732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60658947154774, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.606589471547732"
[1] "Starting iterative with newton 0.606589471547732"
[1] "Starting newton at: 0.582911867159189"
[1] "Newton iter: 1, lambda:0.594883194382336, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.594950143379382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594950145466456, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.594950143379382"
[1] "Starting iterative with newton 0.594950143379382"
[1] "Starting newton at: 0.586861201790418"
[1] "Newton iter: 1, lambda:0.591532355247671, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.59154249886403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591542498911802, diff to last: 0"
[1] "Final threshold is: 0.0436500509939789"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.09694026912179"
[1] "Newton iter: 1, lambda:1.01089095621518, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.01627887151189, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01630123716456, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01630123754878, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01630123716456"
[1] "Starting iterative with newton 1.01630123716456"
[1] "Starting newton at: 1.11576437038196"
[1] "Newton iter: 1, lambda:0.992662169639242, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.00333379697552, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.0034210789012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00342108470557, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0034210789012"
[1] "Starting iterative with newton 1.0034210789012"
[1] "Starting newton at: 1.11827696972932"
[1] "Newton iter: 1, lambda:0.98548728834635, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.997783288313999, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.997898857015879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99789886715681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.99789886715681, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.997898857015879"
[1] "Starting iterative with newton 0.997898857015879"
[1] "Starting newton at: 1.11760564428808"
[1] "Newton iter: 1, lambda:0.982758431802941, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.995403901265422, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.995525969630376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995525980927109, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995525980927109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995525980927109"
[1] "Starting iterative with newton 0.995525980927109"
[1] "Starting newton at: 1.11910006762115"
[1] "Newton iter: 1, lambda:0.981180297818729, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.994372586403954, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.994505392116757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994505405479696, diff to last: 0"
[1] "Newton iter: 5, lambda:0.994505405479697, diff to last: 0"
[1] "Final threshold is: 0.073384771445917"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.27962941994862"
[1] "Newton iter: 1, lambda:1.14477052610414, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.15967504161049, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.15988028288104, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15988032140417, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15988032140417, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15988032140417"
[1] "Starting iterative with newton 1.15988032140417"
[1] "Starting newton at: 1.2436242081592"
[1] "Newton iter: 1, lambda:1.31860569090987, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.32446806108782, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.32450208001488, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32450208115491, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32450208115491"
[1] "Starting iterative with newton 1.32450208115491"
[1] "Starting newton at: 1.19820256110262"
[1] "Newton iter: 1, lambda:1.37167362867083, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.40620316008194, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.40745243031484, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40745401935971, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40745401936228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40745401936228"
[1] "Starting iterative with newton 1.40745401936228"
[1] "Starting newton at: 1.20283334749986"
[1] "Newton iter: 1, lambda:1.39935385582921, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.44497904756393, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44721426181223, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44721942589426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44721942592177, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44721942589426"
[1] "Starting iterative with newton 1.44721942589426"
[1] "Starting newton at: 1.20863113259448"
[1] "Newton iter: 1, lambda:1.41307793119366, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.4630566535666, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46576740771656, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46577505466664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46577505472734, diff to last: 0"
[1] "Final threshold is: 0.108159863420493"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 0.970590969724746"
[1] "Newton iter: 1, lambda:1.08672016360029, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.09872923360725, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.09885058883235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09885060112988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09885060112988, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09885058883235"
[1] "Starting iterative with newton 1.09885058883235"
[1] "Starting newton at: 1.34782506194442"
[1] "Newton iter: 1, lambda:1.20453833030031, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.22063624968319, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.22086787946202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22086792686683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22086792686683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22086792686683"
[1] "Starting iterative with newton 1.22086792686683"
[1] "Starting newton at: 1.38572617403591"
[1] "Newton iter: 1, lambda:1.26022451661636, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.2730140491185, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.27316343138218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27316345156478, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27316345156477, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27316345156478"
[1] "Starting iterative with newton 1.27316345156478"
[1] "Starting newton at: 1.41359680357702"
[1] "Newton iter: 1, lambda:1.28007527787146, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.29455570426488, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.294749342912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.294749377155, diff to last: 0"
[1] "Newton iter: 5, lambda:1.294749377155, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.294749377155"
[1] "Starting iterative with newton 1.294749377155"
[1] "Starting newton at: 1.43433195875672"
[1] "Newton iter: 1, lambda:1.28541983911546, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.30322326857628, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.30351791040427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30351799000517, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30351799000518, diff to last: 0"
[1] "Final threshold is: 0.0961868789555444"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.44180302371472"
[1] "Newton iter: 1, lambda:1.40935656257175, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.41061304016076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.41061498884939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41061498885407, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41061498885407"
[1] "Starting iterative with newton 1.41061498885407"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300965805183685"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.34456434155927"
[1] "Newton iter: 1, lambda:1.4545173035449, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.47172609028365, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47211838449159, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47211858498023, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47211858498028, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47211858498028"
[1] "Starting iterative with newton 1.47211858498028"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.35281352486306"
[1] "Newton iter: 1, lambda:1.45732847951298, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.47287206226284, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.47319267110014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47319280546031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47319280546033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47319280546033"
[1] "Starting iterative with newton 1.47319280546033"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.24110802195902"
[1] "Newton iter: 1, lambda:1.48940694491694, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.59238990002397, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.6098017414676, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.6102636490477, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61026396792374, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61026396792389, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61026396792374"
[1] "Starting iterative with newton 1.61026396792374"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
threshold is:
[{'ad': 0.008531510029397725, 'da': 0.006182531682749879, 'dd': 0.0051604313601158825}, {'ad': 0.01728801490295752, 'da': 0.016395081970632615, 'dd': 0.028397509838906074}, {'ad': 0.043496114964843166, 'da': 0.04365005099397891, 'dd': 0.07338477144591701}, {'ad': 0.108159863420493, 'da': 0.09618687895554442, 'dd': 0.3009658051836853}, {'ad': 0.32508022374716683, 'da': 0.32508022374716683, 'dd': 0.32508022374716683}]
Number of points in noise estimation: 128
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21269983960926"
[1] "Starting iterative with newton 7.21269983960926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.77907697090135"
[1] "Starting iterative with newton 5.77907697090135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.90390074143655"
[1] "Starting iterative with newton 4.90390074143655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 1.53545520047182"
[1] "Newton iter: 1, lambda:1.35975113832685, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.3352258952368, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33461707466242, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33461669215684, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33461669215669, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33461669215669"
[1] "Starting iterative with newton 1.33461669215669"
[1] "Starting newton at: 1.56747816630712"
[1] "Newton iter: 1, lambda:1.39708876004806, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37584827689787, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.37542530838018, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37542513742556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37542513742553, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37542513742556"
[1] "Starting iterative with newton 1.37542513742556"
[1] "Starting newton at: 1.61184023438611"
[1] "Newton iter: 1, lambda:1.43905879215844, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.41949261730298, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41916303819687, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41916294278573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41916294278572, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41916294278572"
[1] "Starting iterative with newton 1.41916294278572"
[1] "Starting newton at: 1.62860413323635"
[1] "Newton iter: 1, lambda:1.46469461835537, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.44792523207581, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.44769599414576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44769595050393, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44769595050393, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44769595050393"
[1] "Starting iterative with newton 1.44769595050393"
[1] "Starting newton at: 1.67037342999241"
[1] "Newton iter: 1, lambda:1.49666669426291, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.47970241386645, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47948271533558, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4794826777211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47948267772109, diff to last: 0"
[1] "Final threshold is: 0.109171351933715"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 1.54965291105015"
[1] "Newton iter: 1, lambda:1.3274771391709, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.29099836745864, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.28958931279527, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28958714588826, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28958714588314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28958714588314"
[1] "Starting iterative with newton 1.28958714588314"
[1] "Starting newton at: 1.47904611137412"
[1] "Newton iter: 1, lambda:1.27300669567464, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.23580443742238, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.2341714096592, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23416818370438, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23416818369178, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23416818369178"
[1] "Starting iterative with newton 1.23416818369178"
[1] "Starting newton at: 1.46059185032"
[1] "Newton iter: 1, lambda:1.24142766973609, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.19699598257528, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.19449681271856, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.194488694118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19448869403224, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.194488694118"
[1] "Starting iterative with newton 1.194488694118"
[1] "Starting newton at: 1.41926584415228"
[1] "Newton iter: 1, lambda:1.18277745483612, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.12502199622756, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.12020912297969, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.12017476013963, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12017475838661, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.12017475838661"
[1] "Starting iterative with newton 1.12017475838661"
[1] "Starting newton at: 1.3387159977372"
[1] "Newton iter: 1, lambda:1.08881865432269, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.01089445382795, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.00009660809126, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.999883064064606, diff to last: 0"
[1] "Newton iter: 5, lambda:0.999882980699485, diff to last: 0"
[1] "Newton iter: 6, lambda:0.999882980699473, diff to last: 0"
[1] "Final threshold is: 0.0737815848892637"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.15894086727681"
[1] "Newton iter: 1, lambda:1.08351205304268, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.074950575317, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.0748354165568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07483539569966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07483539569966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0748354165568"
[1] "Starting iterative with newton 1.0748354165568"
[1] "Starting newton at: 1.2005604350717"
[1] "Newton iter: 1, lambda:1.15224242351059, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.14912655461216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14911322321141, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14911322296711, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14911322296711"
[1] "Starting iterative with newton 1.14911322296711"
[1] "Starting newton at: 1.28297131893095"
[1] "Newton iter: 1, lambda:1.31047393766957, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.30969558912063, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30969497875245, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30969497875207, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30969497875207"
[1] "Starting iterative with newton 1.30969497875207"
[1] "Starting newton at: 1.58501607637522"
[1] "Newton iter: 1, lambda:1.51966574728016, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5173251696597, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51732173296282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51732173295538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51732173296282"
[1] "Starting iterative with newton 1.51732173296282"
[1] "Starting newton at: 1.77239291340267"
[1] "Newton iter: 1, lambda:1.7119758873384, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.71095336471139, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.71095299815736, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71095299815731, diff to last: 0"
[1] "Final threshold is: 0.126251597748743"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.23292752255485"
[1] "Newton iter: 1, lambda:1.18751865626223, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.18507402828037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1850666660886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18506666602172, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18506666602172"
[1] "Starting iterative with newton 1.18506666602172"
[1] "Starting newton at: 1.68337682313076"
[1] "Newton iter: 1, lambda:1.6925466031253, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.69252381295728, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69252381282275, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69252381282275"
[1] "Starting iterative with newton 1.69252381282275"
[1] "Starting newton at: 2.06141758873867"
[1] "Newton iter: 1, lambda:2.10890295961076, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.10928466794283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10928469946984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10928469946984, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10928469946984"
[1] "Starting iterative with newton 2.10928469946984"
[1] "Starting newton at: 2.34243965923351"
[1] "Newton iter: 1, lambda:2.34407371570602, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34407473058102, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34407473058141, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34407473058141"
[1] "Starting iterative with newton 2.34407473058141"
[1] "Starting newton at: 2.51377051245821"
[1] "Newton iter: 1, lambda:2.46734935911109, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.4683550173841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4683554680462, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46835546804629, diff to last: 0"
[1] "Final threshold is: 0.18214049245556"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 1.24384481638563"
[1] "Newton iter: 1, lambda:1.27848825596102, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.27721218423882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27721049667432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27721049667137, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27721049667137"
[1] "Starting iterative with newton 1.27721049667137"
[1] "Starting newton at: 1.79185226443503"
[1] "Newton iter: 1, lambda:1.81062956336666, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.81057664459773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81057664423997, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81057664459773"
[1] "Starting iterative with newton 1.81057664459773"
[1] "Starting newton at: 2.23171788658891"
[1] "Newton iter: 1, lambda:2.19176628361449, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.19218689262562, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19218693373032, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19218693373032, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19218693373032"
[1] "Starting iterative with newton 2.19218693373032"
[1] "Starting newton at: 2.32323772003285"
[1] "Newton iter: 1, lambda:2.37896053717141, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.37988725878991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37988754567609, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37988754567612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37988754567609"
[1] "Starting iterative with newton 2.37988754567609"
[1] "Starting newton at: 2.48364547328157"
[1] "Newton iter: 1, lambda:2.45959812847816, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.45981673018414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45981674770575, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45981674770575, diff to last: 0"
[1] "Final threshold is: 0.181510417112161"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.50083249002274"
[1] "Newton iter: 1, lambda:1.60684864125006, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.60204481313016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.60203845156022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60203845154877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60203845154877"
[1] "Starting iterative with newton 1.60203845154877"
[1] "Starting newton at: 2.44855760056306"
[1] "Newton iter: 1, lambda:2.39345399222992, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.39573489439631, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39573870288073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39573870289136, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.39573870288073"
[1] "Starting iterative with newton 2.39573870288073"
[1] "Starting newton at: 2.82661425349692"
[1] "Newton iter: 1, lambda:2.87810919997677, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.8807609814771, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.88076794593133, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88076794597933, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88076794593133"
[1] "Starting iterative with newton 2.88076794593133"
[1] "Starting newton at: 3.15853340104769"
[1] "Newton iter: 1, lambda:3.1696756441105, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.16981073850133, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16981075821003, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16981075821003, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16981073850133"
[1] "Starting iterative with newton 3.16981073850133"
[1] "Starting newton at: 3.27208435690152"
[1] "Newton iter: 1, lambda:3.29450730769588, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.29507699981174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.29507736089614, diff to last: 0"
[1] "Newton iter: 4, lambda:3.29507736089628, diff to last: 0"
[1] "Final threshold is: 0.243144482616932"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.6931829585359"
[1] "Newton iter: 1, lambda:1.82037099822589, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81952531621078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81952540976935, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81952540976935, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81952540976935"
[1] "Starting iterative with newton 1.81952540976935"
[1] "Starting newton at: 2.53716816937541"
[1] "Newton iter: 1, lambda:2.64482310748368, diff to last: 0.108"
[1] "Newton iter: 2, lambda:2.6562226497007, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.65635389103665, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65635390841544, diff to last: 0"
[1] "Newton iter: 5, lambda:2.65635390841544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.65635390841544"
[1] "Starting iterative with newton 2.65635390841544"
[1] "Starting newton at: 3.20710745106837"
[1] "Newton iter: 1, lambda:3.15847127463064, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.16116229206995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.16117090285843, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16117090294641, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.16117090285843"
[1] "Starting iterative with newton 3.16117090285843"
[1] "Starting newton at: 3.43347993528783"
[1] "Newton iter: 1, lambda:3.44345039669561, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.44357383422948, diff to last: 0"
[1] "Newton iter: 3, lambda:3.44357385294827, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44357385294827, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44357385294827"
[1] "Starting iterative with newton 3.44357385294827"
[1] "Starting newton at: 3.59143047017357"
[1] "Newton iter: 1, lambda:3.56489372665545, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.56573267082552, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.56573353865647, diff to last: 0"
[1] "Newton iter: 4, lambda:3.5657335386574, diff to last: 0"
[1] "Final threshold is: 0.263116261455819"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.68457946112273"
[1] "Newton iter: 1, lambda:1.81144833098773, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81005126460727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81005144644856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81005144644857, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81005144644857"
[1] "Starting iterative with newton 1.81005144644857"
[1] "Starting newton at: 2.57245400093572"
[1] "Newton iter: 1, lambda:2.6345960913754, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.63834671545342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.63836050377547, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63836050396179, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.63836050377547"
[1] "Starting iterative with newton 2.63836050377547"
[1] "Starting newton at: 3.17116592334666"
[1] "Newton iter: 1, lambda:3.1222457548382, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.12497468416906, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.12498353618229, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12498353627525, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.12498353618229"
[1] "Starting iterative with newton 3.12498353618229"
[1] "Starting newton at: 3.41721106976238"
[1] "Newton iter: 1, lambda:3.41469634342789, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.41470441021287, diff to last: 0"
[1] "Newton iter: 3, lambda:3.4147044102961, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.4147044102961"
[1] "Starting iterative with newton 3.4147044102961"
[1] "Starting newton at: 3.54796041030659"
[1] "Newton iter: 1, lambda:3.57539990717118, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.5764291638085, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.57643056721932, diff to last: 0"
[1] "Newton iter: 4, lambda:3.57643056722193, diff to last: 0"
[1] "Final threshold is: 0.26390559754428"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.91554178572798"
[1] "Newton iter: 1, lambda:2.29388928644495, diff to last: 0.378"
[1] "Newton iter: 2, lambda:2.38476648602383, diff to last: 0.091"
[1] "Newton iter: 3, lambda:2.39499841980393, diff to last: 0.01"
[1] "Newton iter: 4, lambda:2.39513185175876, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39513187442929, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39513187442929, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39513187442929"
[1] "Starting iterative with newton 2.39513187442929"
[1] "Starting newton at: 3.03590633941132"
[1] "Newton iter: 1, lambda:3.22381175358741, diff to last: 0.188"
[1] "Newton iter: 2, lambda:3.28663829802935, diff to last: 0.063"
[1] "Newton iter: 3, lambda:3.29360130022366, diff to last: 0.007"
[1] "Newton iter: 4, lambda:3.29368262394132, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29368263494855, diff to last: 0"
[1] "Newton iter: 6, lambda:3.29368263494855, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29368263494855"
[1] "Starting iterative with newton 3.29368263494855"
[1] "Starting newton at: 3.82309965364199"
[1] "Newton iter: 1, lambda:4.04640806963879, diff to last: 0.223"
[1] "Newton iter: 2, lambda:4.18562589189146, diff to last: 0.139"
[1] "Newton iter: 3, lambda:4.24027354804198, diff to last: 0.055"
[1] "Newton iter: 4, lambda:4.24792110781186, diff to last: 0.008"
[1] "Newton iter: 5, lambda:4.24805824011977, diff to last: 0"
[1] "Newton iter: 6, lambda:4.24805828352267, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24805828352268, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.24805828352268"
[1] "Starting iterative with newton 4.24805828352268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10917135193371513, 'da': 0.07378158488926373, 'dd': 0.1262515977487429}, {'ad': 0.1821404924555603, 'da': 0.1815104171121611, 'dd': 0.24314448261693236}, {'ad': 0.26311626145581873, 'da': 0.26390559754427984, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363615574893849. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21269983960926"
[1] "Starting iterative with newton 7.21269983960926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.77907697090135"
[1] "Starting iterative with newton 5.77907697090135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.90390074143655"
[1] "Starting iterative with newton 4.90390074143655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 1.53545520047182"
[1] "Newton iter: 1, lambda:1.35975113832685, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.3352258952368, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.33461707466242, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33461669215684, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33461669215669, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33461669215669"
[1] "Starting iterative with newton 1.33461669215669"
[1] "Starting newton at: 1.56747816630712"
[1] "Newton iter: 1, lambda:1.39708876004806, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37584827689787, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.37542530838018, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37542513742556, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37542513742553, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37542513742556"
[1] "Starting iterative with newton 1.37542513742556"
[1] "Starting newton at: 1.61184023438611"
[1] "Newton iter: 1, lambda:1.43905879215844, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.41949261730298, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41916303819687, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41916294278573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41916294278572, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41916294278572"
[1] "Starting iterative with newton 1.41916294278572"
[1] "Starting newton at: 1.62860413323635"
[1] "Newton iter: 1, lambda:1.46469461835537, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.44792523207581, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.44769599414576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44769595050393, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44769595050393, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44769595050393"
[1] "Starting iterative with newton 1.44769595050393"
[1] "Starting newton at: 1.67037342999241"
[1] "Newton iter: 1, lambda:1.49666669426291, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.47970241386645, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47948271533558, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4794826777211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47948267772109, diff to last: 0"
[1] "Final threshold is: 0.109171351933715"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 1.54965291105015"
[1] "Newton iter: 1, lambda:1.3274771391709, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.29099836745864, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.28958931279527, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28958714588826, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28958714588314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28958714588314"
[1] "Starting iterative with newton 1.28958714588314"
[1] "Starting newton at: 1.47904611137412"
[1] "Newton iter: 1, lambda:1.27300669567464, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.23580443742238, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.2341714096592, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23416818370438, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23416818369178, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23416818369178"
[1] "Starting iterative with newton 1.23416818369178"
[1] "Starting newton at: 1.46059185032"
[1] "Newton iter: 1, lambda:1.24142766973609, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.19699598257528, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.19449681271856, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.194488694118, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19448869403224, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.194488694118"
[1] "Starting iterative with newton 1.194488694118"
[1] "Starting newton at: 1.41926584415228"
[1] "Newton iter: 1, lambda:1.18277745483612, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.12502199622756, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.12020912297969, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.12017476013963, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12017475838661, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.12017475838661"
[1] "Starting iterative with newton 1.12017475838661"
[1] "Starting newton at: 1.3387159977372"
[1] "Newton iter: 1, lambda:1.08881865432269, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.01089445382795, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.00009660809126, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.999883064064606, diff to last: 0"
[1] "Newton iter: 5, lambda:0.999882980699485, diff to last: 0"
[1] "Newton iter: 6, lambda:0.999882980699473, diff to last: 0"
[1] "Final threshold is: 0.0737815848892637"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.15894086727681"
[1] "Newton iter: 1, lambda:1.08351205304268, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.074950575317, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.0748354165568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07483539569966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07483539569966, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0748354165568"
[1] "Starting iterative with newton 1.0748354165568"
[1] "Starting newton at: 1.2005604350717"
[1] "Newton iter: 1, lambda:1.15224242351059, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.14912655461216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14911322321141, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14911322296711, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14911322296711"
[1] "Starting iterative with newton 1.14911322296711"
[1] "Starting newton at: 1.28297131893095"
[1] "Newton iter: 1, lambda:1.31047393766957, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.30969558912063, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30969497875245, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30969497875207, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30969497875207"
[1] "Starting iterative with newton 1.30969497875207"
[1] "Starting newton at: 1.58501607637522"
[1] "Newton iter: 1, lambda:1.51966574728016, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5173251696597, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51732173296282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51732173295538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.51732173296282"
[1] "Starting iterative with newton 1.51732173296282"
[1] "Starting newton at: 1.77239291340267"
[1] "Newton iter: 1, lambda:1.7119758873384, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.71095336471139, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.71095299815736, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71095299815731, diff to last: 0"
[1] "Final threshold is: 0.126251597748743"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.23292752255485"
[1] "Newton iter: 1, lambda:1.18751865626223, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.18507402828037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1850666660886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18506666602172, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18506666602172"
[1] "Starting iterative with newton 1.18506666602172"
[1] "Starting newton at: 1.68337682313076"
[1] "Newton iter: 1, lambda:1.6925466031253, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.69252381295728, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69252381282275, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69252381282275"
[1] "Starting iterative with newton 1.69252381282275"
[1] "Starting newton at: 2.06141758873867"
[1] "Newton iter: 1, lambda:2.10890295961076, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.10928466794283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10928469946984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10928469946984, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10928469946984"
[1] "Starting iterative with newton 2.10928469946984"
[1] "Starting newton at: 2.34243965923351"
[1] "Newton iter: 1, lambda:2.34407371570602, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34407473058102, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34407473058141, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34407473058141"
[1] "Starting iterative with newton 2.34407473058141"
[1] "Starting newton at: 2.51377051245821"
[1] "Newton iter: 1, lambda:2.46734935911109, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.4683550173841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.4683554680462, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46835546804629, diff to last: 0"
[1] "Final threshold is: 0.18214049245556"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 1.24384481638563"
[1] "Newton iter: 1, lambda:1.27848825596102, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.27721218423882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27721049667432, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27721049667137, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27721049667137"
[1] "Starting iterative with newton 1.27721049667137"
[1] "Starting newton at: 1.79185226443503"
[1] "Newton iter: 1, lambda:1.81062956336666, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.81057664459773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.81057664423997, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81057664459773"
[1] "Starting iterative with newton 1.81057664459773"
[1] "Starting newton at: 2.23171788658891"
[1] "Newton iter: 1, lambda:2.19176628361449, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.19218689262562, diff to last: 0"
[1] "Newton iter: 3, lambda:2.19218693373032, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19218693373032, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.19218693373032"
[1] "Starting iterative with newton 2.19218693373032"
[1] "Starting newton at: 2.32323772003285"
[1] "Newton iter: 1, lambda:2.37896053717141, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.37988725878991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37988754567609, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37988754567612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37988754567609"
[1] "Starting iterative with newton 2.37988754567609"
[1] "Starting newton at: 2.48364547328157"
[1] "Newton iter: 1, lambda:2.45959812847816, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.45981673018414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.45981674770575, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45981674770575, diff to last: 0"
[1] "Final threshold is: 0.181510417112161"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.50083249002274"
[1] "Newton iter: 1, lambda:1.60684864125006, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.60204481313016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.60203845156022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60203845154877, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60203845154877"
[1] "Starting iterative with newton 1.60203845154877"
[1] "Starting newton at: 2.44855760056306"
[1] "Newton iter: 1, lambda:2.39345399222992, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.39573489439631, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39573870288073, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39573870289136, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.39573870288073"
[1] "Starting iterative with newton 2.39573870288073"
[1] "Starting newton at: 2.82661425349692"
[1] "Newton iter: 1, lambda:2.87810919997677, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.8807609814771, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.88076794593133, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88076794597933, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88076794593133"
[1] "Starting iterative with newton 2.88076794593133"
[1] "Starting newton at: 3.15853340104769"
[1] "Newton iter: 1, lambda:3.1696756441105, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.16981073850133, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16981075821003, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16981075821003, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16981073850133"
[1] "Starting iterative with newton 3.16981073850133"
[1] "Starting newton at: 3.27208435690152"
[1] "Newton iter: 1, lambda:3.29450730769588, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.29507699981174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.29507736089614, diff to last: 0"
[1] "Newton iter: 4, lambda:3.29507736089628, diff to last: 0"
[1] "Final threshold is: 0.243144482616932"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.6931829585359"
[1] "Newton iter: 1, lambda:1.82037099822589, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81952531621078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81952540976935, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81952540976935, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81952540976935"
[1] "Starting iterative with newton 1.81952540976935"
[1] "Starting newton at: 2.53716816937541"
[1] "Newton iter: 1, lambda:2.64482310748368, diff to last: 0.108"
[1] "Newton iter: 2, lambda:2.6562226497007, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.65635389103665, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65635390841544, diff to last: 0"
[1] "Newton iter: 5, lambda:2.65635390841544, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.65635390841544"
[1] "Starting iterative with newton 2.65635390841544"
[1] "Starting newton at: 3.20710745106837"
[1] "Newton iter: 1, lambda:3.15847127463064, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.16116229206995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.16117090285843, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16117090294641, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.16117090285843"
[1] "Starting iterative with newton 3.16117090285843"
[1] "Starting newton at: 3.43347993528783"
[1] "Newton iter: 1, lambda:3.44345039669561, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.44357383422948, diff to last: 0"
[1] "Newton iter: 3, lambda:3.44357385294827, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44357385294827, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44357385294827"
[1] "Starting iterative with newton 3.44357385294827"
[1] "Starting newton at: 3.59143047017357"
[1] "Newton iter: 1, lambda:3.56489372665545, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.56573267082552, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.56573353865647, diff to last: 0"
[1] "Newton iter: 4, lambda:3.5657335386574, diff to last: 0"
[1] "Final threshold is: 0.263116261455819"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.68457946112273"
[1] "Newton iter: 1, lambda:1.81144833098773, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.81005126460727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81005144644856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81005144644857, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.81005144644857"
[1] "Starting iterative with newton 1.81005144644857"
[1] "Starting newton at: 2.57245400093572"
[1] "Newton iter: 1, lambda:2.6345960913754, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.63834671545342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.63836050377547, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63836050396179, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.63836050377547"
[1] "Starting iterative with newton 2.63836050377547"
[1] "Starting newton at: 3.17116592334666"
[1] "Newton iter: 1, lambda:3.1222457548382, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.12497468416906, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.12498353618229, diff to last: 0"
[1] "Newton iter: 4, lambda:3.12498353627525, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.12498353618229"
[1] "Starting iterative with newton 3.12498353618229"
[1] "Starting newton at: 3.41721106976238"
[1] "Newton iter: 1, lambda:3.41469634342789, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.41470441021287, diff to last: 0"
[1] "Newton iter: 3, lambda:3.4147044102961, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.4147044102961"
[1] "Starting iterative with newton 3.4147044102961"
[1] "Starting newton at: 3.54796041030659"
[1] "Newton iter: 1, lambda:3.57539990717118, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.5764291638085, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.57643056721932, diff to last: 0"
[1] "Newton iter: 4, lambda:3.57643056722193, diff to last: 0"
[1] "Final threshold is: 0.26390559754428"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.91554178572798"
[1] "Newton iter: 1, lambda:2.29388928644495, diff to last: 0.378"
[1] "Newton iter: 2, lambda:2.38476648602383, diff to last: 0.091"
[1] "Newton iter: 3, lambda:2.39499841980393, diff to last: 0.01"
[1] "Newton iter: 4, lambda:2.39513185175876, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39513187442929, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39513187442929, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39513187442929"
[1] "Starting iterative with newton 2.39513187442929"
[1] "Starting newton at: 3.03590633941132"
[1] "Newton iter: 1, lambda:3.22381175358741, diff to last: 0.188"
[1] "Newton iter: 2, lambda:3.28663829802935, diff to last: 0.063"
[1] "Newton iter: 3, lambda:3.29360130022366, diff to last: 0.007"
[1] "Newton iter: 4, lambda:3.29368262394132, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29368263494855, diff to last: 0"
[1] "Newton iter: 6, lambda:3.29368263494855, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29368263494855"
[1] "Starting iterative with newton 3.29368263494855"
[1] "Starting newton at: 3.82309965364199"
[1] "Newton iter: 1, lambda:4.04640806963879, diff to last: 0.223"
[1] "Newton iter: 2, lambda:4.18562589189146, diff to last: 0.139"
[1] "Newton iter: 3, lambda:4.24027354804198, diff to last: 0.055"
[1] "Newton iter: 4, lambda:4.24792110781186, diff to last: 0.008"
[1] "Newton iter: 5, lambda:4.24805824011977, diff to last: 0"
[1] "Newton iter: 6, lambda:4.24805828352267, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24805828352268, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.24805828352268"
[1] "Starting iterative with newton 4.24805828352268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10917135193371513, 'da': 0.07378158488926373, 'dd': 0.1262515977487429}, {'ad': 0.1821404924555603, 'da': 0.1815104171121611, 'dd': 0.24314448261693236}, {'ad': 0.26311626145581873, 'da': 0.26390559754427984, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.363615574893849. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07379021976916687
0.07379021976916687
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0993874350998965"
[1] "Newton iter: 1, lambda:0.28107100450327, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.287010975768525, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.287017222494621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287017222501524, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.287017222501524"
[1] "Starting iterative with newton 0.287017222501524"
[1] "Starting newton at: 0.142129655731845"
[1] "Newton iter: 1, lambda:0.12881192989389, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.128831541724678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128831541767223, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128831541767223"
[1] "Starting iterative with newton 0.128831541767223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115233793858078, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116633405696393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116633611956288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116633611956293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116633611956288"
[1] "Starting iterative with newton 0.116633611956288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114319115112728, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115691027935609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115691225320009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115691225320013, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115691225320013"
[1] "Starting iterative with newton 0.115691225320013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114248455473889, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115618242372303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115618439084285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115618439084289, diff to last: 0"
[1] "Final threshold is: 0.00853151002939772"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.351598625827918"
[1] "Newton iter: 1, lambda:0.350829065059328, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.350829194680314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350829194680318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350829194680314"
[1] "Starting iterative with newton 0.350829194680314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100763773828558, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101817003108386, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101817118313749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10181711831375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10181711831375"
[1] "Starting iterative with newton 0.10181711831375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843115039082218, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0849493879962913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0849494245538915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0849494245538916, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0849494245538915"
[1] "Starting iterative with newton 0.0849494245538915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832403275523577, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838558753892186, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.083855909090083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838559090900831, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.083855909090083"
[1] "Starting iterative with newton 0.083855909090083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831710895067916, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0837852120297042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0837852455527344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0837852455527344, diff to last: 0"
[1] "Final threshold is: 0.00618253168274988"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.443418378033781"
[1] "Newton iter: 1, lambda:0.37804672125074, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.379090037393066, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.379090306733144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379090306733162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.379090306733144"
[1] "Starting iterative with newton 0.379090306733144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0947876802879217, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958297876987021, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.095829913818313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958299138183148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.095829913818313"
[1] "Starting iterative with newton 0.095829913818313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0713845323289496, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718718763492013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718718990939387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0718718990939388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0718718990939387"
[1] "Starting iterative with newton 0.0718718990939387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0696129453278831, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0700681521924111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0700681716829486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0700681716829487, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0700681716829486"
[1] "Starting iterative with newton 0.0700681716829486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694809282685212, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0699337927810808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699338120452673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0699338120452673, diff to last: 0"
[1] "Final threshold is: 0.00516043136011588"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.98133642449755"
[1] "Starting iterative with newton 2.98133642449755"
[1] "Starting newton at: 0.728634429214115"
[1] "Newton iter: 1, lambda:0.570773760639154, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.578946303132451, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.578969540771504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578969540958888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.578969540958888"
[1] "Starting iterative with newton 0.578969540958888"
[1] "Starting newton at: 0.254274443328575"
[1] "Newton iter: 1, lambda:0.284616949871644, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.284825544569111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284825554405845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284825554405845"
[1] "Starting iterative with newton 0.284825554405845"
[1] "Starting newton at: 0.236435529592029"
[1] "Newton iter: 1, lambda:0.241812336525747, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.24181834483182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241818344839321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241818344839321"
[1] "Starting iterative with newton 0.241818344839321"
[1] "Starting newton at: 0.279442739158553"
[1] "Newton iter: 1, lambda:0.234876751478535, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.23528306390621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235283097770719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23528309777072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235283097770719"
[1] "Starting iterative with newton 0.235283097770719"
[1] "Starting newton at: 0.285977986227154"
[1] "Newton iter: 1, lambda:0.233728813268588, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.234285929330316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23428599287329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234285992873291, diff to last: 0"
[1] "Final threshold is: 0.0172880149029575"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.18047958570789"
[1] "Starting iterative with newton 3.18047958570789"
[1] "Starting newton at: 0.319260979754611"
[1] "Newton iter: 1, lambda:0.563365639330887, diff to last: 0.244"
[1] "Newton iter: 2, lambda:0.586463600081708, diff to last: 0.023"
[1] "Newton iter: 3, lambda:0.586661972099091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586661986639681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.586661986639681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586661972099091"
[1] "Starting iterative with newton 0.586661972099091"
[1] "Starting newton at: 0.346253921552978"
[1] "Newton iter: 1, lambda:0.270965214651234, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.272206027329225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272206366598713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272206366598738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272206366598738"
[1] "Starting iterative with newton 0.272206366598738"
[1] "Starting newton at: 0.278634231689033"
[1] "Newton iter: 1, lambda:0.228467808034522, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.228968163888626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228968213797262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228968213797263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228968213797262"
[1] "Starting iterative with newton 0.228968213797262"
[1] "Starting newton at: 0.299396429239845"
[1] "Newton iter: 1, lambda:0.221830273400746, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.22300708914118, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.223007361146128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223007361146143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.223007361146128"
[1] "Starting iterative with newton 0.223007361146128"
[1] "Starting newton at: 0.305357281890979"
[1] "Newton iter: 1, lambda:0.220789232524237, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.222184645332538, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.222185026984881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222185026984909, diff to last: 0"
[1] "Final threshold is: 0.0163950819706326"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.98266672186639"
[1] "Starting iterative with newton 1.98266672186639"
[1] "Starting newton at: 0.709686527188185"
[1] "Newton iter: 1, lambda:0.707358142811048, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.707360590596139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.707360590598846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.707360590598846"
[1] "Starting iterative with newton 0.707360590598846"
[1] "Starting newton at: 0.485885472300766"
[1] "Newton iter: 1, lambda:0.452835353846256, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.453223807734825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453223861718023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453223861718024, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.453223861718023"
[1] "Starting iterative with newton 0.453223861718023"
[1] "Starting newton at: 0.540054827576001"
[1] "Newton iter: 1, lambda:0.391836176851749, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.39892087596014, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.398937471905253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398937471996241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398937471996241"
[1] "Starting iterative with newton 0.398937471996241"
[1] "Starting newton at: 0.481892123047319"
[1] "Newton iter: 1, lambda:0.384279834374313, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.387328201050065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.387331216378814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387331216381763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.387331216381763"
[1] "Starting iterative with newton 0.387331216381763"
[1] "Starting newton at: 0.491515049646611"
[1] "Newton iter: 1, lambda:0.380948071917548, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.384836220057568, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.384841106690563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384841106698279, diff to last: 0"
[1] "Final threshold is: 0.0283975098389061"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26397953566843"
[1] "Starting iterative with newton 1.26397953566843"
[1] "Starting newton at: 0.882147902130017"
[1] "Newton iter: 1, lambda:0.75189203516334, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.760265804695332, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.760302564473227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760302565179338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760302564473227"
[1] "Starting iterative with newton 0.760302564473227"
[1] "Starting newton at: 0.503459956483496"
[1] "Newton iter: 1, lambda:0.628297579445088, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.635893926356738, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.635921253972986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635921254325851, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.635921253972986"
[1] "Starting iterative with newton 0.635921253972986"
[1] "Starting newton at: 0.527604281187922"
[1] "Newton iter: 1, lambda:0.599396933590965, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.601808096339466, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601810769438424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601810769441707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601810769441707"
[1] "Starting iterative with newton 0.601810769441707"
[1] "Starting newton at: 0.538290244872349"
[1] "Newton iter: 1, lambda:0.590910761352093, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.592189796148375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592190542146555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592190542146809, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592190542146555"
[1] "Starting iterative with newton 0.592190542146555"
[1] "Starting newton at: 0.545518357867573"
[1] "Newton iter: 1, lambda:0.58860250189762, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.589456036927005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589456368349481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589456368349531, diff to last: 0"
[1] "Final threshold is: 0.0434961149648432"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.33133434510201"
[1] "Starting iterative with newton 1.33133434510201"
[1] "Starting newton at: 0.757992122592705"
[1] "Newton iter: 1, lambda:0.786378213122772, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.786811077267505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.78681117674807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786811176748075, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78681117674807"
[1] "Starting iterative with newton 0.78681117674807"
[1] "Starting newton at: 0.569655023277"
[1] "Newton iter: 1, lambda:0.643844626180217, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.646572534173354, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.646576147419881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646576147426214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.646576147419881"
[1] "Starting iterative with newton 0.646576147419881"
[1] "Starting newton at: 0.572529135912829"
[1] "Newton iter: 1, lambda:0.606055991671794, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.606589337786585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.606589471547732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60658947154774, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.606589471547732"
[1] "Starting iterative with newton 0.606589471547732"
[1] "Starting newton at: 0.582911867159189"
[1] "Newton iter: 1, lambda:0.594883194382336, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.594950143379382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594950145466456, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.594950143379382"
[1] "Starting iterative with newton 0.594950143379382"
[1] "Starting newton at: 0.586861201790418"
[1] "Newton iter: 1, lambda:0.591532355247671, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.59154249886403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591542498911802, diff to last: 0"
[1] "Final threshold is: 0.0436500509939789"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.04650510429606"
[1] "Starting iterative with newton 1.04650510429606"
[1] "Starting newton at: 1.09694026912179"
[1] "Newton iter: 1, lambda:1.01089095621518, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.01627887151189, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.01630123716456, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01630123754878, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01630123716456"
[1] "Starting iterative with newton 1.01630123716456"
[1] "Starting newton at: 1.11576437038196"
[1] "Newton iter: 1, lambda:0.992662169639242, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.00333379697552, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.0034210789012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00342108470557, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0034210789012"
[1] "Starting iterative with newton 1.0034210789012"
[1] "Starting newton at: 1.11827696972932"
[1] "Newton iter: 1, lambda:0.98548728834635, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.997783288313999, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.997898857015879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99789886715681, diff to last: 0"
[1] "Newton iter: 5, lambda:0.99789886715681, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.997898857015879"
[1] "Starting iterative with newton 0.997898857015879"
[1] "Starting newton at: 1.11760564428808"
[1] "Newton iter: 1, lambda:0.982758431802941, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.995403901265422, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.995525969630376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995525980927109, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995525980927109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995525980927109"
[1] "Starting iterative with newton 0.995525980927109"
[1] "Starting newton at: 1.11910006762115"
[1] "Newton iter: 1, lambda:0.981180297818729, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.994372586403954, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.994505392116757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994505405479696, diff to last: 0"
[1] "Newton iter: 5, lambda:0.994505405479697, diff to last: 0"
[1] "Final threshold is: 0.073384771445917"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.858481027092891"
[1] "Starting iterative with newton 0.858481027092891"
[1] "Starting newton at: 1.27962941994862"
[1] "Newton iter: 1, lambda:1.14477052610414, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.15967504161049, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.15988028288104, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15988032140417, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15988032140417, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15988032140417"
[1] "Starting iterative with newton 1.15988032140417"
[1] "Starting newton at: 1.2436242081592"
[1] "Newton iter: 1, lambda:1.31860569090987, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.32446806108782, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.32450208001488, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32450208115491, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32450208115491"
[1] "Starting iterative with newton 1.32450208115491"
[1] "Starting newton at: 1.19820256110262"
[1] "Newton iter: 1, lambda:1.37167362867083, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.40620316008194, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.40745243031484, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40745401935971, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40745401936228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40745401936228"
[1] "Starting iterative with newton 1.40745401936228"
[1] "Starting newton at: 1.20283334749986"
[1] "Newton iter: 1, lambda:1.39935385582921, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.44497904756393, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44721426181223, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44721942589426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44721942592177, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44721942589426"
[1] "Starting iterative with newton 1.44721942589426"
[1] "Starting newton at: 1.20863113259448"
[1] "Newton iter: 1, lambda:1.41307793119366, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.4630566535666, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.46576740771656, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46577505466664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46577505472734, diff to last: 0"
[1] "Final threshold is: 0.108159863420493"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.836118488570028"
[1] "Starting iterative with newton 0.836118488570028"
[1] "Starting newton at: 0.970590969724746"
[1] "Newton iter: 1, lambda:1.08672016360029, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.09872923360725, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.09885058883235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09885060112988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09885060112988, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09885058883235"
[1] "Starting iterative with newton 1.09885058883235"
[1] "Starting newton at: 1.34782506194442"
[1] "Newton iter: 1, lambda:1.20453833030031, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.22063624968319, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.22086787946202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22086792686683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22086792686683, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22086792686683"
[1] "Starting iterative with newton 1.22086792686683"
[1] "Starting newton at: 1.38572617403591"
[1] "Newton iter: 1, lambda:1.26022451661636, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.2730140491185, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.27316343138218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27316345156478, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27316345156477, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27316345156478"
[1] "Starting iterative with newton 1.27316345156478"
[1] "Starting newton at: 1.41359680357702"
[1] "Newton iter: 1, lambda:1.28007527787146, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.29455570426488, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.294749342912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.294749377155, diff to last: 0"
[1] "Newton iter: 5, lambda:1.294749377155, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.294749377155"
[1] "Starting iterative with newton 1.294749377155"
[1] "Starting newton at: 1.43433195875672"
[1] "Newton iter: 1, lambda:1.28541983911546, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.30322326857628, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.30351791040427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30351799000517, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30351799000518, diff to last: 0"
[1] "Final threshold is: 0.0961868789555444"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.717484063295722"
[1] "Starting iterative with newton 0.717484063295722"
[1] "Starting newton at: 1.44180302371472"
[1] "Newton iter: 1, lambda:1.40935656257175, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.41061304016076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.41061498884939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41061498885407, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41061498885407"
[1] "Starting iterative with newton 1.41061498885407"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300965805183685"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.691773793298156"
[1] "Starting iterative with newton 0.691773793298156"
[1] "Starting newton at: 1.34456434155927"
[1] "Newton iter: 1, lambda:1.4545173035449, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.47172609028365, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.47211838449159, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47211858498023, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47211858498028, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47211858498028"
[1] "Starting iterative with newton 1.47211858498028"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.696271672380508"
[1] "Starting iterative with newton 0.696271672380508"
[1] "Starting newton at: 1.35281352486306"
[1] "Newton iter: 1, lambda:1.45732847951298, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.47287206226284, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.47319267110014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47319280546031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47319280546033, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47319280546033"
[1] "Starting iterative with newton 1.47319280546033"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737902197691669"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674433763768967"
[1] "Starting iterative with newton 0.674433763768967"
[1] "Starting newton at: 1.24110802195902"
[1] "Newton iter: 1, lambda:1.48940694491694, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.59238990002397, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.6098017414676, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.6102636490477, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61026396792374, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61026396792389, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61026396792374"
[1] "Starting iterative with newton 1.61026396792374"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.325080223747167"
threshold is:
[{'ad': 0.008531510029397725, 'da': 0.006182531682749879, 'dd': 0.0051604313601158825}, {'ad': 0.01728801490295752, 'da': 0.016395081970632615, 'dd': 0.028397509838906074}, {'ad': 0.043496114964843166, 'da': 0.04365005099397891, 'dd': 0.07338477144591701}, {'ad': 0.108159863420493, 'da': 0.09618687895554442, 'dd': 0.3009658051836853}, {'ad': 0.32508022374716683, 'da': 0.32508022374716683, 'dd': 0.32508022374716683}]
Number of points in noise estimation: 128
Estimated noise: 0.07379021976916687
0.07379021976916687
threshold is:
[{'ad': 0.0074674912942498395, 'da': 3.815851608102161e-05, 'dd': 0.0013857061013160255}, {'ad': 0.011433772507408069, 'da': 0.013146710006419279, 'dd': 0.03759512676942817}, {'ad': 0.040691862259629286, 'da': 0.04784249822235667, 'dd': 0.05317021942853295}, {'ad': 0.08663978603580985, 'da': 0.07091383687343748, 'dd': 0.3009658051836853}, {'ad': 0.32508022374716683, 'da': 0.32508022374716683, 'dd': 0.32508022374716683}]
['stjerten256', 0.075, 3, 0.005304220792469492, 0.0011772360803477123, 0.0011201968694029328, 0.003268365997530229, 0.001204636696300681, 0.0013619496696516005, 0.001204636696300681, 0.0013619496696516005, 22.75378406368858, 29.291364359575844, 29.507056453817317, 24.8566931633557, 29.1914391124833, 28.658389413193113, 29.1914391124833, 28.658389413193113]
stjerten256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.151789497233374"
[1] "Newton iter: 1, lambda:0.274369342434093, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.277031874613642, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.277033115058654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277033115058923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277033115058654"
[1] "Starting iterative with newton 0.277033115058654"
[1] "Starting newton at: 0.204618686000374"
[1] "Newton iter: 1, lambda:0.130662932513153, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.131189553223102, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131189579986674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131189579986674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131189579986674"
[1] "Starting iterative with newton 0.131189579986674"
[1] "Starting newton at: 0.0724241493559131"
[1] "Newton iter: 1, lambda:0.122159441246956, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.122391189294543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.122391194320918, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122391189294543"
[1] "Starting iterative with newton 0.122391189294543"
[1] "Starting newton at: 0.0812225400480442"
[1] "Newton iter: 1, lambda:0.121670411526852, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121823411100234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121823413287414, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121823413287414"
[1] "Starting iterative with newton 0.121823413287414"
[1] "Starting newton at: 0.0817903160551727"
[1] "Newton iter: 1, lambda:0.121638141623412, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121786617994397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12178662005395, diff to last: 0"
[1] "Final threshold is: 0.00885543605222535"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.410522753558541"
[1] "Newton iter: 1, lambda:0.326856097929253, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.328297751728201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328298186515777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328298186515816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328298186515777"
[1] "Starting iterative with newton 0.328298186515777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114480392248437, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115806234293991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115806411955762, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115806411955765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115806411955765"
[1] "Starting iterative with newton 0.115806411955765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0974930296188735, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0984038679261015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0984039473617998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0984039473618004, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0984039473617998"
[1] "Starting iterative with newton 0.0984039473617998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960743617549338, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969546915063503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09695476535993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969547653599306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.09695476535993"
[1] "Starting iterative with newton 0.09695476535993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959561489607244, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096833963178003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096834036580972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968340365809725, diff to last: 0"
[1] "Final threshold is: 0.00704106590889696"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.298418008917047"
[1] "Newton iter: 1, lambda:0.340946233118011, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.341362015484117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.341362054999744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341362054999744, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341362054999744"
[1] "Starting iterative with newton 0.341362054999744"
[1] "Starting newton at: 0.106417971688393"
[1] "Newton iter: 1, lambda:0.147278384919237, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.147473739864134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147473744323699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147473744323699"
[1] "Starting iterative with newton 0.147473744323699"
[1] "Starting newton at: 0.0466609291737045"
[1] "Newton iter: 1, lambda:0.130686794720035, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.131479530663237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131479601087623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131479601087624, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.131479601087623"
[1] "Starting iterative with newton 0.131479601087623"
[1] "Starting newton at: 0.062655072409781"
[1] "Newton iter: 1, lambda:0.129611731451255, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.130113167148129, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130113195224723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130113195224723, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130113195224723"
[1] "Starting iterative with newton 0.130113195224723"
[1] "Starting newton at: 0.0640214782726811"
[1] "Newton iter: 1, lambda:0.129516364185042, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.129995984923732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129996010602667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129996010602667, diff to last: 0"
[1] "Final threshold is: 0.0094523631448707"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0.737433628700938"
[1] "Newton iter: 1, lambda:0.563575579693844, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.573448832266048, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.573482718303336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57348271870132, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573482718303336"
[1] "Starting iterative with newton 0.573482718303336"
[1] "Starting newton at: 0.425370970307621"
[1] "Newton iter: 1, lambda:0.293099177908808, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.297000766795528, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297004219322154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297004219324857, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297004219322154"
[1] "Starting iterative with newton 0.297004219322154"
[1] "Starting newton at: 0.259540986410509"
[1] "Newton iter: 1, lambda:0.257637279863521, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.257638049395499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.257638049395625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.257638049395499"
[1] "Starting iterative with newton 0.257638049395499"
[1] "Starting newton at: 0.240842520675809"
[1] "Newton iter: 1, lambda:0.251769998109227, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.251795125428918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251795125561674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.251795125428918"
[1] "Starting iterative with newton 0.251795125428918"
[1] "Starting newton at: 0.24668544464239"
[1] "Newton iter: 1, lambda:0.250919101053598, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.250922865303658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250922865306633, diff to last: 0"
[1] "Final threshold is: 0.0182452833222021"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0.612280482858487"
[1] "Newton iter: 1, lambda:0.59297647128822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.593110125118458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.593110131564302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593110125118458"
[1] "Starting iterative with newton 0.593110125118458"
[1] "Starting newton at: 0.324423550028107"
[1] "Newton iter: 1, lambda:0.264270930273997, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.265081161598768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265081309191804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265081309191809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.265081309191804"
[1] "Starting iterative with newton 0.265081309191804"
[1] "Starting newton at: 0.387383792360862"
[1] "Newton iter: 1, lambda:0.211042842290778, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.217185925944408, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217193448898986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217193448910266, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.217193448910266"
[1] "Starting iterative with newton 0.217193448910266"
[1] "Starting newton at: 0.388942906353327"
[1] "Newton iter: 1, lambda:0.2037251217644, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.210375808126683, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.210384458967642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210384458982276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210384458982276"
[1] "Starting iterative with newton 0.210384458982276"
[1] "Starting newton at: 0.392922306961429"
[1] "Newton iter: 1, lambda:0.202393218398066, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.209409936441163, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.209419539376074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209419539394057, diff to last: 0"
[1] "Final threshold is: 0.015227463724749"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0.720630932275724"
[1] "Newton iter: 1, lambda:0.666008394530258, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.667290077412654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.667290797140459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.667290797140685, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.667290797140459"
[1] "Starting iterative with newton 0.667290797140459"
[1] "Starting newton at: 0.539178863886"
[1] "Newton iter: 1, lambda:0.432637776098871, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.436332862365824, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.436337398085608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436337398092438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.436337398092438"
[1] "Starting iterative with newton 0.436337398092438"
[1] "Starting newton at: 0.337781321647495"
[1] "Newton iter: 1, lambda:0.393041370278833, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.393995141902623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.393995424298298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393995424298323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.393995424298298"
[1] "Starting iterative with newton 0.393995424298298"
[1] "Starting newton at: 0.302761663063908"
[1] "Newton iter: 1, lambda:0.383968431328781, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.386006276656751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.38600754979624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386007549796737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.38600754979624"
[1] "Starting iterative with newton 0.38600754979624"
[1] "Starting newton at: 0.304120356521179"
[1] "Newton iter: 1, lambda:0.382590390909374, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.384488104341486, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.384489205750935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384489205751306, diff to last: 0"
[1] "Final threshold is: 0.0279572548510668"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 0.862141242767699"
[1] "Newton iter: 1, lambda:0.766035772329009, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.770803146872257, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770815399059471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770815399140245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770815399059471"
[1] "Starting iterative with newton 0.770815399059471"
[1] "Starting newton at: 0.575264047851492"
[1] "Newton iter: 1, lambda:0.63219579082645, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.63376173916268, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63376290658455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633762906585199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63376290658455"
[1] "Starting iterative with newton 0.63376290658455"
[1] "Starting newton at: 0.587468613583624"
[1] "Newton iter: 1, lambda:0.596501519120924, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.596539095883845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596539096532604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596539095883845"
[1] "Starting iterative with newton 0.596539095883845"
[1] "Starting newton at: 0.59563313593683"
[1] "Newton iter: 1, lambda:0.586158300071416, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.586199042645303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586199043400536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.586199042645303"
[1] "Starting iterative with newton 0.586199042645303"
[1] "Starting newton at: 0.603398899504256"
[1] "Newton iter: 1, lambda:0.58312459308537, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.583310099704539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583310115318949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583310115318949, diff to last: 0"
[1] "Final threshold is: 0.0424140634047888"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 0.783263534687697"
[1] "Newton iter: 1, lambda:0.790848551673927, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.790879904318928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.790879904852915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.790879904852915"
[1] "Starting iterative with newton 0.790879904852915"
[1] "Starting newton at: 0.590036686161208"
[1] "Newton iter: 1, lambda:0.632986665509535, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.633889997189081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.633890392055485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63389039205556, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633890392055485"
[1] "Starting iterative with newton 0.633890392055485"
[1] "Starting newton at: 0.642827078579597"
[1] "Newton iter: 1, lambda:0.58657476713048, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.588022860127121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588023835841577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58802383584202, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.588023835841577"
[1] "Starting iterative with newton 0.588023835841577"
[1] "Starting newton at: 0.663676516343482"
[1] "Newton iter: 1, lambda:0.570510939822374, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.574391840461834, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.574398766732831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574398766754871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574398766754871"
[1] "Starting iterative with newton 0.574398766754871"
[1] "Starting newton at: 0.651677615932113"
[1] "Newton iter: 1, lambda:0.56713800371977, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.570331290295214, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.570335961239117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570335961249103, diff to last: 0"
[1] "Final threshold is: 0.0414706774093914"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 0.84033086980584"
[1] "Newton iter: 1, lambda:0.979684444957421, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.995094239978478, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.995272945450593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995272969288438, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995272969288439, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995272969288438"
[1] "Starting iterative with newton 0.995272969288438"
[1] "Starting newton at: 0.841875001070694"
[1] "Newton iter: 1, lambda:0.972013620166182, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.985312320990521, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.985444366132808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985444379060067, diff to last: 0"
[1] "Newton iter: 5, lambda:0.985444379060067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.985444366132808"
[1] "Starting iterative with newton 0.985444366132808"
[1] "Starting newton at: 0.850605418540746"
[1] "Newton iter: 1, lambda:0.970204091496948, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.981362011230674, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.981454606299203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981454612638569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.981454606299203"
[1] "Starting iterative with newton 0.981454606299203"
[1] "Starting newton at: 0.851744308095226"
[1] "Newton iter: 1, lambda:0.969036954704131, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.979746975480814, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.979832170613358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979832175974009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.979832170613358"
[1] "Starting iterative with newton 0.979832170613358"
[1] "Starting newton at: 0.853366743781071"
[1] "Newton iter: 1, lambda:0.968741871973187, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979092421543643, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97917194255847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97917194722673, diff to last: 0"
[1] "Final threshold is: 0.0711982524649971"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.29690316072987"
[1] "Newton iter: 1, lambda:1.11719184585865, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.14209025189685, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.14265328416032, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1426535674078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14265356740787, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1426535674078"
[1] "Starting iterative with newton 1.1426535674078"
[1] "Starting newton at: 1.24737984902545"
[1] "Newton iter: 1, lambda:1.29464659451236, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.29686534255513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.29687006596548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29687006598684, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29687006598684"
[1] "Starting iterative with newton 1.29687006598684"
[1] "Starting newton at: 1.27103434473939"
[1] "Newton iter: 1, lambda:1.36237823518614, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37121124394284, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37128877760751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37128878353668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37128877760751"
[1] "Starting iterative with newton 1.37128877760751"
[1] "Starting newton at: 1.26451304509532"
[1] "Newton iter: 1, lambda:1.38842195390084, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.40527754547021, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.40556553477991, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40556561764056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40556561764057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40556561764056"
[1] "Starting iterative with newton 1.40556561764056"
[1] "Starting newton at: 1.29777230980281"
[1] "Newton iter: 1, lambda:1.40760145980387, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.42081574836596, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.42099320191483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42099323354733, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42099323354733, diff to last: 0"
[1] "Final threshold is: 0.103324279011512"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.00329922117207"
[1] "Newton iter: 1, lambda:1.08067261501529, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.08588635152501, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.08590907476733, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08590907519754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08590907476733"
[1] "Starting iterative with newton 1.08590907476733"
[1] "Starting newton at: 1.00250111934882"
[1] "Newton iter: 1, lambda:1.16872585726992, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.19548208455784, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.19612564555129, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19612601113927, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19612601113939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19612601113927"
[1] "Starting iterative with newton 1.19612601113927"
[1] "Starting newton at: 1.43211189031937"
[1] "Newton iter: 1, lambda:1.20609904716201, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.24382254955446, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.24514392977792, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24514550876795, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24514550877021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.24514550877021"
[1] "Starting iterative with newton 1.24514550877021"
[1] "Starting newton at: 1.42072047235127"
[1] "Newton iter: 1, lambda:1.24058333368206, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.26581616149408, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.26640824035556, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26640856034854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26640856034864, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26640856034854"
[1] "Starting iterative with newton 1.26640856034854"
[1] "Starting newton at: 1.40787181300675"
[1] "Newton iter: 1, lambda:1.25694012266286, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.27521620467794, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2755265513229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27552663958857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27552663958857, diff to last: 0"
[1] "Final threshold is: 0.0927470077154848"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.41969409709883"
[1] "Newton iter: 1, lambda:1.41871100182222, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.41871220793215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41871220793396, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41871220793215"
[1] "Starting iterative with newton 1.41871220793215"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.296571029625586"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.35871456476864"
[1] "Newton iter: 1, lambda:1.46081601416663, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.47564180346657, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47593338233921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47593349349494, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47593349349496, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47593349349494"
[1] "Starting iterative with newton 1.47593349349494"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.22614831694855, diff to last: 0.179"
[1] "Newton iter: 2, lambda:4.28225254257571, diff to last: 0.056"
[1] "Newton iter: 3, lambda:4.29518608824387, diff to last: 0.013"
[1] "Newton iter: 4, lambda:4.29579615292946, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29579745659455, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29579745659316, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.29579615292946"
[1] "Starting iterative with newton 4.29579615292946"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.19475003233652, diff to last: 1.211"
[1] "Newton iter: 2, lambda:3.44769961724862, diff to last: 0.253"
[1] "Newton iter: 3, lambda:3.67335278936242, diff to last: 0.226"
[1] "Newton iter: 4, lambda:3.86725443915902, diff to last: 0.194"
[1] "Newton iter: 5, lambda:4.02057963028838, diff to last: 0.153"
[1] "Newton iter: 6, lambda:4.12101892060275, diff to last: 0.1"
[1] "Newton iter: 7, lambda:4.16346313103656, diff to last: 0.042"
[1] "Newton iter: 8, lambda:4.17026915911465, diff to last: 0.007"
[1] "Newton iter: 9, lambda:4.17042723795909, diff to last: 0"
[1] "Newton iter: 10, lambda:4.17042732146049, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.17042732146049"
[1] "Starting iterative with newton 4.17042732146049"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.35921431534954"
[1] "Newton iter: 1, lambda:1.44994702886336, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.46155963515891, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.4617380145232, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46173805613908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46173805613908, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46173805613908"
[1] "Starting iterative with newton 1.46173805613908"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.23310985272926"
[1] "Newton iter: 1, lambda:1.47820081311217, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.57742252071166, diff to last: 0.099"
[1] "Newton iter: 3, lambda:1.59332886853156, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59370880011905, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59370901312942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59370901312949, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59370901312942"
[1] "Starting iterative with newton 1.59370901312942"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
threshold is:
[{'ad': 0.008855436052225349, 'da': 0.007041065908896956, 'dd': 0.009452363144870702}, {'ad': 0.018245283322202148, 'da': 0.01522746372474901, 'dd': 0.02795725485106684}, {'ad': 0.04241406340478877, 'da': 0.04147067740939145, 'dd': 0.07119825246499714}, {'ad': 0.10332427901151217, 'da': 0.09274700771548476, 'dd': 0.29657102962558585}, {'ad': 0.32033332361054295, 'da': 0.32033332361054295, 'dd': 0.32033332361054295}]
Number of points in noise estimation: 128
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.06465761000507"
[1] "Starting iterative with newton 7.06465761000507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84131801452152"
[1] "Starting iterative with newton 5.84131801452152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.41187329382615"
[1] "Starting iterative with newton 5.41187329382615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 1.51502666169194"
[1] "Newton iter: 1, lambda:1.34713532757577, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.32303467518044, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.32242058485786, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32242017946703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32242017946685, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32242017946685"
[1] "Starting iterative with newton 1.32242017946685"
[1] "Starting newton at: 1.51857065268704"
[1] "Newton iter: 1, lambda:1.35648818267649, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.33430912294837, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.33379922448302, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33379895066799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33379895066791, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33379895066791"
[1] "Starting iterative with newton 1.33379895066791"
[1] "Starting newton at: 1.53949181067652"
[1] "Newton iter: 1, lambda:1.37761380863586, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.35654000192581, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.35609822404068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35609802669848, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35609802669844, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35609802669844"
[1] "Starting iterative with newton 1.35609802669844"
[1] "Starting newton at: 1.56704669023704"
[1] "Newton iter: 1, lambda:1.39678841597505, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37480953677852, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.37434583143036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3743456212206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37434562122056, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3743456212206"
[1] "Starting iterative with newton 1.3743456212206"
[1] "Starting newton at: 1.57867761482871"
[1] "Newton iter: 1, lambda:1.41291041981923, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.39271508347611, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.39233626595395, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39233613028232, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3923361302823, diff to last: 0"
[1] "Final threshold is: 0.101240543168503"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 1.58552750320635"
[1] "Newton iter: 1, lambda:1.33531013715696, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.29010023706434, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.2878909078105, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28788544356317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2878854435297, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2878854435297"
[1] "Starting iterative with newton 1.2878854435297"
[1] "Starting newton at: 1.49725531944168"
[1] "Newton iter: 1, lambda:1.22362898541801, diff to last: 0.274"
[1] "Newton iter: 2, lambda:1.15550918393441, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.14912195313322, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.14906364644824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14906364158329, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14906364644824"
[1] "Starting iterative with newton 1.14906364644824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 1.16387745056323"
[1] "Newton iter: 1, lambda:1.12567300044126, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.12359014689306, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12358385618477, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12358385612737, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12358385612737"
[1] "Starting iterative with newton 1.12358385612737"
[1] "Starting newton at: 1.25352455268552"
[1] "Newton iter: 1, lambda:1.304204986752, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.30146450852698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.30145673121049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30145673114771, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30145673121049"
[1] "Starting iterative with newton 1.30145673121049"
[1] "Starting newton at: 1.5343845530869"
[1] "Newton iter: 1, lambda:1.55290581818822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55269630284666, diff to last: 0"
[1] "Newton iter: 3, lambda:1.5526962769077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5526962769077, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5526962769077"
[1] "Starting iterative with newton 1.5526962769077"
[1] "Starting newton at: 1.86388529857853"
[1] "Newton iter: 1, lambda:1.80683147463777, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.80619071100616, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80619060512258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80619060512258, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80619060512258"
[1] "Starting iterative with newton 1.80619060512258"
[1] "Starting newton at: 1.91380122396766"
[1] "Newton iter: 1, lambda:1.95083027919981, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.95062087307863, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95062086798375, diff to last: 0"
[1] "Final threshold is: 0.141834943369924"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.22816218403396"
[1] "Newton iter: 1, lambda:1.21413577432028, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.21390782278137, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21390776193211, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21390776193211, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21390776193211"
[1] "Starting iterative with newton 1.21390776193211"
[1] "Starting newton at: 1.75074628598539"
[1] "Newton iter: 1, lambda:1.73493687357164, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.73489033671252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73489033626544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73489033626544"
[1] "Starting iterative with newton 1.73489033626544"
[1] "Starting newton at: 2.09213602072773"
[1] "Newton iter: 1, lambda:2.11924925595541, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.11939006921773, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11939007353118, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11939007353118"
[1] "Starting iterative with newton 2.11939007353118"
[1] "Starting newton at: 2.34463157334359"
[1] "Newton iter: 1, lambda:2.3464888751923, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34649015399378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34649015399439, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34649015399378"
[1] "Starting iterative with newton 2.34649015399378"
[1] "Starting newton at: 2.44877186307662"
[1] "Newton iter: 1, lambda:2.47161164180326, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.47183211471914, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4718321358327, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4718321358327, diff to last: 0"
[1] "Final threshold is: 0.179733630845535"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.2581644640862"
[1] "Newton iter: 1, lambda:1.25534895622757, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.25534018743801, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25534018735277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25534018743801"
[1] "Starting iterative with newton 1.25534018743801"
[1] "Starting newton at: 1.80640606548823"
[1] "Newton iter: 1, lambda:1.75200572250988, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.75153485971191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.75153480981729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75153480981729, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.75153480981729"
[1] "Starting iterative with newton 1.75153480981729"
[1] "Starting newton at: 2.17523734132574"
[1] "Newton iter: 1, lambda:2.1046762757502, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.10573173744688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.10573190415196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10573190415197, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10573190415196"
[1] "Starting iterative with newton 2.10573190415196"
[1] "Starting newton at: 2.23488395369699"
[1] "Newton iter: 1, lambda:2.28516852728894, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.28576092078114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.28576101660961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28576101660961, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28576101660961"
[1] "Starting iterative with newton 2.28576101660961"
[1] "Starting newton at: 2.43659069119422"
[1] "Newton iter: 1, lambda:2.36599708298248, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.36778100491438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.3677820140829, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36778201408322, diff to last: 0"
[1] "Final threshold is: 0.172167863777112"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.52776398269563"
[1] "Newton iter: 1, lambda:1.5330554666027, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.53304442365823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53304442361113, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53304442361113"
[1] "Starting iterative with newton 1.53304442361113"
[1] "Starting newton at: 2.3462856500188"
[1] "Newton iter: 1, lambda:2.33332676430502, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.33344509621536, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33344510598449, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33344509621536"
[1] "Starting iterative with newton 2.33344509621536"
[1] "Starting newton at: 2.89742309714969"
[1] "Newton iter: 1, lambda:2.85775084768555, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.85929453698641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85929691271992, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85929691272555, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85929691271992"
[1] "Starting iterative with newton 2.85929691271992"
[1] "Starting newton at: 3.20006501390412"
[1] "Newton iter: 1, lambda:3.16523614078576, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.16652489531336, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.16652670943381, diff to last: 0"
[1] "Newton iter: 4, lambda:3.1665267094374, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.1665267094374"
[1] "Starting iterative with newton 3.1665267094374"
[1] "Starting newton at: 3.29067194715589"
[1] "Newton iter: 1, lambda:3.30978540705613, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.31020280955269, diff to last: 0"
[1] "Newton iter: 3, lambda:3.3102030054379, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31020300543794, diff to last: 0"
[1] "Final threshold is: 0.240693854723566"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.68730723991628"
[1] "Newton iter: 1, lambda:1.7862822172167, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.78555255134175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78555258842147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78555258842147, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.78555258842147"
[1] "Starting iterative with newton 1.78555258842147"
[1] "Starting newton at: 2.53082863250304"
[1] "Newton iter: 1, lambda:2.61065298362751, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.6168105512365, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.61684787529171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684787666294, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.61684787666294"
[1] "Starting iterative with newton 2.61684787666294"
[1] "Starting newton at: 3.13510593866602"
[1] "Newton iter: 1, lambda:3.13503380035348, diff to last: 0"
[1] "Newton iter: 2, lambda:3.13503380658203, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.13503380658203"
[1] "Starting iterative with newton 3.13503380658203"
[1] "Starting newton at: 3.37025720413825"
[1] "Newton iter: 1, lambda:3.43492356582667, diff to last: 0.065"
[1] "Newton iter: 2, lambda:3.44049206388455, diff to last: 0.006"
[1] "Newton iter: 3, lambda:3.44053101634417, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44053101823879, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44053101634417"
[1] "Starting iterative with newton 3.44053101634417"
[1] "Starting newton at: 3.5643346415491"
[1] "Newton iter: 1, lambda:3.5615412834025, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.56155103394386, diff to last: 0"
[1] "Newton iter: 3, lambda:3.56155103406307, diff to last: 0"
[1] "Final threshold is: 0.258970052826092"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.72569240358678"
[1] "Newton iter: 1, lambda:1.61858140637062, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.61816315019299, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61816311504443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61816311504443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61816311504443"
[1] "Starting iterative with newton 1.61816311504443"
[1] "Starting newton at: 2.39484594824278"
[1] "Newton iter: 1, lambda:2.45889775212858, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.46226134001337, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.46227095157176, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46227095165033, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46227095165033"
[1] "Starting iterative with newton 2.46227095165033"
[1] "Starting newton at: 2.99632660306149"
[1] "Newton iter: 1, lambda:2.9960798449979, diff to last: 0"
[1] "Newton iter: 2, lambda:2.99607991398352, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99607991398353, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.99607991398352"
[1] "Starting iterative with newton 2.99607991398352"
[1] "Starting newton at: 3.33249567177567"
[1] "Newton iter: 1, lambda:3.3108692183288, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.31144939469834, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.31144982123433, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31144982123456, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.31144982123456"
[1] "Starting iterative with newton 3.31144982123456"
[1] "Starting newton at: 3.53048801516248"
[1] "Newton iter: 1, lambda:3.51357570406135, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.51395522922764, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51395542428589, diff to last: 0"
[1] "Newton iter: 4, lambda:3.51395542428594, diff to last: 0"
[1] "Final threshold is: 0.25550924671651"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.90740368380746"
[1] "Newton iter: 1, lambda:2.21369547983285, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.26855697719616, diff to last: 0.055"
[1] "Newton iter: 3, lambda:2.2716208268211, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.27163064628912, diff to last: 0"
[1] "Newton iter: 5, lambda:2.27163064639006, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.27163064639006"
[1] "Starting iterative with newton 2.27163064639006"
[1] "Starting newton at: 3.0424379168596"
[1] "Newton iter: 1, lambda:3.14497005992788, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.16214987391175, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.1626106010083, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16261092732284, diff to last: 0"
[1] "Newton iter: 5, lambda:3.162610927323, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.162610927323"
[1] "Starting iterative with newton 3.162610927323"
[1] "Starting newton at: 3.62449738208011"
[1] "Newton iter: 1, lambda:3.81888712434286, diff to last: 0.194"
[1] "Newton iter: 2, lambda:3.9102038057458, diff to last: 0.091"
[1] "Newton iter: 3, lambda:3.92950889562578, diff to last: 0.019"
[1] "Newton iter: 4, lambda:3.93029127266431, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.93029251740521, diff to last: 0"
[1] "Newton iter: 6, lambda:3.93029251740835, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93029251740521"
[1] "Starting iterative with newton 3.93029251740521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10124054316850294, 'da': 0.0, 'dd': 0.14183494336992414}, {'ad': 0.17973363084553545, 'da': 0.1721678637771118, 'dd': 0.24069385472356558}, {'ad': 0.25897005282609203, 'da': 0.2555092467165103, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364373389346833. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.06465761000507"
[1] "Starting iterative with newton 7.06465761000507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84131801452152"
[1] "Starting iterative with newton 5.84131801452152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.41187329382615"
[1] "Starting iterative with newton 5.41187329382615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 1.51502666169194"
[1] "Newton iter: 1, lambda:1.34713532757577, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.32303467518044, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.32242058485786, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32242017946703, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32242017946685, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32242017946685"
[1] "Starting iterative with newton 1.32242017946685"
[1] "Starting newton at: 1.51857065268704"
[1] "Newton iter: 1, lambda:1.35648818267649, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.33430912294837, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.33379922448302, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33379895066799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33379895066791, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33379895066791"
[1] "Starting iterative with newton 1.33379895066791"
[1] "Starting newton at: 1.53949181067652"
[1] "Newton iter: 1, lambda:1.37761380863586, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.35654000192581, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.35609822404068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35609802669848, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35609802669844, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35609802669844"
[1] "Starting iterative with newton 1.35609802669844"
[1] "Starting newton at: 1.56704669023704"
[1] "Newton iter: 1, lambda:1.39678841597505, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.37480953677852, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.37434583143036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3743456212206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37434562122056, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3743456212206"
[1] "Starting iterative with newton 1.3743456212206"
[1] "Starting newton at: 1.57867761482871"
[1] "Newton iter: 1, lambda:1.41291041981923, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.39271508347611, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.39233626595395, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39233613028232, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3923361302823, diff to last: 0"
[1] "Final threshold is: 0.101240543168503"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 1.58552750320635"
[1] "Newton iter: 1, lambda:1.33531013715696, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.29010023706434, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.2878909078105, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28788544356317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2878854435297, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2878854435297"
[1] "Starting iterative with newton 1.2878854435297"
[1] "Starting newton at: 1.49725531944168"
[1] "Newton iter: 1, lambda:1.22362898541801, diff to last: 0.274"
[1] "Newton iter: 2, lambda:1.15550918393441, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.14912195313322, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.14906364644824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14906364158329, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14906364644824"
[1] "Starting iterative with newton 1.14906364644824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 1.16387745056323"
[1] "Newton iter: 1, lambda:1.12567300044126, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.12359014689306, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12358385618477, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12358385612737, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12358385612737"
[1] "Starting iterative with newton 1.12358385612737"
[1] "Starting newton at: 1.25352455268552"
[1] "Newton iter: 1, lambda:1.304204986752, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.30146450852698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.30145673121049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30145673114771, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30145673121049"
[1] "Starting iterative with newton 1.30145673121049"
[1] "Starting newton at: 1.5343845530869"
[1] "Newton iter: 1, lambda:1.55290581818822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55269630284666, diff to last: 0"
[1] "Newton iter: 3, lambda:1.5526962769077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5526962769077, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5526962769077"
[1] "Starting iterative with newton 1.5526962769077"
[1] "Starting newton at: 1.86388529857853"
[1] "Newton iter: 1, lambda:1.80683147463777, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.80619071100616, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80619060512258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80619060512258, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80619060512258"
[1] "Starting iterative with newton 1.80619060512258"
[1] "Starting newton at: 1.91380122396766"
[1] "Newton iter: 1, lambda:1.95083027919981, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.95062087307863, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95062086798375, diff to last: 0"
[1] "Final threshold is: 0.141834943369924"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.22816218403396"
[1] "Newton iter: 1, lambda:1.21413577432028, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.21390782278137, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21390776193211, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21390776193211, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21390776193211"
[1] "Starting iterative with newton 1.21390776193211"
[1] "Starting newton at: 1.75074628598539"
[1] "Newton iter: 1, lambda:1.73493687357164, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.73489033671252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73489033626544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73489033626544"
[1] "Starting iterative with newton 1.73489033626544"
[1] "Starting newton at: 2.09213602072773"
[1] "Newton iter: 1, lambda:2.11924925595541, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.11939006921773, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11939007353118, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11939007353118"
[1] "Starting iterative with newton 2.11939007353118"
[1] "Starting newton at: 2.34463157334359"
[1] "Newton iter: 1, lambda:2.3464888751923, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.34649015399378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34649015399439, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34649015399378"
[1] "Starting iterative with newton 2.34649015399378"
[1] "Starting newton at: 2.44877186307662"
[1] "Newton iter: 1, lambda:2.47161164180326, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.47183211471914, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4718321358327, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4718321358327, diff to last: 0"
[1] "Final threshold is: 0.179733630845535"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.2581644640862"
[1] "Newton iter: 1, lambda:1.25534895622757, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.25534018743801, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25534018735277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25534018743801"
[1] "Starting iterative with newton 1.25534018743801"
[1] "Starting newton at: 1.80640606548823"
[1] "Newton iter: 1, lambda:1.75200572250988, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.75153485971191, diff to last: 0"
[1] "Newton iter: 3, lambda:1.75153480981729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75153480981729, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.75153480981729"
[1] "Starting iterative with newton 1.75153480981729"
[1] "Starting newton at: 2.17523734132574"
[1] "Newton iter: 1, lambda:2.1046762757502, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.10573173744688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.10573190415196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10573190415197, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10573190415196"
[1] "Starting iterative with newton 2.10573190415196"
[1] "Starting newton at: 2.23488395369699"
[1] "Newton iter: 1, lambda:2.28516852728894, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.28576092078114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.28576101660961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28576101660961, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28576101660961"
[1] "Starting iterative with newton 2.28576101660961"
[1] "Starting newton at: 2.43659069119422"
[1] "Newton iter: 1, lambda:2.36599708298248, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.36778100491438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.3677820140829, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36778201408322, diff to last: 0"
[1] "Final threshold is: 0.172167863777112"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.52776398269563"
[1] "Newton iter: 1, lambda:1.5330554666027, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.53304442365823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53304442361113, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53304442361113"
[1] "Starting iterative with newton 1.53304442361113"
[1] "Starting newton at: 2.3462856500188"
[1] "Newton iter: 1, lambda:2.33332676430502, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.33344509621536, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33344510598449, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33344509621536"
[1] "Starting iterative with newton 2.33344509621536"
[1] "Starting newton at: 2.89742309714969"
[1] "Newton iter: 1, lambda:2.85775084768555, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.85929453698641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85929691271992, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85929691272555, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.85929691271992"
[1] "Starting iterative with newton 2.85929691271992"
[1] "Starting newton at: 3.20006501390412"
[1] "Newton iter: 1, lambda:3.16523614078576, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.16652489531336, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.16652670943381, diff to last: 0"
[1] "Newton iter: 4, lambda:3.1665267094374, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.1665267094374"
[1] "Starting iterative with newton 3.1665267094374"
[1] "Starting newton at: 3.29067194715589"
[1] "Newton iter: 1, lambda:3.30978540705613, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.31020280955269, diff to last: 0"
[1] "Newton iter: 3, lambda:3.3102030054379, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31020300543794, diff to last: 0"
[1] "Final threshold is: 0.240693854723566"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.68730723991628"
[1] "Newton iter: 1, lambda:1.7862822172167, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.78555255134175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78555258842147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78555258842147, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.78555258842147"
[1] "Starting iterative with newton 1.78555258842147"
[1] "Starting newton at: 2.53082863250304"
[1] "Newton iter: 1, lambda:2.61065298362751, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.6168105512365, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.61684787529171, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684787666294, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.61684787666294"
[1] "Starting iterative with newton 2.61684787666294"
[1] "Starting newton at: 3.13510593866602"
[1] "Newton iter: 1, lambda:3.13503380035348, diff to last: 0"
[1] "Newton iter: 2, lambda:3.13503380658203, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.13503380658203"
[1] "Starting iterative with newton 3.13503380658203"
[1] "Starting newton at: 3.37025720413825"
[1] "Newton iter: 1, lambda:3.43492356582667, diff to last: 0.065"
[1] "Newton iter: 2, lambda:3.44049206388455, diff to last: 0.006"
[1] "Newton iter: 3, lambda:3.44053101634417, diff to last: 0"
[1] "Newton iter: 4, lambda:3.44053101823879, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.44053101634417"
[1] "Starting iterative with newton 3.44053101634417"
[1] "Starting newton at: 3.5643346415491"
[1] "Newton iter: 1, lambda:3.5615412834025, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.56155103394386, diff to last: 0"
[1] "Newton iter: 3, lambda:3.56155103406307, diff to last: 0"
[1] "Final threshold is: 0.258970052826092"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.72569240358678"
[1] "Newton iter: 1, lambda:1.61858140637062, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.61816315019299, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61816311504443, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61816311504443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61816311504443"
[1] "Starting iterative with newton 1.61816311504443"
[1] "Starting newton at: 2.39484594824278"
[1] "Newton iter: 1, lambda:2.45889775212858, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.46226134001337, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.46227095157176, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46227095165033, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.46227095165033"
[1] "Starting iterative with newton 2.46227095165033"
[1] "Starting newton at: 2.99632660306149"
[1] "Newton iter: 1, lambda:2.9960798449979, diff to last: 0"
[1] "Newton iter: 2, lambda:2.99607991398352, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99607991398353, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.99607991398352"
[1] "Starting iterative with newton 2.99607991398352"
[1] "Starting newton at: 3.33249567177567"
[1] "Newton iter: 1, lambda:3.3108692183288, diff to last: 0.022"
[1] "Newton iter: 2, lambda:3.31144939469834, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.31144982123433, diff to last: 0"
[1] "Newton iter: 4, lambda:3.31144982123456, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.31144982123456"
[1] "Starting iterative with newton 3.31144982123456"
[1] "Starting newton at: 3.53048801516248"
[1] "Newton iter: 1, lambda:3.51357570406135, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.51395522922764, diff to last: 0"
[1] "Newton iter: 3, lambda:3.51395542428589, diff to last: 0"
[1] "Newton iter: 4, lambda:3.51395542428594, diff to last: 0"
[1] "Final threshold is: 0.25550924671651"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.90740368380746"
[1] "Newton iter: 1, lambda:2.21369547983285, diff to last: 0.306"
[1] "Newton iter: 2, lambda:2.26855697719616, diff to last: 0.055"
[1] "Newton iter: 3, lambda:2.2716208268211, diff to last: 0.003"
[1] "Newton iter: 4, lambda:2.27163064628912, diff to last: 0"
[1] "Newton iter: 5, lambda:2.27163064639006, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.27163064639006"
[1] "Starting iterative with newton 2.27163064639006"
[1] "Starting newton at: 3.0424379168596"
[1] "Newton iter: 1, lambda:3.14497005992788, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.16214987391175, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.1626106010083, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16261092732284, diff to last: 0"
[1] "Newton iter: 5, lambda:3.162610927323, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.162610927323"
[1] "Starting iterative with newton 3.162610927323"
[1] "Starting newton at: 3.62449738208011"
[1] "Newton iter: 1, lambda:3.81888712434286, diff to last: 0.194"
[1] "Newton iter: 2, lambda:3.9102038057458, diff to last: 0.091"
[1] "Newton iter: 3, lambda:3.92950889562578, diff to last: 0.019"
[1] "Newton iter: 4, lambda:3.93029127266431, diff to last: 0.001"
[1] "Newton iter: 5, lambda:3.93029251740521, diff to last: 0"
[1] "Newton iter: 6, lambda:3.93029251740835, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.93029251740521"
[1] "Starting iterative with newton 3.93029251740521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.10124054316850294, 'da': 0.0, 'dd': 0.14183494336992414}, {'ad': 0.17973363084553545, 'da': 0.1721678637771118, 'dd': 0.24069385472356558}, {'ad': 0.25897005282609203, 'da': 0.2555092467165103, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364373389346833. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07271271711377252
0.07271271711377252
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.151789497233374"
[1] "Newton iter: 1, lambda:0.274369342434093, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.277031874613642, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.277033115058654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277033115058923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277033115058654"
[1] "Starting iterative with newton 0.277033115058654"
[1] "Starting newton at: 0.204618686000374"
[1] "Newton iter: 1, lambda:0.130662932513153, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.131189553223102, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131189579986674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131189579986674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131189579986674"
[1] "Starting iterative with newton 0.131189579986674"
[1] "Starting newton at: 0.0724241493559131"
[1] "Newton iter: 1, lambda:0.122159441246956, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.122391189294543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.122391194320918, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122391189294543"
[1] "Starting iterative with newton 0.122391189294543"
[1] "Starting newton at: 0.0812225400480442"
[1] "Newton iter: 1, lambda:0.121670411526852, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121823411100234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121823413287414, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121823413287414"
[1] "Starting iterative with newton 0.121823413287414"
[1] "Starting newton at: 0.0817903160551727"
[1] "Newton iter: 1, lambda:0.121638141623412, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.121786617994397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12178662005395, diff to last: 0"
[1] "Final threshold is: 0.00885543605222535"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.410522753558541"
[1] "Newton iter: 1, lambda:0.326856097929253, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.328297751728201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328298186515777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328298186515816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328298186515777"
[1] "Starting iterative with newton 0.328298186515777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114480392248437, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115806234293991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115806411955762, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115806411955765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115806411955765"
[1] "Starting iterative with newton 0.115806411955765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0974930296188735, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0984038679261015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0984039473617998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0984039473618004, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0984039473617998"
[1] "Starting iterative with newton 0.0984039473617998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960743617549338, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969546915063503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09695476535993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969547653599306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.09695476535993"
[1] "Starting iterative with newton 0.09695476535993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959561489607244, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096833963178003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096834036580972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968340365809725, diff to last: 0"
[1] "Final threshold is: 0.00704106590889696"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.298418008917047"
[1] "Newton iter: 1, lambda:0.340946233118011, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.341362015484117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.341362054999744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341362054999744, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341362054999744"
[1] "Starting iterative with newton 0.341362054999744"
[1] "Starting newton at: 0.106417971688393"
[1] "Newton iter: 1, lambda:0.147278384919237, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.147473739864134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147473744323699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147473744323699"
[1] "Starting iterative with newton 0.147473744323699"
[1] "Starting newton at: 0.0466609291737045"
[1] "Newton iter: 1, lambda:0.130686794720035, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.131479530663237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131479601087623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131479601087624, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.131479601087623"
[1] "Starting iterative with newton 0.131479601087623"
[1] "Starting newton at: 0.062655072409781"
[1] "Newton iter: 1, lambda:0.129611731451255, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.130113167148129, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130113195224723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130113195224723, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130113195224723"
[1] "Starting iterative with newton 0.130113195224723"
[1] "Starting newton at: 0.0640214782726811"
[1] "Newton iter: 1, lambda:0.129516364185042, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.129995984923732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129996010602667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129996010602667, diff to last: 0"
[1] "Final threshold is: 0.0094523631448707"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.10254808972765"
[1] "Starting iterative with newton 3.10254808972765"
[1] "Starting newton at: 0.737433628700938"
[1] "Newton iter: 1, lambda:0.563575579693844, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.573448832266048, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.573482718303336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57348271870132, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573482718303336"
[1] "Starting iterative with newton 0.573482718303336"
[1] "Starting newton at: 0.425370970307621"
[1] "Newton iter: 1, lambda:0.293099177908808, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.297000766795528, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297004219322154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297004219324857, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297004219322154"
[1] "Starting iterative with newton 0.297004219322154"
[1] "Starting newton at: 0.259540986410509"
[1] "Newton iter: 1, lambda:0.257637279863521, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.257638049395499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.257638049395625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.257638049395499"
[1] "Starting iterative with newton 0.257638049395499"
[1] "Starting newton at: 0.240842520675809"
[1] "Newton iter: 1, lambda:0.251769998109227, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.251795125428918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251795125561674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.251795125428918"
[1] "Starting iterative with newton 0.251795125428918"
[1] "Starting newton at: 0.24668544464239"
[1] "Newton iter: 1, lambda:0.250919101053598, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.250922865303658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250922865306633, diff to last: 0"
[1] "Final threshold is: 0.0182452833222021"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.97416914367676"
[1] "Starting iterative with newton 2.97416914367676"
[1] "Starting newton at: 0.612280482858487"
[1] "Newton iter: 1, lambda:0.59297647128822, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.593110125118458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.593110131564302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593110125118458"
[1] "Starting iterative with newton 0.593110125118458"
[1] "Starting newton at: 0.324423550028107"
[1] "Newton iter: 1, lambda:0.264270930273997, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.265081161598768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265081309191804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265081309191809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.265081309191804"
[1] "Starting iterative with newton 0.265081309191804"
[1] "Starting newton at: 0.387383792360862"
[1] "Newton iter: 1, lambda:0.211042842290778, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.217185925944408, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.217193448898986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217193448910266, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.217193448910266"
[1] "Starting iterative with newton 0.217193448910266"
[1] "Starting newton at: 0.388942906353327"
[1] "Newton iter: 1, lambda:0.2037251217644, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.210375808126683, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.210384458967642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210384458982276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210384458982276"
[1] "Starting iterative with newton 0.210384458982276"
[1] "Starting newton at: 0.392922306961429"
[1] "Newton iter: 1, lambda:0.202393218398066, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.209409936441163, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.209419539376074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209419539394057, diff to last: 0"
[1] "Final threshold is: 0.015227463724749"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.97297465100269"
[1] "Starting iterative with newton 1.97297465100269"
[1] "Starting newton at: 0.720630932275724"
[1] "Newton iter: 1, lambda:0.666008394530258, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.667290077412654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.667290797140459, diff to last: 0"
[1] "Newton iter: 4, lambda:0.667290797140685, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.667290797140459"
[1] "Starting iterative with newton 0.667290797140459"
[1] "Starting newton at: 0.539178863886"
[1] "Newton iter: 1, lambda:0.432637776098871, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.436332862365824, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.436337398085608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436337398092438, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.436337398092438"
[1] "Starting iterative with newton 0.436337398092438"
[1] "Starting newton at: 0.337781321647495"
[1] "Newton iter: 1, lambda:0.393041370278833, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.393995141902623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.393995424298298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393995424298323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.393995424298298"
[1] "Starting iterative with newton 0.393995424298298"
[1] "Starting newton at: 0.302761663063908"
[1] "Newton iter: 1, lambda:0.383968431328781, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.386006276656751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.38600754979624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386007549796737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.38600754979624"
[1] "Starting iterative with newton 0.38600754979624"
[1] "Starting newton at: 0.304120356521179"
[1] "Newton iter: 1, lambda:0.382590390909374, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.384488104341486, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.384489205750935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384489205751306, diff to last: 0"
[1] "Final threshold is: 0.0279572548510668"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.31362947154339"
[1] "Starting iterative with newton 1.31362947154339"
[1] "Starting newton at: 0.862141242767699"
[1] "Newton iter: 1, lambda:0.766035772329009, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.770803146872257, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.770815399059471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770815399140245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770815399059471"
[1] "Starting iterative with newton 0.770815399059471"
[1] "Starting newton at: 0.575264047851492"
[1] "Newton iter: 1, lambda:0.63219579082645, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.63376173916268, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.63376290658455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633762906585199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63376290658455"
[1] "Starting iterative with newton 0.63376290658455"
[1] "Starting newton at: 0.587468613583624"
[1] "Newton iter: 1, lambda:0.596501519120924, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.596539095883845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596539096532604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596539095883845"
[1] "Starting iterative with newton 0.596539095883845"
[1] "Starting newton at: 0.59563313593683"
[1] "Newton iter: 1, lambda:0.586158300071416, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.586199042645303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.586199043400536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.586199042645303"
[1] "Starting iterative with newton 0.586199042645303"
[1] "Starting newton at: 0.603398899504256"
[1] "Newton iter: 1, lambda:0.58312459308537, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.583310099704539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583310115318949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583310115318949, diff to last: 0"
[1] "Final threshold is: 0.0424140634047888"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.38124102366322"
[1] "Starting iterative with newton 1.38124102366322"
[1] "Starting newton at: 0.783263534687697"
[1] "Newton iter: 1, lambda:0.790848551673927, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.790879904318928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.790879904852915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.790879904852915"
[1] "Starting iterative with newton 0.790879904852915"
[1] "Starting newton at: 0.590036686161208"
[1] "Newton iter: 1, lambda:0.632986665509535, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.633889997189081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.633890392055485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63389039205556, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.633890392055485"
[1] "Starting iterative with newton 0.633890392055485"
[1] "Starting newton at: 0.642827078579597"
[1] "Newton iter: 1, lambda:0.58657476713048, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.588022860127121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588023835841577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58802383584202, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.588023835841577"
[1] "Starting iterative with newton 0.588023835841577"
[1] "Starting newton at: 0.663676516343482"
[1] "Newton iter: 1, lambda:0.570510939822374, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.574391840461834, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.574398766732831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574398766754871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.574398766754871"
[1] "Starting iterative with newton 0.574398766754871"
[1] "Starting newton at: 0.651677615932113"
[1] "Newton iter: 1, lambda:0.56713800371977, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.570331290295214, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.570335961239117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570335961249103, diff to last: 0"
[1] "Final threshold is: 0.0414706774093914"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.01959363919331"
[1] "Starting iterative with newton 1.01959363919331"
[1] "Starting newton at: 0.84033086980584"
[1] "Newton iter: 1, lambda:0.979684444957421, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.995094239978478, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.995272945450593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995272969288438, diff to last: 0"
[1] "Newton iter: 5, lambda:0.995272969288439, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995272969288438"
[1] "Starting iterative with newton 0.995272969288438"
[1] "Starting newton at: 0.841875001070694"
[1] "Newton iter: 1, lambda:0.972013620166182, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.985312320990521, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.985444366132808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985444379060067, diff to last: 0"
[1] "Newton iter: 5, lambda:0.985444379060067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.985444366132808"
[1] "Starting iterative with newton 0.985444366132808"
[1] "Starting newton at: 0.850605418540746"
[1] "Newton iter: 1, lambda:0.970204091496948, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.981362011230674, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.981454606299203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981454612638569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.981454606299203"
[1] "Starting iterative with newton 0.981454606299203"
[1] "Starting newton at: 0.851744308095226"
[1] "Newton iter: 1, lambda:0.969036954704131, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.979746975480814, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.979832170613358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.979832175974009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.979832170613358"
[1] "Starting iterative with newton 0.979832170613358"
[1] "Starting newton at: 0.853366743781071"
[1] "Newton iter: 1, lambda:0.968741871973187, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.979092421543643, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.97917194255847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97917194722673, diff to last: 0"
[1] "Final threshold is: 0.0711982524649971"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848308037773822"
[1] "Starting iterative with newton 0.848308037773822"
[1] "Starting newton at: 1.29690316072987"
[1] "Newton iter: 1, lambda:1.11719184585865, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.14209025189685, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.14265328416032, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1426535674078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14265356740787, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1426535674078"
[1] "Starting iterative with newton 1.1426535674078"
[1] "Starting newton at: 1.24737984902545"
[1] "Newton iter: 1, lambda:1.29464659451236, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.29686534255513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.29687006596548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29687006598684, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29687006598684"
[1] "Starting iterative with newton 1.29687006598684"
[1] "Starting newton at: 1.27103434473939"
[1] "Newton iter: 1, lambda:1.36237823518614, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.37121124394284, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.37128877760751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37128878353668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37128877760751"
[1] "Starting iterative with newton 1.37128877760751"
[1] "Starting newton at: 1.26451304509532"
[1] "Newton iter: 1, lambda:1.38842195390084, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.40527754547021, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.40556553477991, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40556561764056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40556561764057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40556561764056"
[1] "Starting iterative with newton 1.40556561764056"
[1] "Starting newton at: 1.29777230980281"
[1] "Newton iter: 1, lambda:1.40760145980387, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.42081574836596, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.42099320191483, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42099323354733, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42099323354733, diff to last: 0"
[1] "Final threshold is: 0.103324279011512"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.851032596988443"
[1] "Starting iterative with newton 0.851032596988443"
[1] "Starting newton at: 1.00329922117207"
[1] "Newton iter: 1, lambda:1.08067261501529, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.08588635152501, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.08590907476733, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08590907519754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08590907476733"
[1] "Starting iterative with newton 1.08590907476733"
[1] "Starting newton at: 1.00250111934882"
[1] "Newton iter: 1, lambda:1.16872585726992, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.19548208455784, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.19612564555129, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19612601113927, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19612601113939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19612601113927"
[1] "Starting iterative with newton 1.19612601113927"
[1] "Starting newton at: 1.43211189031937"
[1] "Newton iter: 1, lambda:1.20609904716201, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.24382254955446, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.24514392977792, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24514550876795, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24514550877021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.24514550877021"
[1] "Starting iterative with newton 1.24514550877021"
[1] "Starting newton at: 1.42072047235127"
[1] "Newton iter: 1, lambda:1.24058333368206, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.26581616149408, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.26640824035556, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26640856034854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26640856034864, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26640856034854"
[1] "Starting iterative with newton 1.26640856034854"
[1] "Starting newton at: 1.40787181300675"
[1] "Newton iter: 1, lambda:1.25694012266286, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.27521620467794, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.2755265513229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27552663958857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27552663958857, diff to last: 0"
[1] "Final threshold is: 0.0927470077154848"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730035956506575"
[1] "Starting iterative with newton 0.730035956506575"
[1] "Starting newton at: 1.41969409709883"
[1] "Newton iter: 1, lambda:1.41871100182222, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.41871220793215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41871220793396, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41871220793215"
[1] "Starting iterative with newton 1.41871220793215"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.296571029625586"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.702369819493636"
[1] "Starting iterative with newton 0.702369819493636"
[1] "Starting newton at: 1.35871456476864"
[1] "Newton iter: 1, lambda:1.46081601416663, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.47564180346657, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.47593338233921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47593349349494, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47593349349496, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47593349349494"
[1] "Starting iterative with newton 1.47593349349494"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.22614831694855, diff to last: 0.179"
[1] "Newton iter: 2, lambda:4.28225254257571, diff to last: 0.056"
[1] "Newton iter: 3, lambda:4.29518608824387, diff to last: 0.013"
[1] "Newton iter: 4, lambda:4.29579615292946, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.29579745659455, diff to last: 0"
[1] "Newton iter: 6, lambda:4.29579745659316, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.29579615292946"
[1] "Starting iterative with newton 4.29579615292946"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:3.19475003233652, diff to last: 1.211"
[1] "Newton iter: 2, lambda:3.44769961724862, diff to last: 0.253"
[1] "Newton iter: 3, lambda:3.67335278936242, diff to last: 0.226"
[1] "Newton iter: 4, lambda:3.86725443915902, diff to last: 0.194"
[1] "Newton iter: 5, lambda:4.02057963028838, diff to last: 0.153"
[1] "Newton iter: 6, lambda:4.12101892060275, diff to last: 0.1"
[1] "Newton iter: 7, lambda:4.16346313103656, diff to last: 0.042"
[1] "Newton iter: 8, lambda:4.17026915911465, diff to last: 0.007"
[1] "Newton iter: 9, lambda:4.17042723795909, diff to last: 0"
[1] "Newton iter: 10, lambda:4.17042732146049, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.17042732146049"
[1] "Starting iterative with newton 4.17042732146049"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.717149613162269"
[1] "Starting iterative with newton 0.717149613162269"
[1] "Starting newton at: 1.35921431534954"
[1] "Newton iter: 1, lambda:1.44994702886336, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.46155963515891, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.4617380145232, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46173805613908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46173805613908, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46173805613908"
[1] "Starting iterative with newton 1.46173805613908"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0727127171137725"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674293831078203"
[1] "Starting iterative with newton 0.674293831078203"
[1] "Starting newton at: 1.23310985272926"
[1] "Newton iter: 1, lambda:1.47820081311217, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.57742252071166, diff to last: 0.099"
[1] "Newton iter: 3, lambda:1.59332886853156, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.59370880011905, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59370901312942, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59370901312949, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59370901312942"
[1] "Starting iterative with newton 1.59370901312942"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.320333323610543"
threshold is:
[{'ad': 0.008855436052225349, 'da': 0.007041065908896956, 'dd': 0.009452363144870702}, {'ad': 0.018245283322202148, 'da': 0.01522746372474901, 'dd': 0.02795725485106684}, {'ad': 0.04241406340478877, 'da': 0.04147067740939145, 'dd': 0.07119825246499714}, {'ad': 0.10332427901151217, 'da': 0.09274700771548476, 'dd': 0.29657102962558585}, {'ad': 0.32033332361054295, 'da': 0.32033332361054295, 'dd': 0.32033332361054295}]
Number of points in noise estimation: 128
Estimated noise: 0.07271271711377252
0.07271271711377252
threshold is:
[{'ad': 0.018744309434033823, 'da': 0.020312942361557743, 'dd': 0.014116059595991326}, {'ad': 0.02081984863228437, 'da': 0.02137322893840711, 'dd': 0.017813018529997948}, {'ad': 0.03973593359127924, 'da': 0.03952810703839525, 'dd': 0.055194918670189046}, {'ad': 0.08163909285873877, 'da': 0.07778874238312315, 'dd': 0.29657102962558585}, {'ad': 0.32033332361054295, 'da': 0.32033332361054295, 'dd': 0.32033332361054295}]
['stjerten256', 0.075, 4, 0.005286210369181051, 0.0011730943476866912, 0.0011180655884772146, 0.00321940131483888, 0.0011927055135334075, 0.0013643188284962657, 0.0011927055135334075, 0.0013643188284962657, 22.768555577467694, 29.306670577634613, 29.515327189198793, 24.922248829115958, 29.234667731234833, 28.650841272775583, 29.234667731234833, 28.650841272775583]
baboon256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.046095878732547904
0.046095878732547904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0918055766935246, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0923302725190379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0923302896190312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0923302896190312, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0923302896190312"
[1] "Starting iterative with newton 0.0923302896190312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0297410605622767, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0297673496066207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0297673496271578, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0297673496271578"
[1] "Starting iterative with newton 0.0297673496271578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028113363145383, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0281364971742484, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0281364971899112, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0281364971899112"
[1] "Starting iterative with newton 0.0281364971899112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280710098379901, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280940643798146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280940643953633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0280940643953633"
[1] "Starting iterative with newton 0.0280940643953633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280699079367225, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280929604123155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280929604278613, diff to last: 0"
[1] "Final threshold is: 0.00129496969640437"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.154603325622672"
[1] "Newton iter: 1, lambda:0.224927492920833, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.225624924174993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.225624992281916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225624992281917, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225624992281917"
[1] "Starting iterative with newton 0.225624992281917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758737910731682, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0763096781755943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0763096925594496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0763096925594496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0763096781755943"
[1] "Starting iterative with newton 0.0763096781755943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668180489197377, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671371081235545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671371153984617, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671371081235545"
[1] "Starting iterative with newton 0.0671371081235545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662652780275539, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665779104402371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665779173990404, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0665779104402371"
[1] "Starting iterative with newton 0.0665779104402371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662316015497583, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665438449434374, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665438518833511, diff to last: 0"
[1] "Final threshold is: 0.00306739700691016"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0919298004501279"
[1] "Newton iter: 1, lambda:0.274544722384148, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.280255976283756, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.280261454021981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280261454027015, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280261454027015"
[1] "Starting iterative with newton 0.280261454027015"
[1] "Starting newton at: 0.208846292346295"
[1] "Newton iter: 1, lambda:0.140315000655328, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.140834260515312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.140834290456333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140834290456333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140834290456333"
[1] "Starting iterative with newton 0.140834290456333"
[1] "Starting newton at: 0.192764284574867"
[1] "Newton iter: 1, lambda:0.129398802638385, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.129833298245616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12983331874697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12983331874697, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12983331874697"
[1] "Starting iterative with newton 0.12983331874697"
[1] "Starting newton at: 0.20376525628423"
[1] "Newton iter: 1, lambda:0.128333493458895, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.128947559419005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128947600288258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128947600288258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128947600288258"
[1] "Starting iterative with newton 0.128947600288258"
[1] "Starting newton at: 0.204650974742942"
[1] "Newton iter: 1, lambda:0.128246286816049, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.128876156864254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128876199857468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128876199857468, diff to last: 0"
[1] "Final threshold is: 0.00594066168014146"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.355025719279175"
[1] "Newton iter: 1, lambda:0.319140875471326, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.319390271951055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319390284068466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319390284068466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.319390271951055"
[1] "Starting iterative with newton 0.319390271951055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111953288333508, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113274357268246, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113274540983806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113274540983809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113274540983806"
[1] "Starting iterative with newton 0.113274540983806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0948419822939677, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0957309360063907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0957310140560939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0957310140560945, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0957310140560939"
[1] "Starting iterative with newton 0.0957310140560939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.093383480498969, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0942400730558284, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0942401450902945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.094240145090295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0942401450902945"
[1] "Starting iterative with newton 0.0942401450902945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932596151787926, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941134906507029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941135621918391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941135621918396, diff to last: 0"
[1] "Final threshold is: 0.00433824734988314"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.368519485697692"
[1] "Newton iter: 1, lambda:0.435523812651475, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.436769733782143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.436770158612577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436770158612627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.436770158612627"
[1] "Starting iterative with newton 0.436770158612627"
[1] "Starting newton at: 0.240709371422402"
[1] "Newton iter: 1, lambda:0.147975563465565, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.14906338096644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.149063530920422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149063530920425, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.149063530920422"
[1] "Starting iterative with newton 0.149063530920422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123333655961605, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125069085165503, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125069428707081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125069428707094, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125069428707081"
[1] "Starting iterative with newton 0.125069428707081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121385026055446, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12305111054601, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123051424375765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123051424375776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123051424375765"
[1] "Starting iterative with newton 0.123051424375765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121221018163423, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122881353516788, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122881664950653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122881664950664, diff to last: 0"
[1] "Final threshold is: 0.00566433832601888"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.695702828509774"
[1] "Newton iter: 1, lambda:0.621193341335798, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.623402811438561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.623404803762085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623404803763704, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623404803762085"
[1] "Starting iterative with newton 0.623404803762085"
[1] "Starting newton at: 0.386313754906301"
[1] "Newton iter: 1, lambda:0.257952421945721, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.261314932927122, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.261317263970353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261317263971473, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261317263970353"
[1] "Starting iterative with newton 0.261317263970353"
[1] "Starting newton at: 0.251683111375473"
[1] "Newton iter: 1, lambda:0.216309226740105, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.216539210248881, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216539219986136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216539210248881"
[1] "Starting iterative with newton 0.216539210248881"
[1] "Starting newton at: 0.259482523199211"
[1] "Newton iter: 1, lambda:0.210407991910229, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.210844065121106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210844099630575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210844099630575, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210844099630575"
[1] "Starting iterative with newton 0.210844099630575"
[1] "Starting newton at: 0.265177633817518"
[1] "Newton iter: 1, lambda:0.209557915692222, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.210116861176639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210116917769919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210116917769919, diff to last: 0"
[1] "Final threshold is: 0.00968552396117892"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86334862909244"
[1] "Starting iterative with newton 2.86334862909244"
[1] "Starting newton at: 0.528397894225888"
[1] "Newton iter: 1, lambda:0.623332474934514, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.627040322918529, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.627045835090596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627045835102764, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627045835090596"
[1] "Starting iterative with newton 0.627045835090596"
[1] "Starting newton at: 0.272012964907836"
[1] "Newton iter: 1, lambda:0.302240911916969, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.302464248691769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30246426085595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30246426085595, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.30246426085595"
[1] "Starting iterative with newton 0.30246426085595"
[1] "Starting newton at: 0.35490434906221"
[1] "Newton iter: 1, lambda:0.249909318527541, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.252316367556557, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.25231764202214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252317642022497, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.25231764202214"
[1] "Starting iterative with newton 0.25231764202214"
[1] "Starting newton at: 0.308604576074862"
[1] "Newton iter: 1, lambda:0.243568221461623, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.244479377822614, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.244479557357769, diff to last: 0"
[1] "Newton iter: 4, lambda:0.244479557357775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.244479557357775"
[1] "Starting iterative with newton 0.244479557357775"
[1] "Starting newton at: 0.316442660739226"
[1] "Newton iter: 1, lambda:0.24206463273094, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.243252444075157, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24325274837499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24325274837501, diff to last: 0"
[1] "Final threshold is: 0.0112129491904525"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.40944374334836"
[1] "Starting iterative with newton 2.40944374334836"
[1] "Starting newton at: 0.6503629251725"
[1] "Newton iter: 1, lambda:0.626099901444187, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.626339722746967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626339746360092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626339746360092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626339746360092"
[1] "Starting iterative with newton 0.626339746360092"
[1] "Starting newton at: 0.257554004802491"
[1] "Newton iter: 1, lambda:0.346425332350555, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.348618034828345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.348619359182794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348619359183277, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.348619359182794"
[1] "Starting iterative with newton 0.348619359182794"
[1] "Starting newton at: 0.256358847021371"
[1] "Newton iter: 1, lambda:0.29926652450533, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.299736479393523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299736535592032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299736535592033, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299736535592032"
[1] "Starting iterative with newton 0.299736535592032"
[1] "Starting newton at: 0.264998384289925"
[1] "Newton iter: 1, lambda:0.29069279185388, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.290858642016378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290858648913353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.290858648913353"
[1] "Starting iterative with newton 0.290858648913353"
[1] "Starting newton at: 0.272259557170582"
[1] "Newton iter: 1, lambda:0.289165308857191, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.289236867906803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289236869187313, diff to last: 0"
[1] "Final threshold is: 0.013332627588014"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.82580756708387"
[1] "Starting iterative with newton 1.82580756708387"
[1] "Starting newton at: 0.781503942471196"
[1] "Newton iter: 1, lambda:0.716466185497971, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.718543745977615, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.718545918572206, diff to last: 0"
[1] "Newton iter: 4, lambda:0.71854591857458, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.718545918572206"
[1] "Starting iterative with newton 0.718545918572206"
[1] "Starting newton at: 0.514959386732177"
[1] "Newton iter: 1, lambda:0.472906312700929, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.473565266704642, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.473565429807681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.473565429807691, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.473565429807681"
[1] "Starting iterative with newton 0.473565429807681"
[1] "Starting newton at: 0.516307564421571"
[1] "Newton iter: 1, lambda:0.412301494214638, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.416004404787812, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.416009183177368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416009183185321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416009183185321"
[1] "Starting iterative with newton 0.416009183185321"
[1] "Starting newton at: 0.526892552874783"
[1] "Newton iter: 1, lambda:0.396597072566798, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.402277990164166, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.402289031301902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402289031343578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.402289031301902"
[1] "Starting iterative with newton 0.402289031301902"
[1] "Starting newton at: 0.277988935555898"
[1] "Newton iter: 1, lambda:0.394344971784875, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.399002790537932, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.399010178409303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399010178427878, diff to last: 0"
[1] "Final threshold is: 0.0183927247970075"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.51207534556527"
[1] "Starting iterative with newton 1.51207534556527"
[1] "Starting newton at: 0.684802824389885"
[1] "Newton iter: 1, lambda:0.79024296035827, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.79682803058559, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.796852833989178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796852834340133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.796852834340133"
[1] "Starting iterative with newton 0.796852834340133"
[1] "Starting newton at: 0.697716919388033"
[1] "Newton iter: 1, lambda:0.590724416868393, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.59596658414489, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.595979588549365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59597958862929, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.595979588549365"
[1] "Starting iterative with newton 0.595979588549365"
[1] "Starting newton at: 0.472764338798073"
[1] "Newton iter: 1, lambda:0.53618375500156, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.53798622756611, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.537987667189892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53798766719081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.537987667189892"
[1] "Starting iterative with newton 0.537987667189892"
[1] "Starting newton at: 0.479435140229482"
[1] "Newton iter: 1, lambda:0.520440317823237, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.521176015961924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.521176251058558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521176251058581, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.521176251058581"
[1] "Starting iterative with newton 0.521176251058581"
[1] "Starting newton at: 0.474352858248341"
[1] "Newton iter: 1, lambda:0.515560269888267, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.516298865391995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.516299100972555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.516299100972579, diff to last: 0"
[1] "Final threshold is: 0.0237992607481555"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47468463422727"
[1] "Starting iterative with newton 1.47468463422727"
[1] "Starting newton at: 0.703439741203963"
[1] "Newton iter: 1, lambda:0.741856688922237, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.742631705857003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.74263201718036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74263201718041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.74263201718036"
[1] "Starting iterative with newton 0.74263201718036"
[1] "Starting newton at: 0.674538871575639"
[1] "Newton iter: 1, lambda:0.564437731939481, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.569539446954309, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.569550759054945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569550759110493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.569550759054945"
[1] "Starting iterative with newton 0.569550759054945"
[1] "Starting newton at: 0.452253477772039"
[1] "Newton iter: 1, lambda:0.523154705853341, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.525265143172335, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.52526698905957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.525266989060982, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.52526698905957"
[1] "Starting iterative with newton 0.52526698905957"
[1] "Starting newton at: 0.437920136467159"
[1] "Newton iter: 1, lambda:0.511464159726042, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.513706592706059, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513708651034247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513708651035981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.513708651035981"
[1] "Starting iterative with newton 0.513708651035981"
[1] "Starting newton at: 0.44190303686415"
[1] "Newton iter: 1, lambda:0.508825791757766, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.51067442500257, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.510675819185115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510675819185907, diff to last: 0"
[1] "Final threshold is: 0.0235400506328016"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11576319200962"
[1] "Starting iterative with newton 1.11576319200962"
[1] "Starting newton at: 0.855925552526571"
[1] "Newton iter: 1, lambda:0.849738744649596, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.849762638500504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.849762638857862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.849762638500504"
[1] "Starting iterative with newton 0.849762638500504"
[1] "Starting newton at: 0.833798789927008"
[1] "Newton iter: 1, lambda:0.762586135192285, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.765450164461246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.765454938266887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765454938280136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.765454938266887"
[1] "Starting iterative with newton 0.765454938266887"
[1] "Starting newton at: 0.815012082681166"
[1] "Newton iter: 1, lambda:0.734523921319197, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.738085544664606, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.738092750732118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.73809275076158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.738092750732118"
[1] "Starting iterative with newton 0.738092750732118"
[1] "Starting newton at: 0.813976407673496"
[1] "Newton iter: 1, lambda:0.724797480492183, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.729121149925431, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.729131687195863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729131687258356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.729131687195863"
[1] "Starting iterative with newton 0.729131687195863"
[1] "Starting newton at: 0.8108532903207"
[1] "Newton iter: 1, lambda:0.721884528194448, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.726177701119421, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.72618806269512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726188062755387, diff to last: 0"
[1] "Final threshold is: 0.0334742768750181"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.849855279032351"
[1] "Starting iterative with newton 0.849855279032351"
[1] "Starting newton at: 1.14461612784051"
[1] "Newton iter: 1, lambda:1.02968133526453, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.03948821067814, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.03956571448518, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03956571929866, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03956571448518"
[1] "Starting iterative with newton 1.03956571448518"
[1] "Starting newton at: 1.16661153604835"
[1] "Newton iter: 1, lambda:1.1233551952716, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.12489453618828, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12489654596576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12489654596918, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12489654596576"
[1] "Starting iterative with newton 1.12489654596576"
[1] "Starting newton at: 1.17328711388602"
[1] "Newton iter: 1, lambda:1.16235321842967, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.16245622529972, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1624562345113, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1624562345113"
[1] "Starting iterative with newton 1.1624562345113"
[1] "Starting newton at: 1.16879066669041"
[1] "Newton iter: 1, lambda:1.17876579778618, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.17885368435778, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17885369113432, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17885368435778"
[1] "Starting iterative with newton 1.17885368435778"
[1] "Starting newton at: 1.17337472242949"
[1] "Newton iter: 1, lambda:1.18584978284257, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.18598810981229, diff to last: 0"
[1] "Newton iter: 3, lambda:1.18598812667673, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18598812667673, diff to last: 0"
[1] "Final threshold is: 0.0546691648655322"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.921245388030826"
[1] "Starting iterative with newton 0.921245388030826"
[1] "Starting newton at: 1.03383013034748"
[1] "Newton iter: 1, lambda:0.897381625046477, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.90894907759017, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.909039266553534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909039272006001, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.909039266553534"
[1] "Starting iterative with newton 0.909039266553534"
[1] "Starting newton at: 1.03206041376792"
[1] "Newton iter: 1, lambda:0.892710500788591, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.904721972261021, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.904818937422955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.904818943706274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.904818937422955"
[1] "Starting iterative with newton 0.904818937422955"
[1] "Starting newton at: 1.03333856668696"
[1] "Newton iter: 1, lambda:0.890704073686379, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.903251620851925, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.903357347226449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.903357354688618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.903357354688618"
[1] "Starting iterative with newton 0.903357354688618"
[1] "Starting newton at: 1.03217965632101"
[1] "Newton iter: 1, lambda:0.890336661954006, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.902747492193541, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.902850882007803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.902850889141154, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.902850889141154"
[1] "Starting iterative with newton 0.902850889141154"
[1] "Starting newton at: 1.0325610199445"
[1] "Newton iter: 1, lambda:0.890048342731284, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.902570109042843, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.902675347312775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.902675354702538, diff to last: 0"
[1] "Final threshold is: 0.0416096133445903"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2419110281221"
[1] "Newton iter: 1, lambda:1.21359231156064, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.21435656169162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21435713095363, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21435713095394, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21435713095363"
[1] "Starting iterative with newton 1.21435713095363"
[1] "Starting newton at: 1.82714631607463"
[1] "Newton iter: 1, lambda:1.36912898421437, diff to last: 0.458"
[1] "Newton iter: 2, lambda:1.50629203934261, diff to last: 0.137"
[1] "Newton iter: 3, lambda:1.5303296345596, diff to last: 0.024"
[1] "Newton iter: 4, lambda:1.53100724453426, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.53100777115031, diff to last: 0"
[1] "Newton iter: 6, lambda:1.53100777115063, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53100777115063"
[1] "Starting iterative with newton 1.53100777115063"
[1] "Starting newton at: 1.84930820797922"
[1] "Newton iter: 1, lambda:1.67011453658395, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.70192550072627, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.70322642999223, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.70322853617477, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70322853618028, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70322853617477"
[1] "Starting iterative with newton 1.70322853617477"
[1] "Starting newton at: 1.84599818092279"
[1] "Newton iter: 1, lambda:1.78978917108712, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.79360798883006, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.79362696808295, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79362696854967, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79362696808295"
[1] "Starting iterative with newton 1.79362696808295"
[1] "Starting newton at: 1.89327570017656"
[1] "Newton iter: 1, lambda:1.83633027195642, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.84032363430527, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.84034484856255, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8403448491584, diff to last: 0"
[1] "Final threshold is: 0.0848323129654086"
threshold is:
[{'ad': 0.0012949696964043651, 'da': 0.003067397006910162, 'dd': 0.005940661680141465}, {'ad': 0.004338247349883145, 'da': 0.005664338326018878, 'dd': 0.00968552396117892}, {'ad': 0.011212949190452525, 'da': 0.013332627588013958, 'dd': 0.018392724797007525}, {'ad': 0.02379926074815552, 'da': 0.023540050632801603, 'dd': 0.03347427687501813}, {'ad': 0.05466916486553224, 'da': 0.041609613344590256, 'dd': 0.0848323129654086}]
Number of points in noise estimation: 128
Estimated noise: 0.046095878732547904
0.046095878732547904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8000693218069"
[1] "Starting iterative with newton 28.8000693218069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.587358976289"
[1] "Starting iterative with newton 13.587358976289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.40910047783448"
[1] "Starting iterative with newton 7.40910047783448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.00990608983851"
[1] "Starting iterative with newton 7.00990608983851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.64404426892697"
[1] "Starting iterative with newton 4.64404426892697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35893694442533"
[1] "Starting iterative with newton 3.35893694442533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86334862909244"
[1] "Starting iterative with newton 2.86334862909244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.40944374334836"
[1] "Starting iterative with newton 2.40944374334836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.82580756708387"
[1] "Starting iterative with newton 1.82580756708387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51207534556527"
[1] "Starting iterative with newton 1.51207534556527"
[1] "Starting newton at: 1.74461544561077"
[1] "Newton iter: 1, lambda:1.37112082859394, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.29462097055252, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.28822746520239, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.28818005147069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28818004885519, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28818005147069"
[1] "Starting iterative with newton 1.28818005147069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47468463422727"
[1] "Starting iterative with newton 1.47468463422727"
[1] "Starting newton at: 1.72283383632645"
[1] "Newton iter: 1, lambda:1.43098138671482, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.38083769148418, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.37843555300596, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37842980174652, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37842980171349, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37842980171349"
[1] "Starting iterative with newton 1.37842980171349"
[1] "Starting newton at: 1.61401548256734"
[1] "Newton iter: 1, lambda:1.33688044746667, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.27819081060389, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.27423453676353, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27421587072715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27421587031098, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27421587031098"
[1] "Starting iterative with newton 1.27421587031098"
[1] "Starting newton at: 1.5178497979045"
[1] "Newton iter: 1, lambda:1.2413621679923, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.16872692787981, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.16138469212005, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.16130700180517, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16130699309926, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16130699309926"
[1] "Starting iterative with newton 1.16130699309926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11576319200962"
[1] "Starting iterative with newton 1.11576319200962"
[1] "Starting newton at: 1.30225840189467"
[1] "Newton iter: 1, lambda:1.21925013692602, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.21088777119428, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.21079762401729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2107976135101, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2107976135101, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2107976135101"
[1] "Starting iterative with newton 1.2107976135101"
[1] "Starting newton at: 1.40346695270674"
[1] "Newton iter: 1, lambda:1.32390882197452, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.31769805461454, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.31765716433112, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31765716255129, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31765716433112"
[1] "Starting iterative with newton 1.31765716433112"
[1] "Starting newton at: 1.4990030323705"
[1] "Newton iter: 1, lambda:1.42865442839107, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.42474867203803, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.42473552618341, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4247355260339, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4247355260339"
[1] "Starting iterative with newton 1.4247355260339"
[1] "Starting newton at: 1.60643610382843"
[1] "Newton iter: 1, lambda:1.51321071111696, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.5078016953556, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5077805218223, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50778052149554, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50778052149554"
[1] "Starting iterative with newton 1.50778052149554"
[1] "Starting newton at: 1.70384180370821"
[1] "Newton iter: 1, lambda:1.59245548942399, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.58643502441012, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.58641302630248, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58641302600589, diff to last: 0"
[1] "Final threshold is: 0.0731271024801732"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.849855279032351"
[1] "Starting iterative with newton 0.849855279032351"
[1] "Starting newton at: 1.27858958351668"
[1] "Newton iter: 1, lambda:1.26280782981584, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.26253042192679, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26253033525668, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26253033525667, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26253033525667"
[1] "Starting iterative with newton 1.26253033525667"
[1] "Starting newton at: 1.69498565668636"
[1] "Newton iter: 1, lambda:1.71770288533685, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.71752672577256, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71752671599716, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.71752671599716"
[1] "Starting iterative with newton 1.71752671599716"
[1] "Starting newton at: 1.99538724927211"
[1] "Newton iter: 1, lambda:2.01374354855218, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.01374170328515, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0137417032852, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.01374170328515"
[1] "Starting iterative with newton 2.01374170328515"
[1] "Starting newton at: 2.14979864914765"
[1] "Newton iter: 1, lambda:2.16867687940257, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.16871715578723, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16871715599647, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16871715599647"
[1] "Starting iterative with newton 2.16871715599647"
[1] "Starting newton at: 2.30123937826857"
[1] "Newton iter: 1, lambda:2.24266525732506, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.24340639952648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.2434064950743, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2434064950743, diff to last: 0"
[1] "Final threshold is: 0.103411793744755"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921245388030826"
[1] "Starting iterative with newton 0.921245388030826"
[1] "Starting newton at: 1.24946416453587"
[1] "Newton iter: 1, lambda:1.26312405966819, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.26290696865424, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26290691417903, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26290691417903, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26290691417903"
[1] "Starting iterative with newton 1.26290691417903"
[1] "Starting newton at: 1.6106226058776"
[1] "Newton iter: 1, lambda:1.60576083792943, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.60574848721054, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60574848713003, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60574848713003"
[1] "Starting iterative with newton 1.60574848713003"
[1] "Starting newton at: 1.77915119775734"
[1] "Newton iter: 1, lambda:1.83132988352588, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.83052127279945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83052111412797, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83052111412797, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83052111412797"
[1] "Starting iterative with newton 1.83052111412797"
[1] "Starting newton at: 1.99716675354747"
[1] "Newton iter: 1, lambda:1.95117766697646, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.95099996587646, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95099996183057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95099996587646"
[1] "Starting iterative with newton 1.95099996587646"
[1] "Starting newton at: 2.13373301310337"
[1] "Newton iter: 1, lambda:2.01653557194661, diff to last: 0.117"
[1] "Newton iter: 2, lambda:2.01690748275131, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01690747233531, diff to last: 0"
[1] "Newton iter: 4, lambda:2.01690747233531, diff to last: 0"
[1] "Final threshold is: 0.0929711222595383"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460958787325479"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57845132958928"
[1] "Newton iter: 1, lambda:1.71758540192163, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.70851763999939, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.70849144757359, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70849144734791, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70849144757359"
[1] "Starting iterative with newton 1.70849144757359"
[1] "Starting newton at: 2.39106450543548"
[1] "Newton iter: 1, lambda:2.30403570047656, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.30773229310374, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.30773828336431, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30773828338013, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30773828336431"
[1] "Starting iterative with newton 2.30773828336431"
[1] "Starting newton at: 2.52999076663293"
[1] "Newton iter: 1, lambda:2.58094858242582, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.5823864080385, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58238759302538, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58238759302619, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58238759302538"
[1] "Starting iterative with newton 2.58238759302538"
[1] "Starting newton at: 2.69930291061274"
[1] "Newton iter: 1, lambda:2.70324239785173, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.70325190581622, diff to last: 0"
[1] "Newton iter: 3, lambda:2.70325190587166, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.70325190581622"
[1] "Starting iterative with newton 2.70325190581622"
[1] "Starting newton at: 2.7937760442406"
[1] "Newton iter: 1, lambda:2.75158921895152, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.75270950904529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.75271029671393, diff to last: 0"
[1] "Newton iter: 4, lambda:2.75271029671432, diff to last: 0"
[1] "Final threshold is: 0.126888600023179"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07312710248017323}, {'ad': 0.10341179374475526, 'da': 0.09297112225953834, 'dd': 0.12688860002317942}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465684367034225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019440299396553454
0.019440299396553454
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.289303362393"
[1] "Starting iterative with newton 68.289303362393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.2176751957664"
[1] "Starting iterative with newton 32.2176751957664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5680934833787"
[1] "Starting iterative with newton 17.5680934833787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.621543447064"
[1] "Starting iterative with newton 16.621543447064"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.011728630424"
[1] "Starting iterative with newton 11.011728630424"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.96454555056675"
[1] "Starting iterative with newton 7.96454555056675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.78943098988755"
[1] "Starting iterative with newton 6.78943098988755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.71315412076282"
[1] "Starting iterative with newton 5.71315412076282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.32926481657928"
[1] "Starting iterative with newton 4.32926481657928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58535845265888"
[1] "Starting iterative with newton 3.58535845265888"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49669944281536"
[1] "Starting iterative with newton 3.49669944281536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64564262843782"
[1] "Starting iterative with newton 2.64564262843782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01513490524926"
[1] "Starting iterative with newton 2.01513490524926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18441160927371"
[1] "Starting iterative with newton 2.18441160927371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59931681591783"
[1] "Starting iterative with newton 1.59931681591783"
[1] "Starting newton at: 1.83328524836202"
[1] "Newton iter: 1, lambda:1.41984811860522, diff to last: 0.413"
[1] "Newton iter: 2, lambda:1.34263980894978, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.33661124445261, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.33657201221665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33657201054953, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33657201054953"
[1] "Starting iterative with newton 1.33657201054953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465684367034225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019440299396553454
0.019440299396553454
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0476974068912407, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.047756483719449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0477564838099864, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.047756483719449"
[1] "Starting iterative with newton 0.047756483719449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00830306158852911, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00830372442504618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0083037244250504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0083037244250504"
[1] "Starting iterative with newton 0.0083037244250504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00795714119738265, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00795773899196755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00795773899197093, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00795773899197093"
[1] "Starting iterative with newton 0.00795773899197093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00795412724472066, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00795472449081875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00795472449082212, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00795472449082212"
[1] "Starting iterative with newton 0.00795472449082212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00795410098632139, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00795469822764228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00795469822764564, diff to last: 0"
[1] "Final threshold is: 0.000154641715154664"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0917917539976773, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0922933094182583, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0922933243799293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0922933243799293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0922933243799293"
[1] "Starting iterative with newton 0.0922933243799293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198710560697247, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198808577152047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0198808577175897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0198808577152047"
[1] "Starting iterative with newton 0.0198808577152047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0183158099674155, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0183237789479518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0183237789494604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0183237789479518"
[1] "Starting iterative with newton 0.0183237789479518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0182829735670512, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.018290906387172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182909063886656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.018290906387172"
[1] "Starting iterative with newton 0.018290906387172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018282280618747, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182902126768749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182902126783681, diff to last: 0"
[1] "Final threshold is: 0.000355567210465085"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165117405950131, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.167728335188286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.167728981895775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167728981895814, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.167728981895775"
[1] "Starting iterative with newton 0.167728981895775"
[1] "Starting newton at: 0.104611730262536"
[1] "Newton iter: 1, lambda:0.0602900385324605, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0603938178616161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0603938184303901, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0603938184303901"
[1] "Starting iterative with newton 0.0603938184303901"
[1] "Starting newton at: 0.0615557060289785"
[1] "Newton iter: 1, lambda:0.0568165558616183, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.056817685859812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568176858598763, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0568176858598763"
[1] "Starting iterative with newton 0.0568176858598763"
[1] "Starting newton at: 0.0651318385994923"
[1] "Newton iter: 1, lambda:0.0566936812372692, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0566972580646712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566972580653139, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0566972580646712"
[1] "Starting iterative with newton 0.0566972580646712"
[1] "Starting newton at: 0.0652522663946974"
[1] "Newton iter: 1, lambda:0.0566895166817999, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0566931997229868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566931997236681, diff to last: 0"
[1] "Final threshold is: 0.00110213277636346"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.19133415536941"
[1] "Newton iter: 1, lambda:0.149759552166002, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.149914882560682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.149914884735957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149914882560682"
[1] "Starting iterative with newton 0.149914882560682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278206345497645, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278484699626326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278484699905013, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0278484699905013"
[1] "Starting iterative with newton 0.0278484699905013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241634552708137, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0241828845173553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0241828845299186, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0241828845299186"
[1] "Starting iterative with newton 0.0241828845299186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0240576702179888, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0240768828921953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0240768829044502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0240768829044502"
[1] "Starting iterative with newton 0.0240768829044502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0240546147478624, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0240738211882518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0240738212004979, diff to last: 0"
[1] "Final threshold is: 0.000468002291518707"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165634604772745, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.16857157250085, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16857248957179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168572489571879, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.16857248957179"
[1] "Starting iterative with newton 0.16857248957179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569795019686781, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571549551850363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571549568481091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0571549551850363"
[1] "Starting iterative with newton 0.0571549551850363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0525820467700779, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0527254884355714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527254895028443, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0527254884355714"
[1] "Starting iterative with newton 0.0527254884355714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524079499817338, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525502007895457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525502018373894, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525502007895457"
[1] "Starting iterative with newton 0.0525502007895457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524010622069508, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525432660191676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525432670662485, diff to last: 0"
[1] "Final threshold is: 0.00102145682268537"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179694587803857"
[1] "Newton iter: 1, lambda:0.269655837042971, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.270979163996611, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.270979447669117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27097944766913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270979447669117"
[1] "Starting iterative with newton 0.270979447669117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1036017257557, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104552443223022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104552523192426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104552523192426, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.104552523192426"
[1] "Starting iterative with newton 0.104552523192426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0934412344617154, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941783717851857, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941784176226486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941784176226488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0941784176226488"
[1] "Starting iterative with newton 0.0941784176226488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927969602419598, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935217130192405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935217571929328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.093521757192933, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0935217571929328"
[1] "Starting iterative with newton 0.0935217571929328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927561401104486, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0934801126879902, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0934801567579974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0934801567579976, diff to last: 0"
[1] "Final threshold is: 0.00181728223501222"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.479029642076813"
[1] "Newton iter: 1, lambda:0.330137882142123, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.334620127182247, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.334624304746179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334624304749805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334624304746179"
[1] "Starting iterative with newton 0.334624304746179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111848066040947, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113098772381263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113098928674387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11309892867439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.11309892867439"
[1] "Starting iterative with newton 0.11309892867439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0969728671109378, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978385642066585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0978386331873642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978386331873646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0978386331873642"
[1] "Starting iterative with newton 0.0978386331873642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959441509891412, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967865918139591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967866567554209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967866567554213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0967866567554209"
[1] "Starting iterative with newton 0.0967866567554209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958732366255229, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967140894317241, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967141541023002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967141541023006, diff to last: 0"
[1] "Final threshold is: 0.00188015211163313"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.275336628399818"
[1] "Newton iter: 1, lambda:0.383287394790814, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.386088347757228, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.386090202420852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386090202421665, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.386090202421665"
[1] "Starting iterative with newton 0.386090202421665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128161936954676, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130120568971595, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130121026014818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130121026014843, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130121026014818"
[1] "Starting iterative with newton 0.130121026014818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106381411770229, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107607973125478, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107608136158007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10760813615801, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107608136158007"
[1] "Starting iterative with newton 0.107608136158007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104480157030137, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105652554623917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105652702234545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105652702234548, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105652702234545"
[1] "Starting iterative with newton 0.105652702234545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104315212729084, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105482981464685, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105483127796129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105483127796132, diff to last: 0"
[1] "Final threshold is: 0.00205062358564166"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.319933975152993"
[1] "Newton iter: 1, lambda:0.493163198933994, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.502843316151279, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.502872581360949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502872581627792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.502872581360949"
[1] "Starting iterative with newton 0.502872581360949"
[1] "Starting newton at: 0.344863174073756"
[1] "Newton iter: 1, lambda:0.177750454208225, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.182057677228413, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182060561662026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182060561663319, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.182060561662026"
[1] "Starting iterative with newton 0.182060561662026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146190307292238, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149152171125475, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149153386351189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149153386351394, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.149153386351189"
[1] "Starting iterative with newton 0.149153386351189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142960763016782, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145757667770343, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145758737923391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145758737923547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145758737923391"
[1] "Starting iterative with newton 0.145758737923391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142626894535521, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145407109027603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145408165074926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145408165075078, diff to last: 0"
[1] "Final threshold is: 0.00282677826376298"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.58535845265888"
[1] "Starting iterative with newton 3.58535845265888"
[1] "Starting newton at: 0.655519636652315"
[1] "Newton iter: 1, lambda:0.586414959334108, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.588152684539344, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.588153807084152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588153807084621, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588153807084152"
[1] "Starting iterative with newton 0.588153807084152"
[1] "Starting newton at: 0.353553756963663"
[1] "Newton iter: 1, lambda:0.23052539181843, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.233417261747121, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.233418873077725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233418873078226, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.233418873078226"
[1] "Starting iterative with newton 0.233418873078226"
[1] "Starting newton at: 0.373885927817537"
[1] "Newton iter: 1, lambda:0.183209224420189, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.18937145998507, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.189377954896817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189377954904031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189377954904031"
[1] "Starting iterative with newton 0.189377954904031"
[1] "Starting newton at: 0.369368836379723"
[1] "Newton iter: 1, lambda:0.17775289408413, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.183881809424604, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183888133134227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183888133140958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183888133134227"
[1] "Starting iterative with newton 0.183888133134227"
[1] "Starting newton at: 0.366570662447475"
[1] "Newton iter: 1, lambda:0.177223017809546, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.183197077416844, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183203073611886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183203073617926, diff to last: 0"
[1] "Final threshold is: 0.00356152260138389"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.49669944281536"
[1] "Starting iterative with newton 3.49669944281536"
[1] "Starting newton at: 0.648723345225808"
[1] "Newton iter: 1, lambda:0.570120889064188, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.572228428306225, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.572229982365861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572229982366706, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572229982365861"
[1] "Starting iterative with newton 0.572229982365861"
[1] "Starting newton at: 0.318439400680265"
[1] "Newton iter: 1, lambda:0.240144238397388, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.241348461144862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24134874757013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241348747570147, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241348747570147"
[1] "Starting iterative with newton 0.241348747570147"
[1] "Starting newton at: 0.358636997864866"
[1] "Newton iter: 1, lambda:0.194337125666893, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.199089057769243, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199093067787491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199093067790346, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199093067787491"
[1] "Starting iterative with newton 0.199093067787491"
[1] "Starting newton at: 0.35019876596055"
[1] "Newton iter: 1, lambda:0.189121428158803, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.193626419230131, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.193629971278025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193629971280233, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193629971280233"
[1] "Starting iterative with newton 0.193629971280233"
[1] "Starting newton at: 0.355368450932614"
[1] "Newton iter: 1, lambda:0.18806961064813, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.192918504788912, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.192922612099004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192922612101951, diff to last: 0"
[1] "Final threshold is: 0.00375047333962707"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.64564262843782"
[1] "Starting iterative with newton 2.64564262843782"
[1] "Starting newton at: 0.599155826292638"
[1] "Newton iter: 1, lambda:0.616952204430721, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.617077911946317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.617077918185473, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617077918185473"
[1] "Starting iterative with newton 0.617077918185473"
[1] "Starting newton at: 0.296450289627539"
[1] "Newton iter: 1, lambda:0.3167090042491, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.316814736893287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31681473976828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316814736893287"
[1] "Starting iterative with newton 0.316814736893287"
[1] "Starting newton at: 0.329641828358753"
[1] "Newton iter: 1, lambda:0.26646200949968, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.267390773313152, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.267390974930851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26739097493086, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267390974930851"
[1] "Starting iterative with newton 0.267390974930851"
[1] "Starting newton at: 0.342896158878103"
[1] "Newton iter: 1, lambda:0.257520345001846, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.259185516866875, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.259186154119357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25918615411945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.259186154119357"
[1] "Starting iterative with newton 0.259186154119357"
[1] "Starting newton at: 0.347590169299729"
[1] "Newton iter: 1, lambda:0.25590778212726, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.257821749718067, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.257822589244633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257822589244794, diff to last: 0"
[1] "Final threshold is: 0.00501214832611028"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.01513490524926"
[1] "Starting iterative with newton 2.01513490524926"
[1] "Starting newton at: 0.784465906702831"
[1] "Newton iter: 1, lambda:0.70366513099847, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.706707508367813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.706711960469663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.706711960479187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.706711960479187"
[1] "Starting iterative with newton 0.706711960479187"
[1] "Starting newton at: 0.582812420489558"
[1] "Newton iter: 1, lambda:0.424472719388247, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.432959153082653, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.432984311568493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432984311789326, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.432984311568493"
[1] "Starting iterative with newton 0.432984311568493"
[1] "Starting newton at: 0.29157959549629"
[1] "Newton iter: 1, lambda:0.370865549823195, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.37288551750981, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.372886819816368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37288681981691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.372886819816368"
[1] "Starting iterative with newton 0.372886819816368"
[1] "Starting newton at: 0.291170233698447"
[1] "Newton iter: 1, lambda:0.358211116674939, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.359623507076987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.359624130560879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359624130561001, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359624130561001"
[1] "Starting iterative with newton 0.359624130561001"
[1] "Starting newton at: 0.292684528858381"
[1] "Newton iter: 1, lambda:0.355461424138817, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.356693599535807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356694071838686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356694071838755, diff to last: 0"
[1] "Final threshold is: 0.00693423954952114"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.18441160927371"
[1] "Starting iterative with newton 2.18441160927371"
[1] "Starting newton at: 0.549604359793187"
[1] "Newton iter: 1, lambda:0.646066423448264, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.650126174991827, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.650133176786809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650133176807609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.650133176786809"
[1] "Starting iterative with newton 0.650133176786809"
[1] "Starting newton at: 0.278018684607138"
[1] "Newton iter: 1, lambda:0.383896516736805, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.387377070390949, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.387380791295599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38738079129985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387380791295599"
[1] "Starting iterative with newton 0.387380791295599"
[1] "Starting newton at: 0.294880338888482"
[1] "Newton iter: 1, lambda:0.335625565034084, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.336099667267773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336099731222254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336099731222256, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.336099731222254"
[1] "Starting iterative with newton 0.336099731222254"
[1] "Starting newton at: 0.285877952955703"
[1] "Newton iter: 1, lambda:0.32546818139595, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.32590855047437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.325908604778165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325908604778166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.325908604778165"
[1] "Starting iterative with newton 0.325908604778165"
[1] "Starting newton at: 0.285121918591111"
[1] "Newton iter: 1, lambda:0.323465129786366, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.323876808516488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32387685582234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323876855822341, diff to last: 0"
[1] "Final threshold is: 0.00629626304480067"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194402993965535"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.59931681591783"
[1] "Starting iterative with newton 1.59931681591783"
[1] "Starting newton at: 0.698262593464917"
[1] "Newton iter: 1, lambda:0.776551831558766, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.78004344685587, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.780050210586792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780050210612139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780050210586792"
[1] "Starting iterative with newton 0.780050210586792"
[1] "Starting newton at: 0.482028235103145"
[1] "Newton iter: 1, lambda:0.55903285621236, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.561723877526168, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.561727115737673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561727115742359, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.561727115737673"
[1] "Starting iterative with newton 0.561727115737673"
[1] "Starting newton at: 0.506786939570867"
[1] "Newton iter: 1, lambda:0.50121539039018, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.501228313325552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.501228313395149, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.501228313395149"
[1] "Starting iterative with newton 0.501228313395149"
[1] "Starting newton at: 0.516274146517394"
[1] "Newton iter: 1, lambda:0.483934373646514, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.484358811820822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.484358885379181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.484358885379183, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.484358885379183"
[1] "Starting iterative with newton 0.484358885379183"
[1] "Starting newton at: 0.515752031862205"
[1] "Newton iter: 1, lambda:0.479107062551989, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.479648474846258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479648593846098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479648593846104, diff to last: 0"
[1] "Final threshold is: 0.00932451226950402"
threshold is:
[{'ad': 0.0001546417151546644, 'da': 0.0003555672104650851, 'dd': 0.0011021327763634638}, {'ad': 0.0004680022915187072, 'da': 0.0010214568226853708, 'dd': 0.0018172822350122195}, {'ad': 0.001880152111633125, 'da': 0.0020506235856416638, 'dd': 0.0028267782637629835}, {'ad': 0.003561522601383885, 'da': 0.0037504733396270724, 'dd': 0.005012148326110283}, {'ad': 0.006934239549521141, 'da': 0.006296263044800672, 'dd': 0.00932451226950402}]
Number of points in noise estimation: 128
Estimated noise: 0.046095878732547904
0.046095878732547904
threshold is:
[{'ad': 0.019603425019762533, 'da': 0.01777785499853249, 'dd': 0.0038300309322832383}, {'ad': 0.009041440822903812, 'da': 0.00504941279616096, 'dd': 0.008116456277474614}, {'ad': 0.01291253722459329, 'da': 0.010115595307141442, 'dd': 0.01612739639948342}, {'ad': 0.023780238568174013, 'da': 0.02157203588974596, 'dd': 0.028227103747792758}, {'ad': 0.041673861929832245, 'da': 0.03762850225652758, 'dd': 0.058875146629438165}]
['baboon256', 0.025, 0, 0.0006191601167127144, 0.0010071536902925015, 0.0008943909650177809, 0.006736850342204804, 0.0012703688595045552, 0.0014076260674987825, 0.0005423816544029729, 0.0006191601167127147, 32.08197026565226, 29.96904251638083, 30.484725966029345, 21.715431003060054, 28.960701606278512, 28.515126991641747, 32.65695008533139, 32.08197026565226]
baboon256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.046000103826190006
0.046000103826190006
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091566934781239, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0920952810255411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0920952985761394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920952985761394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0920952985761394"
[1] "Starting iterative with newton 0.0920952985761394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335154609840124, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335429628275508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335429628460658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0335429628275508"
[1] "Starting iterative with newton 0.0335429628275508"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0323901399690258, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0324157416941323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0324157417101245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0324157416941323"
[1] "Starting iterative with newton 0.0324157416941323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0323679125063572, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0323934777434788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0323934777594245, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0323934777594245"
[1] "Starting iterative with newton 0.0323934777594245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032367473282984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0323930377994646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0323930378154094, diff to last: 0"
[1] "Final threshold is: 0.00149008310202107"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.25625212974142"
[1] "Newton iter: 1, lambda:0.237016020377769, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.237065365812375, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237065366137845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.237065366137845"
[1] "Starting iterative with newton 0.237065366137845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0740589737185426, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0744417549277873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0744417651639333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0744417651639333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0744417549277873"
[1] "Starting iterative with newton 0.0744417549277873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066378248499739, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666608858213438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666608909496142, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666608909496142"
[1] "Starting iterative with newton 0.0666608909496142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066012692121884, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662911361573758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662911411151592, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0662911361573758"
[1] "Starting iterative with newton 0.0662911361573758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659953123687296, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662735583037137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662735632535261, diff to last: 0"
[1] "Final threshold is: 0.00304859056290189"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.217596430815491"
[1] "Newton iter: 1, lambda:0.284713170967503, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.285463794259531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.285463887227992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285463887227993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.285463887227992"
[1] "Starting iterative with newton 0.285463887227992"
[1] "Starting newton at: 0.24447860456663"
[1] "Newton iter: 1, lambda:0.120483161194371, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.121976941600142, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121977159137329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121977159137334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121977159137334"
[1] "Starting iterative with newton 0.121977159137334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109863625797515, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110992978546773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110993097759309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11099309775931, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110993097759309"
[1] "Starting iterative with newton 0.110993097759309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109126863693869, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110237989118162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110238104190398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110238104190399, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110238104190399"
[1] "Starting iterative with newton 0.110238104190399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109076119418853, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110185997129852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110186111921671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110186111921672, diff to last: 0"
[1] "Final threshold is: 0.00506857258860111"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.306812163840517"
[1] "Newton iter: 1, lambda:0.299394913791021, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.299405095883753, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29940509590296, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299405095883753"
[1] "Starting iterative with newton 0.299405095883753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114361411540902, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115721288272313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115721480159658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115721480159662, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115721480159658"
[1] "Starting iterative with newton 0.115721480159658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0991436710078256, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100120721714943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100120816484498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100120816484499, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100120816484499"
[1] "Starting iterative with newton 0.100120816484499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0978433834471219, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987908101361733, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987908988618824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987908988618832, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0987908988618824"
[1] "Starting iterative with newton 0.0987908988618824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0977325496117631, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0986774734101256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0986775616347544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0986775616347552, diff to last: 0"
[1] "Final threshold is: 0.00453917808051397"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.558630036095637"
[1] "Newton iter: 1, lambda:0.415120669175823, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.420399991132448, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.420407383900925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420407383915406, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.420407383900925"
[1] "Starting iterative with newton 0.420407383900925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158279444294638, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161624346709871, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161625837598775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161625837599072, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.161625837598775"
[1] "Starting iterative with newton 0.161625837598775"
[1] "Starting newton at: 0.234757885819102"
[1] "Newton iter: 1, lambda:0.137288665715573, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.13845561552333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.138455783273804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138455783273807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138455783273807"
[1] "Starting iterative with newton 0.138455783273807"
[1] "Starting newton at: 0.218249001814514"
[1] "Newton iter: 1, lambda:0.135498664554207, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.136334191932911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.136334277306381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136334277306382, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136334277306381"
[1] "Starting iterative with newton 0.136334277306381"
[1] "Starting newton at: 0.22037050778194"
[1] "Newton iter: 1, lambda:0.135256049613414, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.136139346356442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13613944170752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136139441707521, diff to last: 0"
[1] "Final threshold is: 0.00626242845338545"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.32477677638721"
[1] "Starting iterative with newton 3.32477677638721"
[1] "Starting newton at: 0.491030793672131"
[1] "Newton iter: 1, lambda:0.615207247661039, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.6215420177981, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.621557997481882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621557997583367, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621557997481882"
[1] "Starting iterative with newton 0.621557997481882"
[1] "Starting newton at: 0.458704705200105"
[1] "Newton iter: 1, lambda:0.236082491707863, diff to last: 0.223"
[1] "Newton iter: 2, lambda:0.246092417281914, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.246112981851468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246112981938228, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.246112981851468"
[1] "Starting iterative with newton 0.246112981851468"
[1] "Starting newton at: 0.195567789017332"
[1] "Newton iter: 1, lambda:0.201257336899895, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.201263064485344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201263064491148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.201263064485344"
[1] "Starting iterative with newton 0.201263064485344"
[1] "Starting newton at: 0.227824444967978"
[1] "Newton iter: 1, lambda:0.195802278453195, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.195980310562975, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195980316069102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.195980310562975"
[1] "Starting iterative with newton 0.195980310562975"
[1] "Starting newton at: 0.227373531863427"
[1] "Newton iter: 1, lambda:0.195177785200072, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.195357366761259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195357372351604, diff to last: 0"
[1] "Final threshold is: 0.00898645941138546"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.80557581084112"
[1] "Starting iterative with newton 2.80557581084112"
[1] "Starting newton at: 0.587655280510313"
[1] "Newton iter: 1, lambda:0.611615571058961, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.611842910001762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611842930327041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611842930327041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611842930327041"
[1] "Starting iterative with newton 0.611842930327041"
[1] "Starting newton at: 0.291810549895443"
[1] "Newton iter: 1, lambda:0.296739765259079, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.296745699377967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296745699386564, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296745699377967"
[1] "Starting iterative with newton 0.296745699377967"
[1] "Starting newton at: 0.384695202439236"
[1] "Newton iter: 1, lambda:0.241989705329251, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.24643402836271, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.246438385038638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246438385042824, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246438385038638"
[1] "Starting iterative with newton 0.246438385038638"
[1] "Starting newton at: 0.379266315719628"
[1] "Newton iter: 1, lambda:0.233903031763174, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.238435481594694, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.238439932488254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238439932492545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.238439932492545"
[1] "Starting iterative with newton 0.238439932492545"
[1] "Starting newton at: 0.355756760840332"
[1] "Newton iter: 1, lambda:0.233989772823713, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.237167688756554, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.237169870410061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237169870411089, diff to last: 0"
[1] "Final threshold is: 0.0109098386633068"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.4419950406641"
[1] "Starting iterative with newton 2.4419950406641"
[1] "Starting newton at: 0.780999127800836"
[1] "Newton iter: 1, lambda:0.627550385291364, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.636653144411147, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.63668709610914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636687096580108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636687096580108"
[1] "Starting iterative with newton 0.636687096580108"
[1] "Starting newton at: 0.252494564645312"
[1] "Newton iter: 1, lambda:0.348758432833219, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.351374831149901, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.351376748245981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35137674824701, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351376748245981"
[1] "Starting iterative with newton 0.351376748245981"
[1] "Starting newton at: 0.272280328630404"
[1] "Newton iter: 1, lambda:0.301314423351245, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.301531137530426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301531149579105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301531149579105, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301531149579105"
[1] "Starting iterative with newton 0.301531149579105"
[1] "Starting newton at: 0.311684631364708"
[1] "Newton iter: 1, lambda:0.292575324402494, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.292667364846838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292667366985213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.292667364846838"
[1] "Starting iterative with newton 0.292667364846838"
[1] "Starting newton at: 0.316761537856467"
[1] "Newton iter: 1, lambda:0.290919689864011, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.291087432725537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291087439807474, diff to last: 0"
[1] "Final threshold is: 0.0133900521278738"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.85329153100096"
[1] "Starting iterative with newton 1.85329153100096"
[1] "Starting newton at: 0.76501332812023"
[1] "Newton iter: 1, lambda:0.726745183341993, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.727485411299541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.727485692276055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727485692276096, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727485692276055"
[1] "Starting iterative with newton 0.727485692276055"
[1] "Starting newton at: 0.542110741147095"
[1] "Newton iter: 1, lambda:0.471068498544846, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.472942278507466, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.472943600039524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472943600040181, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472943600040181"
[1] "Starting iterative with newton 0.472943600040181"
[1] "Starting newton at: 0.296116767039013"
[1] "Newton iter: 1, lambda:0.409560246528091, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.414067517724205, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.414074559409225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.414074559426402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.414074559409225"
[1] "Starting iterative with newton 0.414074559409225"
[1] "Starting newton at: 0.26563893267704"
[1] "Newton iter: 1, lambda:0.394645631145262, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.400358732444851, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.400369823299382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400369823341151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.400369823341151"
[1] "Starting iterative with newton 0.400369823341151"
[1] "Starting newton at: 0.272853202264695"
[1] "Newton iter: 1, lambda:0.392295435998783, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.397166637050622, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397174661284938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397174661306699, diff to last: 0"
[1] "Final threshold is: 0.018270075656239"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.51756124431717"
[1] "Starting iterative with newton 1.51756124431717"
[1] "Starting newton at: 0.687203614198523"
[1] "Newton iter: 1, lambda:0.780679718443861, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.785753493061107, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.785767993176964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.785767993295157, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.785767993295157"
[1] "Starting iterative with newton 0.785767993295157"
[1] "Starting newton at: 0.692937573419221"
[1] "Newton iter: 1, lambda:0.581656892773266, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.587202762943295, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.587217008181908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587217008275767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.587217008275767"
[1] "Starting iterative with newton 0.587217008275767"
[1] "Starting newton at: 0.472980975678254"
[1] "Newton iter: 1, lambda:0.529644928676783, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.531055800179594, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.531056665919347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531056665919673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.531056665919673"
[1] "Starting iterative with newton 0.531056665919673"
[1] "Starting newton at: 0.457749405191723"
[1] "Newton iter: 1, lambda:0.513680353293281, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.515028990999324, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.515029767641438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515029767641695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.515029767641438"
[1] "Starting iterative with newton 0.515029767641438"
[1] "Starting newton at: 0.462021362021407"
[1] "Newton iter: 1, lambda:0.509477792976734, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.510442140002038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.510442534965642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510442534965708, diff to last: 0"
[1] "Final threshold is: 0.0234804096057232"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47451657022085"
[1] "Starting iterative with newton 1.47451657022085"
[1] "Starting newton at: 0.732443915340712"
[1] "Newton iter: 1, lambda:0.743216597189953, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.743277054097583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.743277055994363, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743277054097583"
[1] "Starting iterative with newton 0.743277054097583"
[1] "Starting newton at: 0.691739651387615"
[1] "Newton iter: 1, lambda:0.563858157971679, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.57070784340854, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.570728261890393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570728262071533, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.570728261890393"
[1] "Starting iterative with newton 0.570728261890393"
[1] "Starting newton at: 0.446182308430091"
[1] "Newton iter: 1, lambda:0.524748688267231, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.527343571899702, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.527346363302803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.527346363306031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.527346363302803"
[1] "Starting iterative with newton 0.527346363302803"
[1] "Starting newton at: 0.43900762914507"
[1] "Newton iter: 1, lambda:0.513906586448814, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.516233292367251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.516235508863133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.516235508865143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.516235508865143"
[1] "Starting iterative with newton 0.516235508865143"
[1] "Starting newton at: 0.439940926843671"
[1] "Newton iter: 1, lambda:0.511272039646699, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.513374205989525, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513376009456177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513376009457504, diff to last: 0"
[1] "Final threshold is: 0.0236153497369203"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15324975533714"
[1] "Starting iterative with newton 1.15324975533714"
[1] "Starting newton at: 0.816987267287569"
[1] "Newton iter: 1, lambda:0.864818648304586, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.866297622851563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.866299009296016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.866299009297233, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.866299009296016"
[1] "Starting iterative with newton 0.866299009296016"
[1] "Starting newton at: 0.814180756180828"
[1] "Newton iter: 1, lambda:0.77187709721775, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.772911532520837, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.77291216204164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.772912162041874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.772912162041874"
[1] "Starting iterative with newton 0.772912162041874"
[1] "Starting newton at: 0.817212058522301"
[1] "Newton iter: 1, lambda:0.738097552600081, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.741572489626484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.741579418475768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741579418503282, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741579418475768"
[1] "Starting iterative with newton 0.741579418475768"
[1] "Starting newton at: 0.823327314031664"
[1] "Newton iter: 1, lambda:0.725741881445819, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.73094332000805, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.730958716159822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730958716294469, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730958716159822"
[1] "Starting iterative with newton 0.730958716159822"
[1] "Starting newton at: 0.822307108405378"
[1] "Newton iter: 1, lambda:0.721837710579623, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.727328875226011, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.727345983832044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727345983997805, diff to last: 0"
[1] "Final threshold is: 0.0334579907738363"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.836702032880036"
[1] "Starting iterative with newton 0.836702032880036"
[1] "Starting newton at: 1.16070006102123"
[1] "Newton iter: 1, lambda:1.01750608610226, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.03234312528195, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03252002895765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03252005389752, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03252005389752, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03252005389752"
[1] "Starting iterative with newton 1.03252005389752"
[1] "Starting newton at: 1.1601168452556"
[1] "Newton iter: 1, lambda:1.11907376559267, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.12045837960913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.12046000108029, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12046000108251, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12046000108029"
[1] "Starting iterative with newton 1.12046000108029"
[1] "Starting newton at: 1.15265465518607"
[1] "Newton iter: 1, lambda:1.15910045575709, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.15913663336077, diff to last: 0"
[1] "Newton iter: 3, lambda:1.15913663449555, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.15913663449555"
[1] "Starting iterative with newton 1.15913663449555"
[1] "Starting newton at: 1.16473049412596"
[1] "Newton iter: 1, lambda:1.17590034206314, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.17601055813595, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17601056878727, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17601056878727, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17601056878727"
[1] "Starting iterative with newton 1.17601056878727"
[1] "Starting newton at: 1.16874249147517"
[1] "Newton iter: 1, lambda:1.18316449574659, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.18334954200394, diff to last: 0"
[1] "Newton iter: 3, lambda:1.1833495721762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1833495721762, diff to last: 0"
[1] "Final threshold is: 0.0544342031827827"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.926659955647449"
[1] "Starting iterative with newton 0.926659955647449"
[1] "Starting newton at: 1.04442014622447"
[1] "Newton iter: 1, lambda:0.893079823192368, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.907234657257137, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.907370327974598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.907370340355877, diff to last: 0"
[1] "Newton iter: 5, lambda:0.907370340355877, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.907370340355877"
[1] "Starting iterative with newton 0.907370340355877"
[1] "Starting newton at: 1.03969863616354"
[1] "Newton iter: 1, lambda:0.886009004386924, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.900522911729065, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.900664844604179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900664858086249, diff to last: 0"
[1] "Newton iter: 5, lambda:0.900664858086249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.900664858086249"
[1] "Starting iterative with newton 0.900664858086249"
[1] "Starting newton at: 1.04030762564349"
[1] "Newton iter: 1, lambda:0.883031605617314, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.898174286362749, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.898328550456334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898328566354739, diff to last: 0"
[1] "Newton iter: 5, lambda:0.898328566354739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.898328566354739"
[1] "Starting iterative with newton 0.898328566354739"
[1] "Starting newton at: 1.03961421491825"
[1] "Newton iter: 1, lambda:0.882199088983481, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.897359368333183, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.897513895531876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897513911474705, diff to last: 0"
[1] "Newton iter: 5, lambda:0.897513911474705, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.897513895531876"
[1] "Starting iterative with newton 0.897513895531876"
[1] "Starting newton at: 1.03917276254791"
[1] "Newton iter: 1, lambda:0.881954564414929, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.897076043084293, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.897229743966753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897229759736126, diff to last: 0"
[1] "Newton iter: 5, lambda:0.897229759736126, diff to last: 0"
[1] "Final threshold is: 0.0412726621038093"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.24038074035774"
[1] "Newton iter: 1, lambda:1.20950090355842, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.21040393980827, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21040473117366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21040473117427, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21040473117366"
[1] "Starting iterative with newton 1.21040473117366"
[1] "Starting newton at: 1.27924861452935"
[1] "Newton iter: 1, lambda:1.47188875069847, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.52039790648542, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.52321647048921, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.52322559880741, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5232255989029, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52322559880741"
[1] "Starting iterative with newton 1.52322559880741"
[1] "Starting newton at: 1.86699722125752"
[1] "Newton iter: 1, lambda:1.64687633302198, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.69240234170426, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.69511290130863, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.69512209215952, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69512209226488, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69512209215952"
[1] "Starting iterative with newton 1.69512209215952"
[1] "Starting newton at: 1.87503755174155"
[1] "Newton iter: 1, lambda:1.77605153067928, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.78729989302863, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.78746689025002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78746692658981, diff to last: 0"
[1] "Newton iter: 5, lambda:1.78746692658981, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78746692658981"
[1] "Starting iterative with newton 1.78746692658981"
[1] "Starting newton at: 1.8682849465461"
[1] "Newton iter: 1, lambda:1.83525046932601, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.83664608042567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8366486806626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83664868067161, diff to last: 0"
[1] "Final threshold is: 0.084486030003129"
threshold is:
[{'ad': 0.0014900831020210703, 'da': 0.0030485905629018886, 'dd': 0.00506857258860111}, {'ad': 0.0045391780805139675, 'da': 0.0062624284533854485, 'dd': 0.00898645941138546}, {'ad': 0.010909838663306838, 'da': 0.01339005212787378, 'dd': 0.018270075656238983}, {'ad': 0.023480409605723163, 'da': 0.02361534973692027, 'dd': 0.03345799077383635}, {'ad': 0.05443420318278266, 'da': 0.04127266210380933, 'dd': 0.08448603000312899}]
Number of points in noise estimation: 128
Estimated noise: 0.046000103826190006
0.046000103826190006
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8430431118082"
[1] "Starting iterative with newton 28.8430431118082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.0691350116328"
[1] "Starting iterative with newton 14.0691350116328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.62098746311276"
[1] "Starting iterative with newton 7.62098746311276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.95225339726406"
[1] "Starting iterative with newton 6.95225339726406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.78941680876444"
[1] "Starting iterative with newton 4.78941680876444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.32477677638721"
[1] "Starting iterative with newton 3.32477677638721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.80557581084112"
[1] "Starting iterative with newton 2.80557581084112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.4419950406641"
[1] "Starting iterative with newton 2.4419950406641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.85329153100096"
[1] "Starting iterative with newton 1.85329153100096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51756124431717"
[1] "Starting iterative with newton 1.51756124431717"
[1] "Starting newton at: 1.75034672241071"
[1] "Newton iter: 1, lambda:1.38875332474863, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.31635701707261, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.31081030448059, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.31077582941142, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31077582807583, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31077582807583"
[1] "Starting iterative with newton 1.31077582807583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47451657022085"
[1] "Starting iterative with newton 1.47451657022085"
[1] "Starting newton at: 1.75208661305072"
[1] "Newton iter: 1, lambda:1.43117298173689, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.3750605080587, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.37205102977704, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.372041941051, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37204194096794, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37204194096794"
[1] "Starting iterative with newton 1.37204194096794"
[1] "Starting newton at: 1.67605493683513"
[1] "Newton iter: 1, lambda:1.36634836283357, diff to last: 0.31"
[1] "Newton iter: 2, lambda:1.30289088831453, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.29850588917824, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.29848396272341, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29848396217402, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29848396217402"
[1] "Starting iterative with newton 1.29848396217402"
[1] "Starting newton at: 1.55468878262805"
[1] "Newton iter: 1, lambda:1.27679857492047, diff to last: 0.278"
[1] "Newton iter: 2, lambda:1.209533444868, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.20368540828801, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.20363956429482, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20363956147379, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20363956147379"
[1] "Starting iterative with newton 1.20363956147379"
[1] "Starting newton at: 1.47375871958044"
[1] "Newton iter: 1, lambda:1.19465089091412, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.11347928943002, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.10339478217726, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.10323350588532, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10323346464491, diff to last: 0"
[1] "Newton iter: 6, lambda:1.10323346464491, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10323346464491"
[1] "Starting iterative with newton 1.10323346464491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15324975533714"
[1] "Starting iterative with newton 1.15324975533714"
[1] "Starting newton at: 1.33335102528889"
[1] "Newton iter: 1, lambda:1.2024570202703, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.18232846563892, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.181788584515, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18178819310221, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18178819310201, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18178819310201"
[1] "Starting iterative with newton 1.18178819310201"
[1] "Starting newton at: 1.35829100841125"
[1] "Newton iter: 1, lambda:1.2351766174337, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.21842597291975, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.21807560029357, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21807544577816, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21807544577813, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21807544577813"
[1] "Starting iterative with newton 1.21807544577813"
[1] "Starting newton at: 1.40194668546144"
[1] "Newton iter: 1, lambda:1.2881748930765, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.27528499238505, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.27509803898598, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27509799933874, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27509799933874, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27509799933874"
[1] "Starting iterative with newton 1.27509799933874"
[1] "Starting newton at: 1.44488110059611"
[1] "Newton iter: 1, lambda:1.33929340452953, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.32928042657859, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.32917848364565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32917847299544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32917847299544, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32917847299544"
[1] "Starting iterative with newton 1.32917847299544"
[1] "Starting newton at: 1.51228785422976"
[1] "Newton iter: 1, lambda:1.40475626548588, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.39585669861438, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.39578603699263, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39578603249817, diff to last: 0"
[1] "Final threshold is: 0.0642063024140616"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.836702032880036"
[1] "Starting iterative with newton 0.836702032880036"
[1] "Starting newton at: 1.2812476323822"
[1] "Newton iter: 1, lambda:1.2664830128276, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.26624153413258, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26624146886336, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26624146886336, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26624146886336"
[1] "Starting iterative with newton 1.26624146886336"
[1] "Starting newton at: 1.69458204158786"
[1] "Newton iter: 1, lambda:1.72206009991191, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.72179991304829, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72179989185248, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72179989185248, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72179989185248"
[1] "Starting iterative with newton 1.72179989185248"
[1] "Starting newton at: 2.00187407768122"
[1] "Newton iter: 1, lambda:2.01767099901436, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.01766948113611, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01766948113613, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.01766948113611"
[1] "Starting iterative with newton 2.01766948113611"
[1] "Starting newton at: 2.15181719185587"
[1] "Newton iter: 1, lambda:2.17351730029939, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.17356708327664, diff to last: 0"
[1] "Newton iter: 3, lambda:2.17356708358359, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.17356708327664"
[1] "Starting iterative with newton 2.17356708327664"
[1] "Starting newton at: 2.30568230418594"
[1] "Newton iter: 1, lambda:2.24931110754676, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.24997380006639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24997387410476, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24997387410476, diff to last: 0"
[1] "Final threshold is: 0.103499031815034"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.926659955647449"
[1] "Starting iterative with newton 0.926659955647449"
[1] "Starting newton at: 1.26466427747139"
[1] "Newton iter: 1, lambda:1.25854731489939, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.25850361486352, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25850361262591, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25850361262591"
[1] "Starting iterative with newton 1.25850361262591"
[1] "Starting newton at: 1.60565787484938"
[1] "Newton iter: 1, lambda:1.58266988299783, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.58238259742138, diff to last: 0"
[1] "Newton iter: 3, lambda:1.58238255048289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58238255048289, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58238255048289"
[1] "Starting iterative with newton 1.58238255048289"
[1] "Starting newton at: 1.75301555867612"
[1] "Newton iter: 1, lambda:1.80292700631656, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.80209776321992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80209757024052, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80209757024051, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80209757024052"
[1] "Starting iterative with newton 1.80209757024052"
[1] "Starting newton at: 1.971527138076"
[1] "Newton iter: 1, lambda:1.92196940627311, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.92169236411833, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92169235172446, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92169235172446, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92169235172446"
[1] "Starting iterative with newton 1.92169235172446"
[1] "Starting newton at: 2.08994651979939"
[1] "Newton iter: 1, lambda:1.9851564120693, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.98502686964495, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98502686784298, diff to last: 0"
[1] "Final threshold is: 0.0913114420185539"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.04600010382619"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57913525297762"
[1] "Newton iter: 1, lambda:1.71601798838643, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.70710388182126, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.70707757987926, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7070775796433, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.7070775796433"
[1] "Starting iterative with newton 1.7070775796433"
[1] "Starting newton at: 2.22502212830061"
[1] "Newton iter: 1, lambda:2.30744881449898, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.30992939209929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30993202761613, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30993202761912, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30993202761613"
[1] "Starting iterative with newton 2.30993202761613"
[1] "Starting newton at: 2.52519212098935"
[1] "Newton iter: 1, lambda:2.56782183250495, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.56880180305661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.56880233724383, diff to last: 0"
[1] "Newton iter: 4, lambda:2.56880233724399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.56880233724383"
[1] "Starting iterative with newton 2.56880233724383"
[1] "Starting newton at: 2.66842301260242"
[1] "Newton iter: 1, lambda:2.68762130805042, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.68784021843837, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68784024709591, diff to last: 0"
[1] "Newton iter: 4, lambda:2.68784024709592, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.68784024709592"
[1] "Starting iterative with newton 2.68784024709592"
[1] "Starting newton at: 2.78070862422153"
[1] "Newton iter: 1, lambda:2.74040371834205, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.74140642502165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74140704252052, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74140704252075, diff to last: 0"
[1] "Final threshold is: 0.126105008585803"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06420630241406156}, {'ad': 0.10349903181503411, 'da': 0.09131144201855393, 'dd': 0.12610500858580317}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466463575609453. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019484000800736846
0.019484000800736846
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.0960235721339"
[1] "Starting iterative with newton 68.0960235721339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.216056491607"
[1] "Starting iterative with newton 33.216056491607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.9925169448783"
[1] "Starting iterative with newton 17.9925169448783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.4136914882509"
[1] "Starting iterative with newton 16.4136914882509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3074143613119"
[1] "Starting iterative with newton 11.3074143613119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.84952117775179"
[1] "Starting iterative with newton 7.84952117775179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.623730922145"
[1] "Starting iterative with newton 6.623730922145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76534699225332"
[1] "Starting iterative with newton 5.76534699225332"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37546701614891"
[1] "Starting iterative with newton 4.37546701614891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58283575920157"
[1] "Starting iterative with newton 3.58283575920157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4812108671763"
[1] "Starting iterative with newton 3.4812108671763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72272666304912"
[1] "Starting iterative with newton 2.72272666304912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97538384327157"
[1] "Starting iterative with newton 1.97538384327157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.1877670098301"
[1] "Starting iterative with newton 2.1877670098301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59241414820448"
[1] "Starting iterative with newton 1.59241414820448"
[1] "Starting newton at: 1.81805543168363"
[1] "Newton iter: 1, lambda:1.41699293377873, diff to last: 0.401"
[1] "Newton iter: 2, lambda:1.34091387945847, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.33502905685361, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.33499154139974, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33499153987015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33499153987015"
[1] "Starting iterative with newton 1.33499153987015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466463575609453. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019484000800736846
0.019484000800736846
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376944602394438, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.037722845019228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377228450353173, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.037722845019228"
[1] "Starting iterative with newton 0.037722845019228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152479807535736, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152524737225865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152524737229766, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0152524737229766"
[1] "Starting iterative with newton 0.0152524737229766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148431362066678, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014847356567833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148473565681742, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.014847356567833"
[1] "Starting iterative with newton 0.014847356567833"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148358764424309, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148400919918353, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148400919921757, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0148400919918353"
[1] "Starting iterative with newton 0.0148400919918353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148357462729623, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148399617361154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148399617364557, diff to last: 0"
[1] "Final threshold is: 0.000289141826356007"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0783138756340277, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786017337685614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786017376554472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0786017376554472"
[1] "Starting iterative with newton 0.0786017376554472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299937115429651, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0300211735184171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0300211735414381, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0300211735184171"
[1] "Starting iterative with newton 0.0300211735184171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028847418655068, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288723070187956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288723070373211, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0288723070373211"
[1] "Starting iterative with newton 0.0288723070373211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288203581283107, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288451876009099, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288451876193388, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0288451876009099"
[1] "Starting iterative with newton 0.0288451876009099"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288197193865796, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288445474701308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288445474885574, diff to last: 0"
[1] "Final threshold is: 0.000562007186363945"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132033311205603, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133416402600596, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.133416553774847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133416553774849, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133416553774847"
[1] "Starting iterative with newton 0.133416553774847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520673810432857, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0522070781625433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0522070791680558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0522070781625433"
[1] "Starting iterative with newton 0.0522070781625433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0490624748798815, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0491822145795022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0491822152926921, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0491822145795022"
[1] "Starting iterative with newton 0.0491822145795022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489521500765665, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.049071189798093, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0490711905020123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.049071189798093"
[1] "Starting iterative with newton 0.049071189798093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489481030419606, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0490671171300952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0490671178336761, diff to last: 0"
[1] "Final threshold is: 0.000956023763161195"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.142564764843249"
[1] "Newton iter: 1, lambda:0.15552353156864, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.155538658365014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.155538658385604, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.155538658365014"
[1] "Starting iterative with newton 0.155538658365014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029858348055949, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0298920024437115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0298920024864775, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0298920024864775"
[1] "Starting iterative with newton 0.0298920024864775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263001288907717, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263239185878514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263239186073207, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0263239185878514"
[1] "Starting iterative with newton 0.0263239185878514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262027610044501, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262263110616859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262263110807133, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0262263110616859"
[1] "Starting iterative with newton 0.0262263110616859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262001003093614, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262236438400529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262236438590683, diff to last: 0"
[1] "Final threshold is: 0.000510941497577828"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.177853862068738"
[1] "Newton iter: 1, lambda:0.185885485459151, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.185892708080364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185892708086201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.185892708080364"
[1] "Starting iterative with newton 0.185892708080364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0625399521838283, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0627651824596544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0627651853806318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0627651824596544"
[1] "Starting iterative with newton 0.0627651824596544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0571806301623496, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0573607682360506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0573607700237888, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0573607682360506"
[1] "Starting iterative with newton 0.0573607682360506"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569441324832482, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571224323663963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571224341143958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0571224323663963"
[1] "Starting iterative with newton 0.0571224323663963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569337018299553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571119209213058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571119226675699, diff to last: 0"
[1] "Final threshold is: 0.00111276871296234"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.48092057031196"
[1] "Newton iter: 1, lambda:0.237423227049434, diff to last: 0.243"
[1] "Newton iter: 2, lambda:0.2467755433416, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.246789770519691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246789770552589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.246789770552589"
[1] "Starting iterative with newton 0.246789770552589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102339661158218, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103204530221087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103204591892284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103204591892285, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103204591892284"
[1] "Starting iterative with newton 0.103204591892284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0941471370698033, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0948568663448057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948569066266172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0948569066266173, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0948569066266173"
[1] "Starting iterative with newton 0.0948569066266173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0936572176147682, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0943582900970144, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0943583293306754, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0943583293306755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0943583293306754"
[1] "Starting iterative with newton 0.0943583293306754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0936279109428418, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0943284677008579, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0943285068725506, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0943285068725507, diff to last: 0"
[1] "Final threshold is: 0.00183789670343709"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.26637883439224"
[1] "Newton iter: 1, lambda:0.337129732659693, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.338184991927624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33818522441719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338185224417201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33818522441719"
[1] "Starting iterative with newton 0.33818522441719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107984616210145, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109087895281088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109088010396678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109088010396679, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109088010396678"
[1] "Starting iterative with newton 0.109088010396678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0939999860267936, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947670509616635, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0947671020344269, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947671020344271, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0947671020344269"
[1] "Starting iterative with newton 0.0947671020344269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0931170213685487, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.093865623154478, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938656715327147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938656715327149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0938656715327147"
[1] "Starting iterative with newton 0.0938656715327147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0930614000830458, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938088492244686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938088974372097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.09380889743721, diff to last: 0"
[1] "Final threshold is: 0.00182777263278284"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.315892466444482"
[1] "Newton iter: 1, lambda:0.387692099452402, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.388937100675156, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388937470718148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388937470718181, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.388937470718181"
[1] "Starting iterative with newton 0.388937470718181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137197769779961, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139461770418709, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139462385903917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139462385903963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139462385903963"
[1] "Starting iterative with newton 0.139462385903963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11726252554954, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118783498819255, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118783754522293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1187837545223, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1187837545223"
[1] "Starting iterative with newton 0.1187837545223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115580528675785, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117047378918265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1170476150236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117047615023606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117047615023606"
[1] "Starting iterative with newton 0.117047615023606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115439097792294, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116901455127577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116901689644844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11690168964485, diff to last: 0"
[1] "Final threshold is: 0.00227771261464774"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.321875163840677"
[1] "Newton iter: 1, lambda:0.488306134932293, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.497108125549972, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.497132034750554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497132034926609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.497132034750554"
[1] "Starting iterative with newton 0.497132034750554"
[1] "Starting newton at: 0.296321506841221"
[1] "Newton iter: 1, lambda:0.184813352672975, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.186738318889159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.18673889535277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186738895352822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.18673889535277"
[1] "Starting iterative with newton 0.18673889535277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152180265157672, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155422851367698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15542432235342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155424322353723, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.15542432235342"
[1] "Starting iterative with newton 0.15542432235342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149145948845081, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152225717535885, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152227029808796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152227029809034, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.152227029809034"
[1] "Starting iterative with newton 0.152227029809034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148835288840099, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151898711902797, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151900008801622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151900008801854, diff to last: 0"
[1] "Final threshold is: 0.00295961989312273"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.58283575920157"
[1] "Starting iterative with newton 3.58283575920157"
[1] "Starting newton at: 0.631364338342886"
[1] "Newton iter: 1, lambda:0.586817454875552, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.587538153355735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.587538344594728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587538344594742, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587538344594728"
[1] "Starting iterative with newton 0.587538344594728"
[1] "Starting newton at: 0.387660069847026"
[1] "Newton iter: 1, lambda:0.226013295648758, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.230976207696274, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.230980939763971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230980939768272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.230980939763971"
[1] "Starting iterative with newton 0.230980939763971"
[1] "Starting newton at: 0.372121176973643"
[1] "Newton iter: 1, lambda:0.180866453306184, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.187025924589507, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.187032367762894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187032367769943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187032367769943"
[1] "Starting iterative with newton 0.187032367769943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176420480764683, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.181624413576365, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181628938067696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181628938071116, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181628938071116"
[1] "Starting iterative with newton 0.181628938071116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175803146713536, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180960126192073, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180964560404511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180964560407789, diff to last: 0"
[1] "Final threshold is: 0.00352591363982648"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.4812108671763"
[1] "Starting iterative with newton 3.4812108671763"
[1] "Starting newton at: 0.690068752430749"
[1] "Newton iter: 1, lambda:0.564693564971184, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.570011663153344, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.570021634416841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570021634451842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570021634416841"
[1] "Starting iterative with newton 0.570021634416841"
[1] "Starting newton at: 0.315742422867127"
[1] "Newton iter: 1, lambda:0.248638130415391, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.249541056540032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249541220865384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249541220865389, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.249541220865389"
[1] "Starting iterative with newton 0.249541220865389"
[1] "Starting newton at: 0.327782519854845"
[1] "Newton iter: 1, lambda:0.205426054933983, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.20814293979063, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.208144288740526, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208144288740858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.208144288740526"
[1] "Starting iterative with newton 0.208144288740526"
[1] "Starting newton at: 0.331933478675083"
[1] "Newton iter: 1, lambda:0.199568535360833, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.202704328218035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.202706100955095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202706100955661, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.202706100955095"
[1] "Starting iterative with newton 0.202706100955095"
[1] "Starting newton at: 0.333321515925614"
[1] "Newton iter: 1, lambda:0.198753271512235, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.201988195739839, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201990078935963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201990078936601, diff to last: 0"
[1] "Final threshold is: 0.00393557485972919"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.72272666304912"
[1] "Starting iterative with newton 2.72272666304912"
[1] "Starting newton at: 0.585433150083697"
[1] "Newton iter: 1, lambda:0.626159195112755, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.626839071147245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.626839258403804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626839258403818, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626839258403804"
[1] "Starting iterative with newton 0.626839258403804"
[1] "Starting newton at: 0.337783845450734"
[1] "Newton iter: 1, lambda:0.310125959522958, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.310319717618914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310319727152482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.310319727152482"
[1] "Starting iterative with newton 0.310319727152482"
[1] "Starting newton at: 0.309832178346347"
[1] "Newton iter: 1, lambda:0.257845577481772, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.258462594900249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.258462682107882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258462682107884, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.258462682107882"
[1] "Starting iterative with newton 0.258462682107882"
[1] "Starting newton at: 0.318873121503743"
[1] "Newton iter: 1, lambda:0.248809940540299, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.249909364085553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249909635973389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249909635973406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.249909635973406"
[1] "Starting iterative with newton 0.249909635973406"
[1] "Starting newton at: 0.319695015620794"
[1] "Newton iter: 1, lambda:0.247328348845921, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.248497571301487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248497877874402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248497877874423, diff to last: 0"
[1] "Final threshold is: 0.00484173285148625"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.97538384327157"
[1] "Starting iterative with newton 1.97538384327157"
[1] "Starting newton at: 0.822189879762707"
[1] "Newton iter: 1, lambda:0.693361546897962, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.700923586576467, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.700951048383177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.700951048744413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.700951048383177"
[1] "Starting iterative with newton 0.700951048383177"
[1] "Starting newton at: 0.587596189116533"
[1] "Newton iter: 1, lambda:0.42623840102941, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.435062180371752, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.43508944583753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.435089446097521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435089446097521"
[1] "Starting iterative with newton 0.435089446097521"
[1] "Starting newton at: 0.282750212193012"
[1] "Newton iter: 1, lambda:0.373661713713681, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.376338202188668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.37634050414093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376340504142633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.37634050414093"
[1] "Starting iterative with newton 0.37634050414093"
[1] "Starting newton at: 0.283217402504842"
[1] "Newton iter: 1, lambda:0.361326486223987, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.363260215614316, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.363261393260954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363261393261391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.363261393260954"
[1] "Starting iterative with newton 0.363261393260954"
[1] "Starting newton at: 0.286022956097022"
[1] "Newton iter: 1, lambda:0.358679354296911, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.360344173932968, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360345042851936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360345042852173, diff to last: 0"
[1] "Final threshold is: 0.00702096310346868"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.1877670098301"
[1] "Starting iterative with newton 2.1877670098301"
[1] "Starting newton at: 0.547266387739226"
[1] "Newton iter: 1, lambda:0.645295477218563, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.649477618747608, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.649485028348058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.649485028371286, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.649485028348058"
[1] "Starting iterative with newton 0.649485028348058"
[1] "Starting newton at: 0.265290526011436"
[1] "Newton iter: 1, lambda:0.382224529756573, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.386471466276456, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.386477004247012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386477004256423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386477004247012"
[1] "Starting iterative with newton 0.386477004247012"
[1] "Starting newton at: 0.299639038081733"
[1] "Newton iter: 1, lambda:0.334752610703083, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.335104221768088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335104256912372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335104256912373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.335104256912372"
[1] "Starting iterative with newton 0.335104256912372"
[1] "Starting newton at: 0.30212800480712"
[1] "Newton iter: 1, lambda:0.324758434268002, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.324901972956749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.324901978719925, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.324901978719925"
[1] "Starting iterative with newton 0.324901978719925"
[1] "Starting newton at: 0.305205257051651"
[1] "Newton iter: 1, lambda:0.322783718443999, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.32287000440772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322870006483548, diff to last: 0"
[1] "Final threshold is: 0.00629079942441392"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0194840008007368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.59241414820448"
[1] "Starting iterative with newton 1.59241414820448"
[1] "Starting newton at: 0.700001523838465"
[1] "Newton iter: 1, lambda:0.776755395418603, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.780116963453882, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.78012324613827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780123246160186, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780123246160186"
[1] "Starting iterative with newton 0.780123246160186"
[1] "Starting newton at: 0.476205122073051"
[1] "Newton iter: 1, lambda:0.560470056016377, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.563702251149709, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.563706931891601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56370693190141, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.563706931891601"
[1] "Starting iterative with newton 0.563706931891601"
[1] "Starting newton at: 0.499648743578672"
[1] "Newton iter: 1, lambda:0.503920098661102, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.50392772605953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.503927726083832, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.50392772605953"
[1] "Starting iterative with newton 0.50392772605953"
[1] "Starting newton at: 0.497126219998739"
[1] "Newton iter: 1, lambda:0.487257472237692, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.487297271860525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487297272508996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.487297271860525"
[1] "Starting iterative with newton 0.487297271860525"
[1] "Starting newton at: 0.497283966813822"
[1] "Newton iter: 1, lambda:0.482574092600715, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.482661939582809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.482661942724149, diff to last: 0"
[1] "Final threshold is: 0.00940418561731664"
threshold is:
[{'ad': 0.0002891418263560069, 'da': 0.0005620071863639452, 'dd': 0.0009560237631611952}, {'ad': 0.0005109414975778284, 'da': 0.0011127687129623407, 'dd': 0.0018378967034370873}, {'ad': 0.0018277726327828353, 'da': 0.0022777126146477445, 'dd': 0.0029596198931227348}, {'ad': 0.003525913639826481, 'da': 0.003935574859729192, 'dd': 0.0048417328514862475}, {'ad': 0.007020963103468682, 'da': 0.006290799424413925, 'dd': 0.009404185617316643}]
Number of points in noise estimation: 128
Estimated noise: 0.046000103826190006
0.046000103826190006
threshold is:
[{'ad': 0.018324588460965963, 'da': 0.004050282277606634, 'dd': 0.00641868377803942}, {'ad': 0.002813376046655769, 'da': 0.009559750389889089, 'dd': 0.013238235499238658}, {'ad': 0.011956070074669256, 'da': 0.013610810007745971, 'dd': 0.01780559883701275}, {'ad': 0.0192571139871065, 'da': 0.02156566222587052, 'dd': 0.0274805381311097}, {'ad': 0.03973860898373216, 'da': 0.036216147565974965, 'dd': 0.055166772409162255}]
['baboon256', 0.025, 1, 0.000626035027833591, 0.0009662593590564732, 0.0009006196646063198, 0.006724535972535789, 0.0012724334960340445, 0.0013914726733249938, 0.0005488468529149936, 0.0006260350278335916, 32.03401366519199, 30.14906286536079, 30.454585746540353, 21.72337678837839, 28.95364906877408, 28.565253182129403, 32.60548821692878, 32.034013665191985]
baboon256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.04560652214670172
0.04560652214670172
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0865529335007136, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0870045586654255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0870045709455884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870045709455884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0870045709455884"
[1] "Starting iterative with newton 0.0870045709455884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219186610076731, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219308124579005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0219308124616355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0219308124579005"
[1] "Starting iterative with newton 0.0219308124579005"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206269833490017, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206373357886111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206373357912189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0206373357886111"
[1] "Starting iterative with newton 0.0206373357886111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020601615251316, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206119341684924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206119341710814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0206119341684924"
[1] "Starting iterative with newton 0.0206119341684924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206011171896619, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206114354493668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206114354519555, diff to last: 0"
[1] "Final threshold is: 0.000940015887296862"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.264080032879797"
[1] "Newton iter: 1, lambda:0.224656542593199, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.224866704367134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224866710364188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224866704367134"
[1] "Starting iterative with newton 0.224866704367134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0841747680780513, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0847367860997838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0847368111458497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847368111458497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0847368111458497"
[1] "Starting iterative with newton 0.0847368111458497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0764773462528357, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0769158525889056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0769158670040974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0769158670040974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0769158670040974"
[1] "Starting iterative with newton 0.0769158670040974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760582050712538, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764904764919628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764904904537539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764904904537539, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0764904904537539"
[1] "Starting iterative with newton 0.0764904904537539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760354441462605, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0764673784118361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764673923493334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0764673923493334, diff to last: 0"
[1] "Final threshold is: 0.0034874118226804"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.383701738344924"
[1] "Newton iter: 1, lambda:0.278695637141921, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.280524064344311, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.280524627810329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280524627810382, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280524627810329"
[1] "Starting iterative with newton 0.280524627810329"
[1] "Starting newton at: 0.190710561668349"
[1] "Newton iter: 1, lambda:0.124825108879696, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.125320573565828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125320601653067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125320601653067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125320601653067"
[1] "Starting iterative with newton 0.125320601653067"
[1] "Starting newton at: 0.10155395841489"
[1] "Newton iter: 1, lambda:0.11224817295273, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.112260597410682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.112260597427449, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.112260597410682"
[1] "Starting iterative with newton 0.112260597410682"
[1] "Starting newton at: 0.114613962657274"
[1] "Newton iter: 1, lambda:0.111157970355532, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.111159261510558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.111159261510739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.111159261510558"
[1] "Starting iterative with newton 0.111159261510558"
[1] "Starting newton at: 0.115715298557398"
[1] "Newton iter: 1, lambda:0.111064001561465, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.111066339315993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.111066339316584, diff to last: 0"
[1] "Final threshold is: 0.00506534946376793"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201277201939641"
[1] "Newton iter: 1, lambda:0.309436995299129, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.311732762446076, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.311733784864308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311733784864511, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.311733784864511"
[1] "Starting iterative with newton 0.311733784864511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109970930039586, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111134048459576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111134178463121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111134178463122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111134178463121"
[1] "Starting iterative with newton 0.111134178463121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967881583329429, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0976307071619017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0976307709801828, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0976307709801831, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0976307709801831"
[1] "Starting iterative with newton 0.0976307709801831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958932834435543, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096716455531067, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967165161641894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967165161641897, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0967165161641897"
[1] "Starting iterative with newton 0.0967165161641897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958326772179919, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0966545473656541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0966546077879829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0966546077879832, diff to last: 0"
[1] "Final threshold is: 0.00440808051066342"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.43949674151781"
[1] "Newton iter: 1, lambda:0.423277143238614, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.423346788463861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.423346789752332, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.423346788463861"
[1] "Starting iterative with newton 0.423346788463861"
[1] "Starting newton at: 0.226203924998312"
[1] "Newton iter: 1, lambda:0.15025472352586, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.150996374031605, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.15099644486989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150996444869891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.15099644486989"
[1] "Starting iterative with newton 0.15099644486989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125525846411616, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127368410059051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12736880694691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127368806946929, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12736880694691"
[1] "Starting iterative with newton 0.12736880694691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123518545757898, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125287419531137, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125287782197893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125287782197908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125287782197908"
[1] "Starting iterative with newton 0.125287782197908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123341511622918, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125103983759439, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125104343534539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125104343534554, diff to last: 0"
[1] "Final threshold is: 0.00570557401405655"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.632530563932475"
[1] "Newton iter: 1, lambda:0.614923144816574, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.615044275670369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615044281435826, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.615044275670369"
[1] "Starting iterative with newton 0.615044275670369"
[1] "Starting newton at: 0.2473847948791"
[1] "Newton iter: 1, lambda:0.2660038774882, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.266077304266375, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266077305406887, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.266077305406887"
[1] "Starting iterative with newton 0.266077305406887"
[1] "Starting newton at: 0.271096396359116"
[1] "Newton iter: 1, lambda:0.218946704196002, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.219463690389414, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.219463741339411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.219463741339412, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.219463741339411"
[1] "Starting iterative with newton 0.219463741339411"
[1] "Starting newton at: 0.292694536896402"
[1] "Newton iter: 1, lambda:0.211880910865397, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.213102208239895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.213102488384081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213102488384096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213102488384096"
[1] "Starting iterative with newton 0.213102488384096"
[1] "Starting newton at: 0.299055789851718"
[1] "Newton iter: 1, lambda:0.210778838518233, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.212232511250986, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.212232907332381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21223290733241, diff to last: 0"
[1] "Final threshold is: 0.00967920478851311"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89141925435658"
[1] "Starting iterative with newton 2.89141925435658"
[1] "Starting newton at: 0.580943291091356"
[1] "Newton iter: 1, lambda:0.622649655216802, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.623352355113473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623352552142906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623352552142922, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623352552142906"
[1] "Starting iterative with newton 0.623352552142906"
[1] "Starting newton at: 0.339519202985781"
[1] "Newton iter: 1, lambda:0.290825338535807, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.29138877317484, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.291388848914143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.291388848914145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.291388848914143"
[1] "Starting iterative with newton 0.291388848914143"
[1] "Starting newton at: 0.243292673357821"
[1] "Newton iter: 1, lambda:0.241593045003387, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.241593660739295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241593660739376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241593660739376"
[1] "Starting iterative with newton 0.241593660739376"
[1] "Starting newton at: 0.281214939551759"
[1] "Newton iter: 1, lambda:0.233536810624717, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.234011788611363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234011835857345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234011835857345, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.234011835857345"
[1] "Starting iterative with newton 0.234011835857345"
[1] "Starting newton at: 0.286982733253694"
[1] "Newton iter: 1, lambda:0.232229629179201, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.23285410812134, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23285418956803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232854189568031, diff to last: 0"
[1] "Final threshold is: 0.0106196697534866"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.50696227102705"
[1] "Starting iterative with newton 2.50696227102705"
[1] "Starting newton at: 0.747627747116697"
[1] "Newton iter: 1, lambda:0.632771822164185, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.637938465012674, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.63794936740128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637949367449746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63794936740128"
[1] "Starting iterative with newton 0.63794936740128"
[1] "Starting newton at: 0.256999931970631"
[1] "Newton iter: 1, lambda:0.337442902782879, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.339241083886226, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.339241976569405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339241976569625, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.339241976569405"
[1] "Starting iterative with newton 0.339241976569405"
[1] "Starting newton at: 0.314500091684686"
[1] "Newton iter: 1, lambda:0.285727355151839, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.285934557084821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285934567852811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285934567852811, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.285934557084821"
[1] "Starting iterative with newton 0.285934557084821"
[1] "Starting newton at: 0.331468876287215"
[1] "Newton iter: 1, lambda:0.275549309314728, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.27631625854069, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.276316403395734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.276316403395739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.276316403395734"
[1] "Starting iterative with newton 0.276316403395734"
[1] "Starting newton at: 0.327916204344904"
[1] "Newton iter: 1, lambda:0.273864554799929, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.274578873955563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.274578999191121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274578999191125, diff to last: 0"
[1] "Final threshold is: 0.0125225932076291"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.92049602393458"
[1] "Starting iterative with newton 1.92049602393458"
[1] "Starting newton at: 0.703900723687067"
[1] "Newton iter: 1, lambda:0.73698007403215, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.737553079434033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.737553249441932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737553249441947, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.737553249441947"
[1] "Starting iterative with newton 0.737553249441947"
[1] "Starting newton at: 0.584541362105907"
[1] "Newton iter: 1, lambda:0.456741010286249, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.462707475290338, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.462720822838485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462720822905222, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.462720822838485"
[1] "Starting iterative with newton 0.462720822838485"
[1] "Starting newton at: 0.548137081800888"
[1] "Newton iter: 1, lambda:0.391736174914724, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.399858098884982, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.399880563277063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399880563448762, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.399880563448762"
[1] "Starting iterative with newton 0.399880563448762"
[1] "Starting newton at: 0.531296852252773"
[1] "Newton iter: 1, lambda:0.377917039217803, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.38556586234675, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.385585326610384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385585326736329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.385585326610384"
[1] "Starting iterative with newton 0.385585326610384"
[1] "Starting newton at: 0.502425550085813"
[1] "Newton iter: 1, lambda:0.377228356327185, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.382323894725374, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.382332484731055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382332484755454, diff to last: 0"
[1] "Final threshold is: 0.0174368549322903"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.53984781099048"
[1] "Starting iterative with newton 1.53984781099048"
[1] "Starting newton at: 0.68259925475066"
[1] "Newton iter: 1, lambda:0.777286402978395, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.782480957287247, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.782496124440135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782496124569182, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.782496124569182"
[1] "Starting iterative with newton 0.782496124569182"
[1] "Starting newton at: 0.715528812787508"
[1] "Newton iter: 1, lambda:0.569092340787251, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.578473334750048, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.578513615370213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57851361611123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.578513615370213"
[1] "Starting iterative with newton 0.578513615370213"
[1] "Starting newton at: 0.491938621662978"
[1] "Newton iter: 1, lambda:0.521090480141796, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.521456463978043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.521456521346948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52145652134695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.521456521346948"
[1] "Starting iterative with newton 0.521456521346948"
[1] "Starting newton at: 0.488574696960995"
[1] "Newton iter: 1, lambda:0.505263156885894, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.505380564769799, diff to last: 0"
[1] "Newton iter: 3, lambda:0.505380570563217, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505380564769799"
[1] "Starting iterative with newton 0.505380564769799"
[1] "Starting newton at: 0.494675584211099"
[1] "Newton iter: 1, lambda:0.500829302726571, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.500845150163401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500845150268382, diff to last: 0"
[1] "Final threshold is: 0.0228418054329953"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.51142735876467"
[1] "Starting iterative with newton 1.51142735876467"
[1] "Starting newton at: 0.750746026116073"
[1] "Newton iter: 1, lambda:0.740512425134372, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.740566319135176, diff to last: 0"
[1] "Newton iter: 3, lambda:0.740566320635589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.740566319135176"
[1] "Starting iterative with newton 0.740566319135176"
[1] "Starting newton at: 0.69640775733846"
[1] "Newton iter: 1, lambda:0.550555553822988, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.55929616283879, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.559328943398257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559328943858394, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.559328943398257"
[1] "Starting iterative with newton 0.559328943398257"
[1] "Starting newton at: 0.431747486062141"
[1] "Newton iter: 1, lambda:0.510985235881729, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.513577533179733, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.513580270814323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513580270817374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.513580270814323"
[1] "Starting iterative with newton 0.513580270814323"
[1] "Starting newton at: 0.429013871705543"
[1] "Newton iter: 1, lambda:0.49976127009436, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.501797056214302, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.50179872225361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.501798722254725, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.501798722254725"
[1] "Starting iterative with newton 0.501798722254725"
[1] "Starting newton at: 0.423536703205706"
[1] "Newton iter: 1, lambda:0.49658356927479, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.4987468203249, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.498748695120165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.498748695121573, diff to last: 0"
[1] "Final threshold is: 0.0227461934096364"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.12907142853258"
[1] "Starting iterative with newton 1.12907142853258"
[1] "Starting newton at: 0.876456581793815"
[1] "Newton iter: 1, lambda:0.850589353523168, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.851003753029955, diff to last: 0"
[1] "Newton iter: 3, lambda:0.851003860651315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.851003860651322, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.851003860651315"
[1] "Starting iterative with newton 0.851003860651315"
[1] "Starting newton at: 0.863928352093069"
[1] "Newton iter: 1, lambda:0.756351950686271, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.762770622203923, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.762794590583699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762794590917128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.762794590917128"
[1] "Starting iterative with newton 0.762794590917128"
[1] "Starting newton at: 0.830954538867771"
[1] "Newton iter: 1, lambda:0.728511673517246, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.734211220356791, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.734229633641374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.734229633833177, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.734229633641374"
[1] "Starting iterative with newton 0.734229633641374"
[1] "Starting newton at: 0.815746645679098"
[1] "Newton iter: 1, lambda:0.719925233851989, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.724887603312041, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.724901440189015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724901440296415, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724901440189015"
[1] "Starting iterative with newton 0.724901440189015"
[1] "Starting newton at: 0.821826508761583"
[1] "Newton iter: 1, lambda:0.715791439139858, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.721825950199053, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.721846362514099, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721846362747181, diff to last: 0"
[1] "Final threshold is: 0.0329209021185153"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864898594505439"
[1] "Starting iterative with newton 0.864898594505439"
[1] "Starting newton at: 1.16879852639977"
[1] "Newton iter: 1, lambda:1.01910429724329, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.03527610823587, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.03548706654927, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03548710212114, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03548710212114, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03548710212114"
[1] "Starting iterative with newton 1.03548710212114"
[1] "Starting newton at: 1.18545949551364"
[1] "Newton iter: 1, lambda:1.10750768550563, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.11234341055664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.11236312049237, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11236312081881, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11236312049237"
[1] "Starting iterative with newton 1.11236312049237"
[1] "Starting newton at: 1.18376871100682"
[1] "Newton iter: 1, lambda:1.14511650098252, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.14636542213587, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.14636676274001, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14636676274156, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14636676274156"
[1] "Starting iterative with newton 1.14636676274156"
[1] "Starting newton at: 1.18720476840143"
[1] "Newton iter: 1, lambda:1.16069063317174, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.16128890633939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.16128921676582, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16128921676591, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16128921676582"
[1] "Starting iterative with newton 1.16128921676582"
[1] "Starting newton at: 1.18458187796154"
[1] "Newton iter: 1, lambda:1.16756686694757, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.16781592504328, diff to last: 0"
[1] "Newton iter: 3, lambda:1.16781597905059, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16781597905059, diff to last: 0"
[1] "Final threshold is: 0.0532600253118428"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.936790673548729"
[1] "Starting iterative with newton 0.936790673548729"
[1] "Starting newton at: 1.03342605563429"
[1] "Newton iter: 1, lambda:0.898347017415214, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.909690631517224, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.90977732137724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909777326412958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.90977732137724"
[1] "Starting iterative with newton 0.90977732137724"
[1] "Starting newton at: 1.02910772889026"
[1] "Newton iter: 1, lambda:0.8881527348344, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.900387897583722, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.900488094436362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900488101117612, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.900488094436362"
[1] "Starting iterative with newton 0.900488094436362"
[1] "Starting newton at: 1.03125539914028"
[1] "Newton iter: 1, lambda:0.883865145106236, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.89716337381291, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.897281512834463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89728152210085, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897281512834463"
[1] "Starting iterative with newton 0.897281512834463"
[1] "Starting newton at: 1.03086066962084"
[1] "Newton iter: 1, lambda:0.882616256908555, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.896052633314237, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.896173147182636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896173156817422, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.896173147182636"
[1] "Starting iterative with newton 0.896173147182636"
[1] "Starting newton at: 1.02990456394426"
[1] "Newton iter: 1, lambda:0.882359140112858, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.895671600410564, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.895789860952143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.895789870227361, diff to last: 0"
[1] "Final threshold is: 0.0408538601323047"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.24839868098759"
[1] "Newton iter: 1, lambda:1.19903896382975, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.20128689711279, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.20129174958791, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20129174961048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20129174961048"
[1] "Starting iterative with newton 1.20129174961048"
[1] "Starting newton at: 1.29323953221358"
[1] "Newton iter: 1, lambda:1.46365581827698, diff to last: 0.17"
[1] "Newton iter: 2, lambda:1.50062295105665, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.50221616274265, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50221902833229, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50221902834154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50221902834154"
[1] "Starting iterative with newton 1.50221902834154"
[1] "Starting newton at: 1.88284589625735"
[1] "Newton iter: 1, lambda:1.58175801851746, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.65681303228101, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.66421450372699, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.66428192370705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66428192925746, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66428192925746"
[1] "Starting iterative with newton 1.66428192925746"
[1] "Starting newton at: 1.89823674320903"
[1] "Newton iter: 1, lambda:1.71409952777399, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.74797954881992, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.7494933094511, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.74949622607521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74949622608602, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.74949622608602"
[1] "Starting iterative with newton 1.74949622608602"
[1] "Starting newton at: 1.89739943523"
[1] "Newton iter: 1, lambda:1.7775034165837, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.79345926964003, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.79379549193421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79379563856008, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79379563856011, diff to last: 0"
[1] "Final threshold is: 0.0818087805166474"
threshold is:
[{'ad': 0.0009400158872968616, 'da': 0.0034874118226804014, 'dd': 0.005065349463767926}, {'ad': 0.004408080510663423, 'da': 0.005705574014056553, 'dd': 0.009679204788513113}, {'ad': 0.010619669753486645, 'da': 0.01252259320762906, 'dd': 0.017436854932290344}, {'ad': 0.022841805432995296, 'da': 0.0227461934096364, 'dd': 0.03292090211851533}, {'ad': 0.053260025311842776, 'da': 0.04085386013230474, 'dd': 0.0818087805166474}]
Number of points in noise estimation: 128
Estimated noise: 0.04560652214670172
0.04560652214670172
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.9815736726371"
[1] "Starting iterative with newton 28.9815736726371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.7028698322186"
[1] "Starting iterative with newton 13.7028698322186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.39171325237504"
[1] "Starting iterative with newton 7.39171325237504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51496664359797"
[1] "Starting iterative with newton 6.51496664359797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74246240336354"
[1] "Starting iterative with newton 4.74246240336354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33895648223726"
[1] "Starting iterative with newton 3.33895648223726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89141925435658"
[1] "Starting iterative with newton 2.89141925435658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.50696227102705"
[1] "Starting iterative with newton 2.50696227102705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.92049602393458"
[1] "Starting iterative with newton 1.92049602393458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.53984781099048"
[1] "Starting iterative with newton 1.53984781099048"
[1] "Starting newton at: 1.77426649257871"
[1] "Newton iter: 1, lambda:1.40020925018959, diff to last: 0.374"
[1] "Newton iter: 2, lambda:1.32608851119235, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.32035555610231, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.32031916309289, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32031916162196, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32031916309289"
[1] "Starting iterative with newton 1.32031916309289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51142735876467"
[1] "Starting iterative with newton 1.51142735876467"
[1] "Starting newton at: 1.74905210227199"
[1] "Newton iter: 1, lambda:1.44085050974745, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.38804328734713, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.38541203422997, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38540519592354, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38540519587727, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38540519587727"
[1] "Starting iterative with newton 1.38540519587727"
[1] "Starting newton at: 1.62734390078706"
[1] "Newton iter: 1, lambda:1.32778799376089, diff to last: 0.3"
[1] "Newton iter: 2, lambda:1.26042172354011, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.25505460287071, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.25501904786094, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25501904629766, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.25501904629766"
[1] "Starting iterative with newton 1.25501904629766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.12907142853258"
[1] "Starting iterative with newton 1.12907142853258"
[1] "Starting newton at: 1.31004905534036"
[1] "Newton iter: 1, lambda:1.2180842666475, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.20788760065035, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.20775303261622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20775300909253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20775300909253, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20775300909253"
[1] "Starting iterative with newton 1.20775300909253"
[1] "Starting newton at: 1.38045609081485"
[1] "Newton iter: 1, lambda:1.30912058344238, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.30393361846622, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.30390435774793, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30390435681371, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30390435774793"
[1] "Starting iterative with newton 1.30390435774793"
[1] "Starting newton at: 1.47901106919839"
[1] "Newton iter: 1, lambda:1.40981918042909, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.40588072569383, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.40586686291576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40586686274336, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40586686291576"
[1] "Starting iterative with newton 1.40586686291576"
[1] "Starting newton at: 1.61761052979299"
[1] "Newton iter: 1, lambda:1.5097454480846, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.50267287491872, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.50263645559834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50263645462361, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50263645559834"
[1] "Starting iterative with newton 1.50263645559834"
[1] "Starting newton at: 1.72294920083455"
[1] "Newton iter: 1, lambda:1.58505877510457, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.57629156268631, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.57624422866176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57624422726232, diff to last: 0"
[1] "Final threshold is: 0.0718870172592498"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864898594505439"
[1] "Starting iterative with newton 0.864898594505439"
[1] "Starting newton at: 1.29772272492379"
[1] "Newton iter: 1, lambda:1.23865630307798, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.23472938532564, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.23471115320471, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23471115281081, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23471115281081"
[1] "Starting iterative with newton 1.23471115281081"
[1] "Starting newton at: 1.67331108487274"
[1] "Newton iter: 1, lambda:1.66999679149159, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.66999264739835, diff to last: 0"
[1] "Newton iter: 3, lambda:1.6699926473918, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66999264739835"
[1] "Starting iterative with newton 1.66999264739835"
[1] "Starting newton at: 1.95893714597173"
[1] "Newton iter: 1, lambda:1.9681360384189, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.96813262465261, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96813262465225, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.96813262465225"
[1] "Starting iterative with newton 1.96813262465225"
[1] "Starting newton at: 2.10583754005081"
[1] "Newton iter: 1, lambda:2.12558156666045, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.12561237427037, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12561237436208, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.12561237436208"
[1] "Starting iterative with newton 2.12561237436208"
[1] "Starting newton at: 2.2544427257921"
[1] "Newton iter: 1, lambda:2.20483018868925, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.20528932656226, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20528935787901, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20528935787901, diff to last: 0"
[1] "Final threshold is: 0.100575577939995"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.936790673548729"
[1] "Starting iterative with newton 0.936790673548729"
[1] "Starting newton at: 1.26156871381777"
[1] "Newton iter: 1, lambda:1.26095125347967, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.26095081004455, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26095081004432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26095081004455"
[1] "Starting iterative with newton 1.26095081004455"
[1] "Starting newton at: 1.60702231225499"
[1] "Newton iter: 1, lambda:1.59421460936539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.59412664984477, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59412664558883, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59412664984477"
[1] "Starting iterative with newton 1.59412664984477"
[1] "Starting newton at: 1.76271980405537"
[1] "Newton iter: 1, lambda:1.81942431967368, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.81839537131219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.818395094816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81839509481598, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81839509481598"
[1] "Starting iterative with newton 1.81839509481598"
[1] "Starting newton at: 1.99469557692952"
[1] "Newton iter: 1, lambda:1.94238144699704, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.94213112258166, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94213111369736, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94213111369736"
[1] "Starting iterative with newton 1.94213111369736"
[1] "Starting newton at: 2.12116198940542"
[1] "Newton iter: 1, lambda:2.00437665716119, diff to last: 0.117"
[1] "Newton iter: 2, lambda:2.00454830150101, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00454829882718, diff to last: 0"
[1] "Final threshold is: 0.0914204763845951"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0456065221467017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.59499222542934"
[1] "Newton iter: 1, lambda:1.71403769828727, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.70742491705241, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70741002382469, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7074100237475, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70741002382469"
[1] "Starting iterative with newton 1.70741002382469"
[1] "Starting newton at: 2.21653376767263"
[1] "Newton iter: 1, lambda:2.29045125526681, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.29236471742877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.29236621005775, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29236621005866, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.29236621005775"
[1] "Starting iterative with newton 2.29236621005775"
[1] "Starting newton at: 2.51558708329316"
[1] "Newton iter: 1, lambda:2.55391479162999, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.55468363830946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5546839571106, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55468395711065, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.55468395711065"
[1] "Starting iterative with newton 2.55468395711065"
[1] "Starting newton at: 2.65222306038589"
[1] "Newton iter: 1, lambda:2.66400884697859, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.66408874516287, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66408874885309, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66408874516287"
[1] "Starting iterative with newton 2.66408874516287"
[1] "Starting newton at: 2.77764297011137"
[1] "Newton iter: 1, lambda:2.71253360504455, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.71507899320585, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.71508284247009, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7150828424789, diff to last: 0"
[1] "Final threshold is: 0.123825485785242"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07188701725924976}, {'ad': 0.10057557793999462, 'da': 0.09142047638459515, 'dd': 0.12382548578524206}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46985021072571. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01921272584070253
0.01921272584070253
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.7954844360108"
[1] "Starting iterative with newton 68.7954844360108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5274113448545"
[1] "Starting iterative with newton 32.5274113448545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5462002082149"
[1] "Starting iterative with newton 17.5462002082149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.4650086083469"
[1] "Starting iterative with newton 15.4650086083469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2574976826396"
[1] "Starting iterative with newton 11.2574976826396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.92590255108011"
[1] "Starting iterative with newton 7.92590255108011"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.86355373790059"
[1] "Starting iterative with newton 6.86355373790059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.95094268676454"
[1] "Starting iterative with newton 5.95094268676454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.55880884234916"
[1] "Starting iterative with newton 4.55880884234916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.65523892219969"
[1] "Starting iterative with newton 3.65523892219969"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.587775408974"
[1] "Starting iterative with newton 3.587775408974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68015176698615"
[1] "Starting iterative with newton 2.68015176698615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05306718224222"
[1] "Starting iterative with newton 2.05306718224222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22372218050979"
[1] "Starting iterative with newton 2.22372218050979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.60108107434047"
[1] "Starting iterative with newton 1.60108107434047"
[1] "Starting newton at: 1.84198723778568"
[1] "Newton iter: 1, lambda:1.42316393725173, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.34663178785689, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.34077216900859, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34073548056208, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34073547911889, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34073548056208"
[1] "Starting iterative with newton 1.34073548056208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46985021072571. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01921272584070253
0.01921272584070253
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0307339857617066, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0307554853572664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0307554853677848, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0307554853572664"
[1] "Starting iterative with newton 0.0307554853572664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00796023339843608, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00796072868922831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00796072868923023, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00796072868923023"
[1] "Starting iterative with newton 0.00796072868923023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00778508621678794, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00778555926010373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00778555926010548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00778555926010373"
[1] "Starting iterative with newton 0.00778555926010373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0077837401337245, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00778421300751604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00778421300751779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00778421300751604"
[1] "Starting iterative with newton 0.00778421300751604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00778372978850051, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00778420266098927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00778420266099102, diff to last: 0"
[1] "Final threshold is: 0.000149555751614054"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.185846003328049"
[1] "Newton iter: 1, lambda:0.103555436211446, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.104011392892129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.104011406956929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104011406956929, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.104011406956929"
[1] "Starting iterative with newton 0.104011406956929"
[1] "Starting newton at: 0.0123845463227042"
[1] "Newton iter: 1, lambda:0.0365756116566142, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0365927834128952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0365927834215467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0365927834128952"
[1] "Starting iterative with newton 0.0365927834128952"
[1] "Starting newton at: 0.0507698556461627"
[1] "Newton iter: 1, lambda:0.0355118544608481, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0355185305773768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355185305786551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0355185305773768"
[1] "Starting iterative with newton 0.0355185305773768"
[1] "Starting newton at: 0.0518441084816811"
[1] "Newton iter: 1, lambda:0.0354932625704466, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0355009264840989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355009264857828, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355009264857828"
[1] "Starting iterative with newton 0.0355009264857828"
[1] "Starting newton at: 0.0518617125732751"
[1] "Newton iter: 1, lambda:0.0354929572033554, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0355006378692029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355006378708941, diff to last: 0"
[1] "Final threshold is: 0.000682064022551057"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114314584583471"
[1] "Newton iter: 1, lambda:0.145538477645512, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.145636569087305, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145636570053975, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.145636569087305"
[1] "Starting iterative with newton 0.145636569087305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0472843253866797, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473819816771242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473819820936211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0473819820936211"
[1] "Starting iterative with newton 0.0473819820936211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043843572189656, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0439250259136169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0439250261947278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0439250259136169"
[1] "Starting iterative with newton 0.0439250259136169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437216969296604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438026103641166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438026106412093, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0438026103641166"
[1] "Starting iterative with newton 0.0438026103641166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04371738047039, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437982748100272, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437982750869784, diff to last: 0"
[1] "Final threshold is: 0.0008414842462208"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246990403068708"
[1] "Newton iter: 1, lambda:0.136417670481836, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.137439625943562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137439713996461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137439713996462, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137439713996461"
[1] "Starting iterative with newton 0.137439713996461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444038043692159, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444863607729712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444863610582904, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0444863607729712"
[1] "Starting iterative with newton 0.0444863607729712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415293375514155, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0415992410134929, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415992412115232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0415992410134929"
[1] "Starting iterative with newton 0.0415992410134929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414402426833763, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415097733983114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415097735940299, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0415097733983114"
[1] "Starting iterative with newton 0.0415097733983114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414374814705547, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415070006528085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415070008484557, diff to last: 0"
[1] "Final threshold is: 0.000797462624012271"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166958422475766, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.169992920907806, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.169993916886493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1699939168866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.169993916886493"
[1] "Starting iterative with newton 0.169993916886493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0555086865223838, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0556753559994754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0556753575018306, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0556753559994754"
[1] "Starting iterative with newton 0.0556753559994754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508420931958488, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0509759049402446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0509759058670825, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0509759049402446"
[1] "Starting iterative with newton 0.0509759049402446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506513731817713, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.050783932636216, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0507839335440765, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0507839335440765"
[1] "Starting iterative with newton 0.0507839335440765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0506435829920608, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0507760914482785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0507760923553707, diff to last: 0"
[1] "Final threshold is: 0.000975547124258215"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.433578629047718"
[1] "Newton iter: 1, lambda:0.269910164159089, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.274374036114068, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.274377435418378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274377435420349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.274377435418378"
[1] "Starting iterative with newton 0.274377435418378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972505706302113, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0980814626130251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0980815232408193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0980815232408196, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0980815232408193"
[1] "Starting iterative with newton 0.0980815232408193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0867815494153044, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0874000102916077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0874000416992137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0874000416992137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0874000416992137"
[1] "Starting iterative with newton 0.0874000416992137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0861417783707716, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.086748608647487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0867486387590465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0867486387590466, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0867486387590465"
[1] "Starting iterative with newton 0.0867486387590465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0861027440725881, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0867088695501555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0867088995841572, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0867088995841573, diff to last: 0"
[1] "Final threshold is: 0.00166591431565942"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.418343912317736"
[1] "Newton iter: 1, lambda:0.322553428408484, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.324364994913283, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.324365653002424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324365653002511, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.324365653002511"
[1] "Starting iterative with newton 0.324365653002511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107691036625129, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108809760497388, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10880988109276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108809881092762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10880988109276"
[1] "Starting iterative with newton 0.10880988109276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925822933703773, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0933549687548484, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0933550225429205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0933550225429208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0933550225429205"
[1] "Starting iterative with newton 0.0933550225429205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091494440193662, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0922451073634004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0922451578665858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.092245157866586, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.092245157866586"
[1] "Starting iterative with newton 0.092245157866586"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0914163202427759, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921654214570242, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0921654717307456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921654717307458, diff to last: 0"
[1] "Final threshold is: 0.00177074994034183"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.369074361696862"
[1] "Newton iter: 1, lambda:0.374624885804939, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.374632103837181, diff to last: 0"
[1] "Newton iter: 3, lambda:0.374632103849376, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374632103837181"
[1] "Starting iterative with newton 0.374632103837181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12100646568918, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122631573882791, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122631866797238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122631866797248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122631866797238"
[1] "Starting iterative with newton 0.122631866797238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10196954807304, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103015745131077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10301585525638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103015855256381, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10301585525638"
[1] "Starting iterative with newton 0.10301585525638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100491689741377, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.10149960958101, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101499710977129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10149971097713, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101499710977129"
[1] "Starting iterative with newton 0.101499710977129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100377520142041, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101382520784844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101382621531573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101382621531574, diff to last: 0"
[1] "Final threshold is: 0.00194783651249781"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.627641699394942"
[1] "Newton iter: 1, lambda:0.476062875487385, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.482781933263446, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.482795669634685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.482795669692013, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.482795669634685"
[1] "Starting iterative with newton 0.482795669634685"
[1] "Starting newton at: 0.350000048654465"
[1] "Newton iter: 1, lambda:0.17718786627458, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.18162773744392, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.181630698626793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18163069862811, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.181630698626793"
[1] "Starting iterative with newton 0.181630698626793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148363796422157, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.151381500744576, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151382747417235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151382747417448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.151382747417235"
[1] "Starting iterative with newton 0.151382747417235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145443723937213, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.148314343729253, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148315460530266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148315460530435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.148315460530266"
[1] "Starting iterative with newton 0.148315460530266"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145147007526215, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.148002945184647, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148004049453372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148004049453537, diff to last: 0"
[1] "Final threshold is: 0.00284356122546141"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.65523892219969"
[1] "Starting iterative with newton 3.65523892219969"
[1] "Starting newton at: 0.638997415245935"
[1] "Newton iter: 1, lambda:0.583526469234859, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.584632744331191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.584633191979162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584633191979235, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.584633191979162"
[1] "Starting iterative with newton 0.584633191979162"
[1] "Starting newton at: 0.371568805257208"
[1] "Newton iter: 1, lambda:0.223658357576296, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.227732617832157, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.227735739945115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227735739946948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227735739945115"
[1] "Starting iterative with newton 0.227735739945115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17943070650468, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.184797596633359, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.184802393143367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184802393147198, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184802393147198"
[1] "Starting iterative with newton 0.184802393147198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17460183237272, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.179604375030772, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.179608478080022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179608478082782, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179608478080022"
[1] "Starting iterative with newton 0.179608478080022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.174016268484267, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178975790814089, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178979815956747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178979815959398, diff to last: 0"
[1] "Final threshold is: 0.00343869013499638"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.587775408974"
[1] "Starting iterative with newton 3.587775408974"
[1] "Starting newton at: 0.610002212066386"
[1] "Newton iter: 1, lambda:0.56793905557527, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.568547170780077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.568547299494169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568547299494174, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.568547299494174"
[1] "Starting iterative with newton 0.568547299494174"
[1] "Starting newton at: 0.353931976300468"
[1] "Newton iter: 1, lambda:0.232892464340961, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.235719872249634, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.235721429384419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235721429384892, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.235721429384419"
[1] "Starting iterative with newton 0.235721429384419"
[1] "Starting newton at: 0.356456740117571"
[1] "Newton iter: 1, lambda:0.188015513054277, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.192938627141373, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19294287000898, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192942870012131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19294287000898"
[1] "Starting iterative with newton 0.19294287000898"
[1] "Starting newton at: 0.356615322971459"
[1] "Newton iter: 1, lambda:0.182199655820165, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.187401143372899, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187405809291485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187405809295239, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187405809295239"
[1] "Starting iterative with newton 0.187405809295239"
[1] "Starting newton at: 0.356900810296478"
[1] "Newton iter: 1, lambda:0.181429583973923, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.186684010152548, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.186688762212548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186688762216434, diff to last: 0"
[1] "Final threshold is: 0.00358680000592979"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.68015176698615"
[1] "Starting iterative with newton 2.68015176698615"
[1] "Starting newton at: 0.553364658216492"
[1] "Newton iter: 1, lambda:0.615808179805328, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.617369254656793, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.617370213652972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617370213653334, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617370213652972"
[1] "Starting iterative with newton 0.617370213652972"
[1] "Starting newton at: 0.285719765628083"
[1] "Newton iter: 1, lambda:0.316159618791156, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.316398124529757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316398139133352, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316398139133352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316398139133352"
[1] "Starting iterative with newton 0.316398139133352"
[1] "Starting newton at: 0.338958941011812"
[1] "Newton iter: 1, lambda:0.264593000883161, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.26587987500611, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265880262555617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265880262555652, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265880262555617"
[1] "Starting iterative with newton 0.265880262555617"
[1] "Starting newton at: 0.327723952192678"
[1] "Newton iter: 1, lambda:0.256116253796325, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.257290268414851, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.257290585581449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257290585581472, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.257290585581472"
[1] "Starting iterative with newton 0.257290585581472"
[1] "Starting newton at: 0.327491976185836"
[1] "Newton iter: 1, lambda:0.254614885283164, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.255827325880088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255827663168499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255827663168525, diff to last: 0"
[1] "Final threshold is: 0.00491514675492396"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05306718224222"
[1] "Starting iterative with newton 2.05306718224222"
[1] "Starting newton at: 0.807994007105776"
[1] "Newton iter: 1, lambda:0.697288276302021, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.702892882730827, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.702907902827335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702907902935003, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702907902935003"
[1] "Starting iterative with newton 0.702907902935003"
[1] "Starting newton at: 0.571661288079227"
[1] "Newton iter: 1, lambda:0.416320771581169, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.424356464174224, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.424378615784141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424378615952284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.424378615952284"
[1] "Starting iterative with newton 0.424378615952284"
[1] "Starting newton at: 0.291730497331787"
[1] "Newton iter: 1, lambda:0.362536609294375, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.364114150016054, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.364114928492729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364114928492919, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364114928492729"
[1] "Starting iterative with newton 0.364114928492729"
[1] "Starting newton at: 0.297276154861205"
[1] "Newton iter: 1, lambda:0.350119496677331, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.350978420201379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350978646160996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350978646161011, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.350978646161011"
[1] "Starting iterative with newton 0.350978646161011"
[1] "Starting newton at: 0.29907519755279"
[1] "Newton iter: 1, lambda:0.347396773088167, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.348111377340172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.348111533018882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34811153301889, diff to last: 0"
[1] "Final threshold is: 0.00668817144587845"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22372218050979"
[1] "Starting iterative with newton 2.22372218050979"
[1] "Starting newton at: 0.532939017264731"
[1] "Newton iter: 1, lambda:0.647073781785811, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.652793353198805, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.652807280447384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65280728052981, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.65280728052981"
[1] "Starting iterative with newton 0.65280728052981"
[1] "Starting newton at: 0.281826341980212"
[1] "Newton iter: 1, lambda:0.37889025674854, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.381790906255051, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.38179347175828, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381793471760286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38179347175828"
[1] "Starting iterative with newton 0.38179347175828"
[1] "Starting newton at: 0.287744256080949"
[1] "Newton iter: 1, lambda:0.329066327303757, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.329547483903933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.329547548917599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329547548917601, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.329547548917599"
[1] "Starting iterative with newton 0.329547548917599"
[1] "Starting newton at: 0.292615825166145"
[1] "Newton iter: 1, lambda:0.319137086305206, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.319331697758842, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319331708215434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319331708215434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.319331708215434"
[1] "Starting iterative with newton 0.319331708215434"
[1] "Starting newton at: 0.292860977868376"
[1] "Newton iter: 1, lambda:0.31716603664908, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.317328901390059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317328908688767, diff to last: 0"
[1] "Final threshold is: 0.00609675332396661"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0192127258407025"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.60108107434047"
[1] "Starting iterative with newton 1.60108107434047"
[1] "Starting newton at: 0.676712605328817"
[1] "Newton iter: 1, lambda:0.772061477415948, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.777221243837351, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.777235893128587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777235893246434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777235893128587"
[1] "Starting iterative with newton 0.777235893128587"
[1] "Starting newton at: 0.489558891327542"
[1] "Newton iter: 1, lambda:0.558013439159421, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.560126620320015, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.560128607020276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560128607022031, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.560128607020276"
[1] "Starting iterative with newton 0.560128607020276"
[1] "Starting newton at: 0.510007678170631"
[1] "Newton iter: 1, lambda:0.500345136201317, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.500383833827826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500383834449669, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.500383833827826"
[1] "Starting iterative with newton 0.500383833827826"
[1] "Starting newton at: 0.504992126451085"
[1] "Newton iter: 1, lambda:0.483654182233676, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.483838772754306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483838786623359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483838786623359, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.483838786623359"
[1] "Starting iterative with newton 0.483838786623359"
[1] "Starting newton at: 0.503384634029292"
[1] "Newton iter: 1, lambda:0.479009827439451, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.479249224690957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.479249247887437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479249247887437, diff to last: 0"
[1] "Final threshold is: 0.00920768440902421"
threshold is:
[{'ad': 0.00014955575161405395, 'da': 0.0006820640225510573, 'dd': 0.0008414842462207997}, {'ad': 0.0007974626240122708, 'da': 0.0009755471242582152, 'dd': 0.0016659143156594176}, {'ad': 0.0017707499403418335, 'da': 0.0019478365124978084, 'dd': 0.002843561225461415}, {'ad': 0.0034386901349963764, 'da': 0.003586800005929792, 'dd': 0.004915146754923964}, {'ad': 0.006688171445878452, 'da': 0.006096753323966611, 'dd': 0.00920768440902421}]
Number of points in noise estimation: 128
Estimated noise: 0.04560652214670172
0.04560652214670172
threshold is:
[{'ad': 0.018889029876057783, 'da': 0.0022362835393288094, 'dd': 0.00913913664729693}, {'ad': 0.0047418008435680115, 'da': 0.002337117027653962, 'dd': 0.007738599173644639}, {'ad': 0.009089404442237381, 'da': 0.01242008264495069, 'dd': 0.020227218322229235}, {'ad': 0.019586814652074902, 'da': 0.023728544986842463, 'dd': 0.028285735066031843}, {'ad': 0.04272699049492801, 'da': 0.038126867847134295, 'dd': 0.052783131345561014}]
['baboon256', 0.025, 2, 0.0006255734712829593, 0.0009924382533104026, 0.0008780320577623552, 0.00668647360439736, 0.0012422641958407521, 0.0013711237660131235, 0.0005497541218856071, 0.0006255734712829596, 32.03721676699664, 30.032965042935786, 30.564896273112915, 21.748028654802297, 29.057860317004987, 28.629233413661904, 32.59831505749867, 32.03721676699664]
baboon256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.046060270375133654
0.046060270375133654
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.069405320143495"
[1] "Newton iter: 1, lambda:0.0926513622944677, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0926821633757788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0926821634298196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0926821633757788"
[1] "Starting iterative with newton 0.0926821633757788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290972813537795, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0291250891546635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0291250891800593, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0291250891800593"
[1] "Starting iterative with newton 0.0291250891800593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027200800575495, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0272245600597097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0272245600778367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0272245600597097"
[1] "Starting iterative with newton 0.0272245600597097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027144648602407, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271682932817726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271682932997121, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0271682932817726"
[1] "Starting iterative with newton 0.0271682932817726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271429867127336, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271666279987332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271666280166671, diff to last: 0"
[1] "Final threshold is: 0.00125130223080233"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.226081397800202"
[1] "Newton iter: 1, lambda:0.223390011597756, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.223390982992807, diff to last: 0"
[1] "Newton iter: 3, lambda:0.223390982992933, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.223390982992807"
[1] "Starting iterative with newton 0.223390982992807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0751585745748476, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.075572035394656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755720479082714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0755720479082714, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0755720479082714"
[1] "Starting iterative with newton 0.0755720479082714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0672505029652579, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0675608190442134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0675608256527056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0675608256527056"
[1] "Starting iterative with newton 0.0675608256527056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668292642343653, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671345948612856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671346012359926, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0671345948612856"
[1] "Starting iterative with newton 0.0671345948612856"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668068780619406, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671119451293389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671119514918157, diff to last: 0"
[1] "Final threshold is: 0.00309119433805849"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.104659305326661"
[1] "Newton iter: 1, lambda:0.280022738865708, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.284974769081778, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.284978646082914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284978646085288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284978646082914"
[1] "Starting iterative with newton 0.284978646082914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119647260777315, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121367777055776, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12136813226298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121368132262995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.12136813226298"
[1] "Starting iterative with newton 0.12136813226298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103773709484234, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104998326592494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10499849700996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104998497009963, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10499849700996"
[1] "Starting iterative with newton 0.10499849700996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102202674833636, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103383164440951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103383321832803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103383321832806, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103383321832803"
[1] "Starting iterative with newton 0.103383321832803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102047894859731, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103224085077032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103224241229194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103224241229196, diff to last: 0"
[1] "Final threshold is: 0.00475453646028481"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.298896036443228"
[1] "Newton iter: 1, lambda:0.3188136360853, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.318894480874368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318894482202658, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.318894480874368"
[1] "Starting iterative with newton 0.318894480874368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110346694536134, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111585656767395, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111585812819462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111585812819465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111585812819465"
[1] "Starting iterative with newton 0.111585812819465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0952162665095154, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0960725252431601, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0960725944677446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0960725944677451, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0960725944677446"
[1] "Starting iterative with newton 0.0960725944677446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940851248913776, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.094916196018295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0949162608452967, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0949162608452971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0949162608452967"
[1] "Starting iterative with newton 0.0949162608452967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940008325187808, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.094830045131742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948301096405077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0948301096405081, diff to last: 0"
[1] "Final threshold is: 0.00436790048974535"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.478317982374959"
[1] "Newton iter: 1, lambda:0.427046914643727, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.427749097050551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.427749230403355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42774923040336, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.42774923040336"
[1] "Starting iterative with newton 0.42774923040336"
[1] "Starting newton at: 0.287757877409555"
[1] "Newton iter: 1, lambda:0.14447849756947, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.147112574509707, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147113468557944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147113468558047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147113468557944"
[1] "Starting iterative with newton 0.147113468557944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120799368593827, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122494657939629, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122494991754846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122494991754859, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122494991754846"
[1] "Starting iterative with newton 0.122494991754846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118738632815301, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120360660812543, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120360963448293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120360963448304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120360963448304"
[1] "Starting iterative with newton 0.120360963448304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118560130939645, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120175909677921, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120176209732155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120176209732166, diff to last: 0"
[1] "Final threshold is: 0.00553534871292184"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.535898431832168"
[1] "Newton iter: 1, lambda:0.626880319169269, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.630215934373262, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.630220314283636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63022031429118, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63022031429118"
[1] "Starting iterative with newton 0.63022031429118"
[1] "Starting newton at: 0.335575146799614"
[1] "Newton iter: 1, lambda:0.263884575183004, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.264966274271773, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.264966521608592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264966521608605, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.264966521608592"
[1] "Starting iterative with newton 0.264966521608592"
[1] "Starting newton at: 0.340106070722075"
[1] "Newton iter: 1, lambda:0.214971221915092, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.217885948116562, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.217887539646676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217887539647151, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.217887539646676"
[1] "Starting iterative with newton 0.217887539646676"
[1] "Starting newton at: 0.329428565611975"
[1] "Newton iter: 1, lambda:0.20906367000809, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.211719852989867, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.211721154063265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211721154063577, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.211721154063265"
[1] "Starting iterative with newton 0.211721154063265"
[1] "Starting newton at: 0.333384238790599"
[1] "Newton iter: 1, lambda:0.208035567319659, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.210909553836923, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.210911073898497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210911073898922, diff to last: 0"
[1] "Final threshold is: 0.00971462108887455"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.86354928944015"
[1] "Starting iterative with newton 2.86354928944015"
[1] "Starting newton at: 0.727508801797573"
[1] "Newton iter: 1, lambda:0.634584166297602, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.637961275303186, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.637965889550417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637965889559022, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637965889559022"
[1] "Starting iterative with newton 0.637965889559022"
[1] "Starting newton at: 0.245732694322647"
[1] "Newton iter: 1, lambda:0.303941541776631, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.30477155879598, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304771726946634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304771726946641, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.304771726946634"
[1] "Starting iterative with newton 0.304771726946634"
[1] "Starting newton at: 0.293691270556705"
[1] "Newton iter: 1, lambda:0.254268230200351, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.254607622865967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.254607648076702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254607648076702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.254607648076702"
[1] "Starting iterative with newton 0.254607648076702"
[1] "Starting newton at: 0.308857791142996"
[1] "Newton iter: 1, lambda:0.246012252651568, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.246859282682854, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246859437104834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246859437104839, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246859437104839"
[1] "Starting iterative with newton 0.246859437104839"
[1] "Starting newton at: 0.309864765232267"
[1] "Newton iter: 1, lambda:0.244750593238514, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.245657415996561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.245657592530468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245657592530475, diff to last: 0"
[1] "Final threshold is: 0.0113150551316578"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.42854672275641"
[1] "Starting iterative with newton 2.42854672275641"
[1] "Starting newton at: 0.577971200261731"
[1] "Newton iter: 1, lambda:0.633754487371889, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.635068586901679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.635069304354316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635069304354529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635069304354529"
[1] "Starting iterative with newton 0.635069304354529"
[1] "Starting newton at: 0.257169685256076"
[1] "Newton iter: 1, lambda:0.347114440406517, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.349379205470725, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.349380630229941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349380630230505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.349380630230505"
[1] "Starting iterative with newton 0.349380630230505"
[1] "Starting newton at: 0.279075848698474"
[1] "Newton iter: 1, lambda:0.298631850531856, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.298729631072418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298729633513329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.298729633513329"
[1] "Starting iterative with newton 0.298729633513329"
[1] "Starting newton at: 0.294881685707073"
[1] "Newton iter: 1, lambda:0.289540124333263, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.289547291033688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289547291046594, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289547291046594"
[1] "Starting iterative with newton 0.289547291046594"
[1] "Starting newton at: 0.294363065546573"
[1] "Newton iter: 1, lambda:0.287866292645264, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.287876862731916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287876862759909, diff to last: 0"
[1] "Final threshold is: 0.0132596861334666"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.80543611241318"
[1] "Starting iterative with newton 1.80543611241318"
[1] "Starting newton at: 0.729658187513172"
[1] "Newton iter: 1, lambda:0.721965965222126, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.721995646264598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.721995646707708, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.721995646264598"
[1] "Starting iterative with newton 0.721995646264598"
[1] "Starting newton at: 0.492053699378074"
[1] "Newton iter: 1, lambda:0.477611509249047, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.477690552258371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.47769055463224, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.477690552258371"
[1] "Starting iterative with newton 0.477690552258371"
[1] "Starting newton at: 0.556226793315722"
[1] "Newton iter: 1, lambda:0.413935615461037, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.420872250928203, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.420889165800365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420889165900851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.420889165900851"
[1] "Starting iterative with newton 0.420889165900851"
[1] "Starting newton at: 0.291533395077489"
[1] "Newton iter: 1, lambda:0.403286068336875, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.407633547135509, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.407640061826189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407640061840809, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.407640061840809"
[1] "Starting iterative with newton 0.407640061840809"
[1] "Starting newton at: 0.272945299258961"
[1] "Newton iter: 1, lambda:0.399026867093884, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.404538482400757, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.404548906838489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404548906875754, diff to last: 0"
[1] "Final threshold is: 0.0186336320289456"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.49525603741542"
[1] "Starting iterative with newton 1.49525603741542"
[1] "Starting newton at: 0.673361643133323"
[1] "Newton iter: 1, lambda:0.774719089819325, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.780657482638176, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.780677219062131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780677219279634, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780677219062131"
[1] "Starting iterative with newton 0.780677219062131"
[1] "Starting newton at: 0.696208470561062"
[1] "Newton iter: 1, lambda:0.582746828836395, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.588500038988355, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.588515348363669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588515348471922, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.588515348363669"
[1] "Starting iterative with newton 0.588515348363669"
[1] "Starting newton at: 0.462790011468413"
[1] "Newton iter: 1, lambda:0.532856328980914, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.535019422894461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.535021459267201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.535021459269005, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.535021459267201"
[1] "Starting iterative with newton 0.535021459267201"
[1] "Starting newton at: 0.442492463170506"
[1] "Newton iter: 1, lambda:0.517538860864561, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.519977572818022, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.51998011661266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519980116615426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.51998011661266"
[1] "Starting iterative with newton 0.51998011661266"
[1] "Starting newton at: 0.44862587762008"
[1] "Newton iter: 1, lambda:0.513903802353365, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.515736929102979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.515738359117494, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515738359118364, diff to last: 0"
[1] "Final threshold is: 0.0237550482638196"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.48704260350861"
[1] "Starting iterative with newton 1.48704260350861"
[1] "Starting newton at: 0.703508925508698"
[1] "Newton iter: 1, lambda:0.742600381787701, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.743401108050683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.743401439572206, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743401439572262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743401439572206"
[1] "Starting iterative with newton 0.743401439572206"
[1] "Starting newton at: 0.683287736398064"
[1] "Newton iter: 1, lambda:0.563004604773074, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.569055748672573, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.56907162045613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569071620565166, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.56907162045613"
[1] "Starting iterative with newton 0.56907162045613"
[1] "Starting newton at: 0.444147642710715"
[1] "Newton iter: 1, lambda:0.522209358048774, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.524763577910188, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.524766274524678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.524766274527682, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.524766274527682"
[1] "Starting iterative with newton 0.524766274527682"
[1] "Starting newton at: 0.45600822456521"
[1] "Newton iter: 1, lambda:0.511994031489221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.513286511231681, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513287193063671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513287193063861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.513287193063671"
[1] "Starting iterative with newton 0.513287193063671"
[1] "Starting newton at: 0.45564765550743"
[1] "Newton iter: 1, lambda:0.509123170343476, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.510297929045514, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.510298490499583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510298490499712, diff to last: 0"
[1] "Final threshold is: 0.0235044864444334"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15999516174685"
[1] "Starting iterative with newton 1.15999516174685"
[1] "Starting newton at: 0.832400621280925"
[1] "Newton iter: 1, lambda:0.858398458651407, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.858830455520506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.858830573508559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858830573508567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.858830573508559"
[1] "Starting iterative with newton 0.858830573508559"
[1] "Starting newton at: 0.803539149696929"
[1] "Newton iter: 1, lambda:0.761157863906486, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.762185082444503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.762185696231185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762185696231404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.762185696231404"
[1] "Starting iterative with newton 0.762185696231404"
[1] "Starting newton at: 0.81494133567002"
[1] "Newton iter: 1, lambda:0.726101339232333, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.730410937781874, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.730421452300733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730421452363228, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.730421452300733"
[1] "Starting iterative with newton 0.730421452300733"
[1] "Starting newton at: 0.815896630214952"
[1] "Newton iter: 1, lambda:0.714315032179703, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.719870084543578, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719887397047371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719887397215209, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.719887397215209"
[1] "Starting iterative with newton 0.719887397215209"
[1] "Starting newton at: 0.820284903023466"
[1] "Newton iter: 1, lambda:0.709836327414948, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.716359523605662, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.716383328731288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.716383329047621, diff to last: 0"
[1] "Final threshold is: 0.0329968098136014"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.84528470534258"
[1] "Starting iterative with newton 0.84528470534258"
[1] "Starting newton at: 1.18307211851899"
[1] "Newton iter: 1, lambda:1.00845845005895, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.03001659001173, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.03039159954864, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03039171168737, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03039171168738, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03039171168737"
[1] "Starting iterative with newton 1.03039171168737"
[1] "Starting newton at: 1.19984252800478"
[1] "Newton iter: 1, lambda:1.10638756453369, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.11328602458422, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.11332635053931, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11332635191135, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11332635053931"
[1] "Starting iterative with newton 1.11332635053931"
[1] "Starting newton at: 1.2061606809397"
[1] "Newton iter: 1, lambda:1.14704029006668, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.14993798139109, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14994525534615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14994525539189, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14994525539189"
[1] "Starting iterative with newton 1.14994525539189"
[1] "Starting newton at: 1.22143678580386"
[1] "Newton iter: 1, lambda:1.16318034311548, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.16602389896269, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.16603097873452, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16603097877832, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16603097877832"
[1] "Starting iterative with newton 1.16603097877832"
[1] "Starting newton at: 1.22905847893675"
[1] "Newton iter: 1, lambda:1.17015809852752, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.17307603672821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.17308352698331, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17308352703257, diff to last: 0"
[1] "Final threshold is: 0.0540325444277355"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.938069027983808"
[1] "Starting iterative with newton 0.938069027983808"
[1] "Starting newton at: 1.03072159114372"
[1] "Newton iter: 1, lambda:0.899746996387905, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.910462727433318, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.910540243175114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910540247210745, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.910540243175114"
[1] "Starting iterative with newton 0.910540243175114"
[1] "Starting newton at: 1.03463412046345"
[1] "Newton iter: 1, lambda:0.88761229130883, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.900901408580083, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.901019921775077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901019931142364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.901019921775077"
[1] "Starting iterative with newton 0.901019921775077"
[1] "Starting newton at: 1.03395651295085"
[1] "Newton iter: 1, lambda:0.883777341209855, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.897587563723592, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.897715267204023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89771527805388, diff to last: 0"
[1] "Newton iter: 5, lambda:0.89771527805388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897715267204023"
[1] "Starting iterative with newton 0.897715267204023"
[1] "Starting newton at: 1.03288390197216"
[1] "Newton iter: 1, lambda:0.882624775689856, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.896439021023466, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.896566688921902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896566699756481, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896566699756481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.896566699756481"
[1] "Starting iterative with newton 0.896566699756481"
[1] "Starting newton at: 1.03341119255174"
[1] "Newton iter: 1, lambda:0.882027487026684, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.896036050604909, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.896167307754486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896167319203462, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896167319203462, diff to last: 0"
[1] "Final threshold is: 0.0412777090238702"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.21606034252028"
[1] "Newton iter: 1, lambda:1.21577556144726, diff to last: 0"
[1] "Newton iter: 2, lambda:1.2157756401301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2157756401301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2157756401301"
[1] "Starting iterative with newton 1.2157756401301"
[1] "Starting newton at: 1.26772924328669"
[1] "Newton iter: 1, lambda:1.47085278697195, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.52476642342868, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.528246415187, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.5282602670832, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52826026730193, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52826026730193"
[1] "Starting iterative with newton 1.52826026730193"
[1] "Starting newton at: 1.86310855100827"
[1] "Newton iter: 1, lambda:1.64964197820181, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.69257349740183, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.69495709322591, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.69496413772385, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69496413778522, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69496413778522"
[1] "Starting iterative with newton 1.69496413778522"
[1] "Starting newton at: 1.8896492833913"
[1] "Newton iter: 1, lambda:1.76350951262823, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.78094897681047, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.78134893415577, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78134914048206, diff to last: 0"
[1] "Newton iter: 5, lambda:1.78134914048211, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78134914048206"
[1] "Starting iterative with newton 1.78134914048206"
[1] "Starting newton at: 1.91340484271407"
[1] "Newton iter: 1, lambda:1.81408026340019, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.82549921871511, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.82567326854508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82567330844882, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82567330844883, diff to last: 0"
[1] "Final threshold is: 0.0840910062038176"
threshold is:
[{'ad': 0.0012513022308023257, 'da': 0.003091194338058486, 'dd': 0.004754536460284806}, {'ad': 0.004367900489745352, 'da': 0.005535348712921842, 'dd': 0.009714621088874548}, {'ad': 0.011315055131657778, 'da': 0.013259686133466644, 'dd': 0.018633632028945562}, {'ad': 0.023755048263819606, 'da': 0.023504486444433384, 'dd': 0.0329968098136014}, {'ad': 0.054032544427735536, 'da': 0.04127770902387015, 'dd': 0.08409100620381757}]
Number of points in noise estimation: 128
Estimated noise: 0.046060270375133654
0.046060270375133654
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.4836009049221"
[1] "Starting iterative with newton 28.4836009049221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6643171557904"
[1] "Starting iterative with newton 13.6643171557904"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.16935027904313"
[1] "Starting iterative with newton 7.16935027904313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.60509280653172"
[1] "Starting iterative with newton 6.60509280653172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65945255451043"
[1] "Starting iterative with newton 4.65945255451043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34281392291626"
[1] "Starting iterative with newton 3.34281392291626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86354928944015"
[1] "Starting iterative with newton 2.86354928944015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.42854672275641"
[1] "Starting iterative with newton 2.42854672275641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80543611241318"
[1] "Starting iterative with newton 1.80543611241318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.49525603741542"
[1] "Starting iterative with newton 1.49525603741542"
[1] "Starting newton at: 1.74205990543483"
[1] "Newton iter: 1, lambda:1.38628665047387, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.31524523485989, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.30989694230671, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.30986488252433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30986488136916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30986488136916"
[1] "Starting iterative with newton 1.30986488136916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.48704260350861"
[1] "Starting iterative with newton 1.48704260350861"
[1] "Starting newton at: 1.72834980767236"
[1] "Newton iter: 1, lambda:1.43447627404655, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.38443488144109, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.38206256168044, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38205699640352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38205699637284, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38205699640352"
[1] "Starting iterative with newton 1.38205699640352"
[1] "Starting newton at: 1.63129434672018"
[1] "Newton iter: 1, lambda:1.35410476754126, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.29787479952207, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.29437176347921, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.29435763998521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29435763975526, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29435763998521"
[1] "Starting iterative with newton 1.29435763998521"
[1] "Starting newton at: 1.53302123783418"
[1] "Newton iter: 1, lambda:1.24956315332522, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.17562618324146, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.16812985551903, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.16804987078151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16804986166612, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16804986166612"
[1] "Starting iterative with newton 1.16804986166612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15999516174685"
[1] "Starting iterative with newton 1.15999516174685"
[1] "Starting newton at: 1.35089499148755"
[1] "Newton iter: 1, lambda:1.21748793725339, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.19689805976566, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.19634119112233, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19634078056922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.196340780569, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19634078056922"
[1] "Starting iterative with newton 1.19634078056922"
[1] "Starting newton at: 1.38061885149036"
[1] "Newton iter: 1, lambda:1.26173072025708, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.24659898827905, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.24632363350804, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24632354163746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24632354163745, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24632354163745"
[1] "Starting iterative with newton 1.24632354163745"
[1] "Starting newton at: 1.43052823028217"
[1] "Newton iter: 1, lambda:1.32220859837002, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.31104702633339, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.31091383880576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31091381969814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31091381969814, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31091381969814"
[1] "Starting iterative with newton 1.31091381969814"
[1] "Starting newton at: 1.48039806937914"
[1] "Newton iter: 1, lambda:1.38207881925201, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.3739201001917, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.37385686661977, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37385686279468, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.37385686279468"
[1] "Starting iterative with newton 1.37385686279468"
[1] "Starting newton at: 1.53268725392416"
[1] "Newton iter: 1, lambda:1.43991956254098, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.43350325236715, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.43346843529077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43346843425866, diff to last: 0"
[1] "Final threshold is: 0.0660259437037126"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.84528470534258"
[1] "Starting iterative with newton 0.84528470534258"
[1] "Starting newton at: 1.27219554021432"
[1] "Newton iter: 1, lambda:1.27033223893762, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.27032835679228, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27032835677541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27032835677541"
[1] "Starting iterative with newton 1.27032835677541"
[1] "Starting newton at: 1.72937436382717"
[1] "Newton iter: 1, lambda:1.72306649940162, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.72305427826451, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72305427821754, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72305427821754"
[1] "Starting iterative with newton 1.72305427821754"
[1] "Starting newton at: 2.009071570085"
[1] "Newton iter: 1, lambda:1.99876153612634, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.99876176612282, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99876176612282, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99876176612282"
[1] "Starting iterative with newton 1.99876176612282"
[1] "Starting newton at: 2.14553136816223"
[1] "Newton iter: 1, lambda:2.14257807780138, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.14257900501231, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1425790050124, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14257900501231"
[1] "Starting iterative with newton 2.14257900501231"
[1] "Starting newton at: 2.26711580173682"
[1] "Newton iter: 1, lambda:2.20836486780272, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.20902394024511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.20902400379382, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20902400379382, diff to last: 0"
[1] "Final threshold is: 0.101748242879903"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.938069027983808"
[1] "Starting iterative with newton 0.938069027983808"
[1] "Starting newton at: 1.26259521978206"
[1] "Newton iter: 1, lambda:1.25501849934451, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.25495133811589, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25495133281723, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25495133281723"
[1] "Starting iterative with newton 1.25495133281723"
[1] "Starting newton at: 1.60891060848008"
[1] "Newton iter: 1, lambda:1.586385208349, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.58611293389209, diff to last: 0"
[1] "Newton iter: 3, lambda:1.58611289229066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58611289229066, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58611289229066"
[1] "Starting iterative with newton 1.58611289229066"
[1] "Starting newton at: 1.74536722913776"
[1] "Newton iter: 1, lambda:1.80645863897099, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.80519134015703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80519089659323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80519089659317, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80519089659317"
[1] "Starting iterative with newton 1.80519089659317"
[1] "Starting newton at: 1.9755436967949"
[1] "Newton iter: 1, lambda:1.93457171898267, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.93438568184202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93438567663564, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93438567663564"
[1] "Starting iterative with newton 1.93438567663564"
[1] "Starting newton at: 2.09682245071557"
[1] "Newton iter: 1, lambda:1.999620231277, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.99952825123781, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99952825042079, diff to last: 0"
[1] "Final threshold is: 0.0920988118370996"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0460602703751337"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57159214656457"
[1] "Newton iter: 1, lambda:1.73951646098626, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.72621339042768, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.72616093057077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72616092971386, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72616093057077"
[1] "Starting iterative with newton 1.72616093057077"
[1] "Starting newton at: 2.23654410771309"
[1] "Newton iter: 1, lambda:2.32759294192127, diff to last: 0.091"
[1] "Newton iter: 2, lambda:2.33073281190831, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.3307372134633, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33073721347199, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33073721347199"
[1] "Starting iterative with newton 2.33073721347199"
[1] "Starting newton at: 2.55348339907294"
[1] "Newton iter: 1, lambda:2.58811154372426, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.58877600218432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58877625226447, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58877625226451, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58877625226447"
[1] "Starting iterative with newton 2.58877625226447"
[1] "Starting newton at: 2.69266480085747"
[1] "Newton iter: 1, lambda:2.69941630807327, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.69944369479344, diff to last: 0"
[1] "Newton iter: 3, lambda:2.69944369524496, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.69944369524496"
[1] "Starting iterative with newton 2.69944369524496"
[1] "Starting newton at: 2.81957448002455"
[1] "Newton iter: 1, lambda:2.74772004042365, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.75091174674344, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.75091802469363, diff to last: 0"
[1] "Newton iter: 4, lambda:2.75091802471793, diff to last: 0"
[1] "Final threshold is: 0.126708027998337"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06602594370371263}, {'ad': 0.10174824287990344, 'da': 0.09209881183709961, 'dd': 0.12670802799833653}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46713334208343. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019322754276185107
0.019322754276185107
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.8972749011811"
[1] "Starting iterative with newton 67.8972749011811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5720719567905"
[1] "Starting iterative with newton 32.5720719567905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0898106733034"
[1] "Starting iterative with newton 17.0898106733034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7447720016117"
[1] "Starting iterative with newton 15.7447720016117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1068868026422"
[1] "Starting iterative with newton 11.1068868026422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.9683729815397"
[1] "Starting iterative with newton 7.9683729815397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.82593447181047"
[1] "Starting iterative with newton 6.82593447181047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.78900487321672"
[1] "Starting iterative with newton 5.78900487321672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.30367608541566"
[1] "Starting iterative with newton 4.30367608541566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56428987187858"
[1] "Starting iterative with newton 3.56428987187858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.54471124550636"
[1] "Starting iterative with newton 3.54471124550636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.76511774771973"
[1] "Starting iterative with newton 2.76511774771973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01493231842366"
[1] "Starting iterative with newton 2.01493231842366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23610529026525"
[1] "Starting iterative with newton 2.23610529026525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.60780289472384"
[1] "Starting iterative with newton 1.60780289472384"
[1] "Starting newton at: 1.83441788131791"
[1] "Newton iter: 1, lambda:1.42333332293969, diff to last: 0.411"
[1] "Newton iter: 2, lambda:1.34607812459624, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.34005658908798, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34001755619243, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3400175545468, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34001755619243"
[1] "Starting iterative with newton 1.34001755619243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46713334208343. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019322754276185107
0.019322754276185107
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469156720991353, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0469749966264046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0469749967211884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0469749966264046"
[1] "Starting iterative with newton 0.0469749966264046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00400136660658911, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00400149860999417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00400149860999431, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00400149860999417"
[1] "Starting iterative with newton 0.00400149860999417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00371360843679277, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00371371696249858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00371371696249867, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00371371696249858"
[1] "Starting iterative with newton 0.00371371696249858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0037117335018448, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0037118418836788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00371184188367889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0037118418836788"
[1] "Starting iterative with newton 0.0037118418836788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0037117212877185, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00371182966861563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00371182966861573, diff to last: 0"
[1] "Final threshold is: 7.17227726017135e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.130908570630711"
[1] "Newton iter: 1, lambda:0.0886050545505357, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0887148946140399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.088714895355714, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.088714895355714"
[1] "Starting iterative with newton 0.088714895355714"
[1] "Starting newton at: 0.036820615146597"
[1] "Newton iter: 1, lambda:0.0273519720960903, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0273544725652417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273544725654161, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273544725652417"
[1] "Starting iterative with newton 0.0273544725652417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260836628984935, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261021449083905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261021449176695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0261021449176695"
[1] "Starting iterative with newton 0.0261021449176695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260582202536904, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.026076656016121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260766560253485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.026076656016121"
[1] "Starting iterative with newton 0.026076656016121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260577024481216, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260761372700411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260761372792675, diff to last: 0"
[1] "Final threshold is: 0.000503862792941076"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.161071382345784"
[1] "Newton iter: 1, lambda:0.154344160898418, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.154348468140119, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154348468141885, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.154348468140119"
[1] "Starting iterative with newton 0.154348468140119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263568756311793, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263801292519274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263801292700321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0263801292519274"
[1] "Starting iterative with newton 0.0263801292519274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0230755420119758, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230917226647936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023091722672751, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0230917226647936"
[1] "Starting iterative with newton 0.0230917226647936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0229943293063982, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.023010355886656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230103558944429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.023010355886656"
[1] "Starting iterative with newton 0.023010355886656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0229923218113589, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230083445953659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230083446031487, diff to last: 0"
[1] "Final threshold is: 0.000444584589068433"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137758171071642, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.139476838414241, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139477104742456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139477104742463, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.139477104742456"
[1] "Starting iterative with newton 0.139477104742456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0382841575956497, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0383401414029394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0383401415226492, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0383401414029394"
[1] "Starting iterative with newton 0.0383401414029394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352038965321099, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352494499608795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352494500371529, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0352494500371529"
[1] "Starting iterative with newton 0.0352494500371529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351100640752298, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351553199892725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351553200644614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0351553199892725"
[1] "Starting iterative with newton 0.0351553199892725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351072067626725, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351524536353154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351524537104716, diff to last: 0"
[1] "Final threshold is: 0.000679242225252414"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.167747071589778, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.170831043722177, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.170832078602757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170832078602873, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.170832078602873"
[1] "Starting iterative with newton 0.170832078602873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053623925272991, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.053764782314521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537647832862622, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.053764782314521"
[1] "Starting iterative with newton 0.053764782314521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0496074759741086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497228345573764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497228351811414, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0497228351811414"
[1] "Starting iterative with newton 0.0497228351811414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0494685366990339, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0495830715044922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0495830721184251, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0495830715044922"
[1] "Starting iterative with newton 0.0495830715044922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04946373162956, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0495782380151323, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0495782386287276, diff to last: 0"
[1] "Final threshold is: 0.00095798811061262"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.255614101810279, diff to last: 0.256"
[1] "Newton iter: 2, lambda:0.266336450821237, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.26635506635156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266355066407609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26635506635156"
[1] "Starting iterative with newton 0.26635506635156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098855965002674, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.099707235987956, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997072990947634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997072990947638, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0997072990947638"
[1] "Starting iterative with newton 0.0997072990947638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0892986642887861, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0899508383995534, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0899508731825857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0899508731825858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0899508731825857"
[1] "Starting iterative with newton 0.0899508731825857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0887359595528438, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0893775391367033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0893775726736075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0893775726736076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0893775726736075"
[1] "Starting iterative with newton 0.0893775726736075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0887028808520293, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0893438413863956, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0893438748512787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0893438748512788, diff to last: 0"
[1] "Final threshold is: 0.00172636973983349"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.348442199185172"
[1] "Newton iter: 1, lambda:0.331076776947518, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.331137516058578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.331137516803613, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331137516058578"
[1] "Starting iterative with newton 0.331137516058578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112860409567752, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.11418093555291, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114181116155127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114181116155131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114181116155127"
[1] "Starting iterative with newton 0.114181116155127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968034589777986, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0977027977919906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0977028753880211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0977028753880217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0977028753880211"
[1] "Starting iterative with newton 0.0977028753880211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955853050337754, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964566473933927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964567197791563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964567197791568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0964567197791568"
[1] "Starting iterative with newton 0.0964567197791568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954932050482999, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0963624527243554, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963625247282402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963625247282407, diff to last: 0"
[1] "Final threshold is: 0.0018619893867566"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.273572748118278"
[1] "Newton iter: 1, lambda:0.383386430829554, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.386274047325471, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.386276009713258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386276009714164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.386276009714164"
[1] "Starting iterative with newton 0.386276009714164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128472687430232, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130408584427337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130409023602744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130409023602767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130409023602767"
[1] "Starting iterative with newton 0.130409023602767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108114332657548, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109357729662492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109357894105176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109357894105179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109357894105176"
[1] "Starting iterative with newton 0.109357894105176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106442402870008, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107637393389708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10763754399368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107637543993682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10763754399368"
[1] "Starting iterative with newton 0.10763754399368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106305762210493, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107496851353002, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107497000870913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107497000870915, diff to last: 0"
[1] "Final threshold is: 0.00207713813325551"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.355415495037284"
[1] "Newton iter: 1, lambda:0.491698051889146, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.49766586782047, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.4976770338985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497677033937538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4976770338985"
[1] "Starting iterative with newton 0.4976770338985"
[1] "Starting newton at: 0.280923875357647"
[1] "Newton iter: 1, lambda:0.190720665696147, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.191992965979329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1919932201539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19199322015391, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1919932201539"
[1] "Starting iterative with newton 0.1919932201539"
[1] "Starting newton at: 0.313597140271564"
[1] "Newton iter: 1, lambda:0.157919656268772, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.161343975334787, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161345641285293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161345641285688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.161345641285293"
[1] "Starting iterative with newton 0.161345641285293"
[1] "Starting newton at: 0.300845297798171"
[1] "Newton iter: 1, lambda:0.155233009299015, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.158200198891878, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.158201436901789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158201436902004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.158201436902004"
[1] "Starting iterative with newton 0.158201436902004"
[1] "Starting newton at: 0.30398950218146"
[1] "Newton iter: 1, lambda:0.154764227750723, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.157876766432396, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157878127261689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157878127261949, diff to last: 0"
[1] "Final threshold is: 0.0030506402586619"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56428987187858"
[1] "Starting iterative with newton 3.56428987187858"
[1] "Starting newton at: 0.7064267565042"
[1] "Newton iter: 1, lambda:0.575035585536334, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.581061149241639, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.581074389955156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581074390018981, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.581074390018981"
[1] "Starting iterative with newton 0.581074390018981"
[1] "Starting newton at: 0.391985706303054"
[1] "Newton iter: 1, lambda:0.228965576893722, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.234064841547758, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.234069894025549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234069894030508, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234069894025549"
[1] "Starting iterative with newton 0.234069894025549"
[1] "Starting newton at: 0.360009297052929"
[1] "Newton iter: 1, lambda:0.185292923162101, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.190524679451537, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.190529409372115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19052940937598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19052940937598"
[1] "Starting iterative with newton 0.19052940937598"
[1] "Starting newton at: 0.349666764018738"
[1] "Newton iter: 1, lambda:0.180217079581483, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.185065038131512, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.185069035249527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185069035252244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.185069035249527"
[1] "Starting iterative with newton 0.185069035249527"
[1] "Starting newton at: 0.353388654008219"
[1] "Newton iter: 1, lambda:0.179272285298589, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.184379652213886, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.184384079616091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184384079619418, diff to last: 0"
[1] "Final threshold is: 0.00356280826292656"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.54471124550636"
[1] "Starting iterative with newton 3.54471124550636"
[1] "Starting newton at: 0.602106480289028"
[1] "Newton iter: 1, lambda:0.573957952953361, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.574232439497381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.574232465823889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574232465823889, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.574232465823889"
[1] "Starting iterative with newton 0.574232465823889"
[1] "Starting newton at: 0.331101564337571"
[1] "Newton iter: 1, lambda:0.241046129561863, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.242630131087686, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.242630624370325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242630624370373, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242630624370373"
[1] "Starting iterative with newton 0.242630624370373"
[1] "Starting newton at: 0.328676127634199"
[1] "Newton iter: 1, lambda:0.197956971868976, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.200963272916425, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.200964873868852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200964873869306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.200964873869306"
[1] "Starting iterative with newton 0.200964873869306"
[1] "Starting newton at: 0.335930380520678"
[1] "Newton iter: 1, lambda:0.192044634862534, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.195635205011828, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195637457188549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195637457189435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.195637457188549"
[1] "Starting iterative with newton 0.195637457188549"
[1] "Starting newton at: 0.331940894620919"
[1] "Newton iter: 1, lambda:0.191539042800202, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.194952675363134, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.194954707379853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194954707380573, diff to last: 0"
[1] "Final threshold is: 0.00376706190570038"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.76511774771973"
[1] "Starting iterative with newton 2.76511774771973"
[1] "Starting newton at: 0.569787655825595"
[1] "Newton iter: 1, lambda:0.622250575030124, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.623363886839208, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623364380695652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62336438069575, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623364380695652"
[1] "Starting iterative with newton 0.623364380695652"
[1] "Starting newton at: 0.290686868155541"
[1] "Newton iter: 1, lambda:0.311316136975663, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.311422852955333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311422855806232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311422855806232"
[1] "Starting iterative with newton 0.311422855806232"
[1] "Starting newton at: 0.304503399451139"
[1] "Newton iter: 1, lambda:0.26260954587904, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.263006043586635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263006079198946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263006079198946, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263006079198946"
[1] "Starting iterative with newton 0.263006079198946"
[1] "Starting newton at: 0.294806007267907"
[1] "Newton iter: 1, lambda:0.25504919136594, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.255400565358601, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255400592870444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255400592870444, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255400592870444"
[1] "Starting iterative with newton 0.255400592870444"
[1] "Starting newton at: 0.294566424996069"
[1] "Newton iter: 1, lambda:0.25383500313138, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.254202843534207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.254202873606663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254202873606663, diff to last: 0"
[1] "Final threshold is: 0.00491189966300168"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.01493231842366"
[1] "Starting iterative with newton 2.01493231842366"
[1] "Starting newton at: 0.778770376679668"
[1] "Newton iter: 1, lambda:0.698092814318955, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.701079881977201, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.701084106954715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701084106963159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.701084106954715"
[1] "Starting iterative with newton 0.701084106954715"
[1] "Starting newton at: 0.558176802144688"
[1] "Newton iter: 1, lambda:0.426034206216936, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.431943339830029, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.431955462604058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431955462655035, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.431955462604058"
[1] "Starting iterative with newton 0.431955462604058"
[1] "Starting newton at: 0.287503441828443"
[1] "Newton iter: 1, lambda:0.370715639165702, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.372937031471441, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.372938603221571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372938603222358, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.372938603221571"
[1] "Starting iterative with newton 0.372938603221571"
[1] "Starting newton at: 0.294490839596198"
[1] "Newton iter: 1, lambda:0.358586292158324, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.35987567054168, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.359876189504606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35987618950469, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.35987618950469"
[1] "Starting iterative with newton 0.35987618950469"
[1] "Starting newton at: 0.296016746052929"
[1] "Newton iter: 1, lambda:0.355861458984536, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.356979981440198, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356980370216625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356980370216672, diff to last: 0"
[1] "Final threshold is: 0.00689784397511743"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23610529026525"
[1] "Starting iterative with newton 2.23610529026525"
[1] "Starting newton at: 0.535319594088242"
[1] "Newton iter: 1, lambda:0.645652311447198, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.650982166563739, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65099424055174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650994240613596, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.65099424055174"
[1] "Starting iterative with newton 0.65099424055174"
[1] "Starting newton at: 0.280528764799413"
[1] "Newton iter: 1, lambda:0.379451982762395, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.382445085526266, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.3824477986863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382447798688528, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3824477986863"
[1] "Starting iterative with newton 0.3824477986863"
[1] "Starting newton at: 0.285502699299332"
[1] "Newton iter: 1, lambda:0.331224896486283, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.331811476304127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331811572478092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331811572478095, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331811572478092"
[1] "Starting iterative with newton 0.331811572478092"
[1] "Starting newton at: 0.280246138512492"
[1] "Newton iter: 1, lambda:0.321637267446807, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.322110042977685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322110104456399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3221101044564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.322110104456399"
[1] "Starting iterative with newton 0.322110104456399"
[1] "Starting newton at: 0.281753495944602"
[1] "Newton iter: 1, lambda:0.319846269634814, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.32024534006277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320245383730083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320245383730084, diff to last: 0"
[1] "Final threshold is: 0.00618802285789901"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193227542761851"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.60780289472384"
[1] "Starting iterative with newton 1.60780289472384"
[1] "Starting newton at: 0.695997316932244"
[1] "Newton iter: 1, lambda:0.77618450743272, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.779858484908597, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.779865993659264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779865993690583, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.779865993659264"
[1] "Starting iterative with newton 0.779865993659264"
[1] "Starting newton at: 0.477232486343772"
[1] "Newton iter: 1, lambda:0.556708199959722, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.559565181017905, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.559568818144564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559568818150455, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.559568818150455"
[1] "Starting iterative with newton 0.559568818150455"
[1] "Starting newton at: 0.512539183543207"
[1] "Newton iter: 1, lambda:0.49867946082771, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.498758943857302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.498758946478309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.498758946478309"
[1] "Starting iterative with newton 0.498758946478309"
[1] "Starting newton at: 0.518618891615672"
[1] "Newton iter: 1, lambda:0.481323783195875, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.48188511331287, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.481885241374827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481885241374833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.481885241374827"
[1] "Starting iterative with newton 0.481885241374827"
[1] "Starting newton at: 0.515819866523831"
[1] "Newton iter: 1, lambda:0.476578794161328, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.477196462559415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.477196616718475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477196616718485, diff to last: 0"
[1] "Final threshold is: 0.00922075296627798"
threshold is:
[{'ad': 7.172277260171348e-05, 'da': 0.0005038627929410762, 'dd': 0.00044458458906843274}, {'ad': 0.0006792422252524144, 'da': 0.0009579881106126203, 'dd': 0.0017263697398334924}, {'ad': 0.001861989386756597, 'da': 0.002077138133255507, 'dd': 0.0030506402586619004}, {'ad': 0.00356280826292656, 'da': 0.003767061905700384, 'dd': 0.004911899663001683}, {'ad': 0.006897843975117431, 'da': 0.006188022857899007, 'dd': 0.00922075296627798}]
Number of points in noise estimation: 128
Estimated noise: 0.046060270375133654
0.046060270375133654
threshold is:
[{'ad': 0.03143618124995662, 'da': 0.0024256918223716107, 'dd': 0.009362766272890323}, {'ad': 0.005253644703113736, 'da': 0.006770485367106047, 'dd': 0.0075340449573395585}, {'ad': 0.012428909222516715, 'da': 0.012352238102642847, 'dd': 0.016705971055224856}, {'ad': 0.019590412376588096, 'da': 0.022203816441163166, 'dd': 0.029807564048673893}, {'ad': 0.04346028944827357, 'da': 0.03464608290125318, 'dd': 0.058580263768814804}]
['baboon256', 0.025, 3, 0.0006216497611340204, 0.0009934155862001328, 0.0008913394399866189, 0.006733009059832944, 0.0012533154068625062, 0.0013744100419864594, 0.0005448794776813566, 0.000621649761134021, 32.064542288903, 30.028690304213164, 30.499568763897255, 21.71790801151718, 29.01939621565702, 28.618836803730087, 32.636995490376876, 32.064542288903]
baboon256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.04504509117872088
0.04504509117872088
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0956645045820782, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0962290643546935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962290839815339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962290839815339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0962290839815339"
[1] "Starting iterative with newton 0.0962290839815339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0303326489433768, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303583599767784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303583599952535, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0303583599767784"
[1] "Starting iterative with newton 0.0303583599767784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290604771018526, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290833262966047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290833263107319, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0290833262966047"
[1] "Starting iterative with newton 0.0290833262966047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290356654958641, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290584616456693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290584616597222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0290584616456693"
[1] "Starting iterative with newton 0.0290584616456693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029035181574475, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290579766907144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290579767047659, diff to last: 0"
[1] "Final threshold is: 0.00130891920950238"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.37930688514394"
[1] "Newton iter: 1, lambda:0.207324252332502, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.21108572576919, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.211087566449117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211087566449557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.211087566449117"
[1] "Starting iterative with newton 0.211087566449117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0805670320479128, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.081048797475015, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0810488146939895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0810488146939896, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0810488146939895"
[1] "Starting iterative with newton 0.0810488146939895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732313467929464, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736123076455843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736123179528301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0736123179528301, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736123179528301"
[1] "Starting iterative with newton 0.0736123179528301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0728074642446857, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0731830596048085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0731830695980984, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0731830596048085"
[1] "Starting iterative with newton 0.0731830596048085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0727829871026733, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0731582740960706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0731582840714784, diff to last: 0"
[1] "Final threshold is: 0.00329542157647851"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124016096694525"
[1] "Newton iter: 1, lambda:0.266954453670471, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.270179978152372, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.270181596551034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270181596551441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270181596551034"
[1] "Starting iterative with newton 0.270181596551034"
[1] "Starting newton at: 0.0403710426135051"
[1] "Newton iter: 1, lambda:0.122342924294665, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.123090946570844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123091008764791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123091008764791, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123091008764791"
[1] "Starting iterative with newton 0.123091008764791"
[1] "Starting newton at: 0.158663847595603"
[1] "Newton iter: 1, lambda:0.110398113699846, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.110645199220031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110645205702383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110645205702383"
[1] "Starting iterative with newton 0.110645205702383"
[1] "Starting newton at: 0.171109650658011"
[1] "Newton iter: 1, lambda:0.109173811621735, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.109578887818788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109578905170184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109578905170184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109578905170184"
[1] "Starting iterative with newton 0.109578905170184"
[1] "Starting newton at: 0.17217595119021"
[1] "Newton iter: 1, lambda:0.109067069510607, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.109487475170757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109487493853691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109487493853691, diff to last: 0"
[1] "Final threshold is: 0.00493187414356914"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.431043106617793"
[1] "Newton iter: 1, lambda:0.309413449128339, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.312206134813351, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.312207636376015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312207636376449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.312207636376015"
[1] "Starting iterative with newton 0.312207636376015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109922396888707, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111089145588022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111089276945417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111089276945419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111089276945417"
[1] "Starting iterative with newton 0.111089276945417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968452148198141, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0976894211097375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0976894852367768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0976894852367772, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0976894852367768"
[1] "Starting iterative with newton 0.0976894852367768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959653090609414, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967902548224422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967903157632984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967903157632987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0967903157632984"
[1] "Starting iterative with newton 0.0967903157632984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959062412848665, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967299044740012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967299652058824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967299652058827, diff to last: 0"
[1] "Final threshold is: 0.00435721010241349"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.422524617780662"
[1] "Newton iter: 1, lambda:0.41727475857699, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.417281948419381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.417281948432881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.417281948432881"
[1] "Starting iterative with newton 0.417281948432881"
[1] "Starting newton at: 0.176788305864108"
[1] "Newton iter: 1, lambda:0.154631840961399, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.154695328659693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.154695329181333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.154695329181333"
[1] "Starting iterative with newton 0.154695329181333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128897124095608, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130888876060591, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130889351061953, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13088935106198, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130889351061953"
[1] "Starting iterative with newton 0.130889351061953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12679155472648, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128704166377867, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128704601097155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128704601097178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128704601097155"
[1] "Starting iterative with newton 0.128704601097155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126598188769517, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128503630430703, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128504061596444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128504061596466, diff to last: 0"
[1] "Final threshold is: 0.00578847717144876"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.611176804201541"
[1] "Newton iter: 1, lambda:0.599471786859234, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.5995250825885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.599525083696996, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599525083696996"
[1] "Starting iterative with newton 0.599525083696996"
[1] "Starting newton at: 0.375472680471264"
[1] "Newton iter: 1, lambda:0.254057964577996, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.257075896863706, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.257077781699192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257077781699927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.257077781699192"
[1] "Starting iterative with newton 0.257077781699192"
[1] "Starting newton at: 0.327856835113682"
[1] "Newton iter: 1, lambda:0.208252274586377, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.210908348872228, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.210909668346208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210909668346534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210909668346208"
[1] "Starting iterative with newton 0.210909668346208"
[1] "Starting newton at: 0.268217766270458"
[1] "Newton iter: 1, lambda:0.203789382503842, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.204551829138275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.20455193625855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204551936258552, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.20455193625855"
[1] "Starting iterative with newton 0.20455193625855"
[1] "Starting newton at: 0.274575498358116"
[1] "Newton iter: 1, lambda:0.202727476949395, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.203673314163411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.203673478673498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203673478673503, diff to last: 0"
[1] "Final threshold is: 0.00917449041753498"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.89098200471098"
[1] "Starting iterative with newton 2.89098200471098"
[1] "Starting newton at: 0.567737030791072"
[1] "Newton iter: 1, lambda:0.609382298546425, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.610064907202626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.610065088447289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610065088447301, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610065088447289"
[1] "Starting iterative with newton 0.610065088447289"
[1] "Starting newton at: 0.276925555492446"
[1] "Newton iter: 1, lambda:0.284229357555285, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.284241934828942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284241934866219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284241934866219"
[1] "Starting iterative with newton 0.284241934866219"
[1] "Starting newton at: 0.341219474677511"
[1] "Newton iter: 1, lambda:0.233111812262092, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.235552966007061, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.235554217989477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235554217989806, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235554217989477"
[1] "Starting iterative with newton 0.235554217989477"
[1] "Starting newton at: 0.368580586325219"
[1] "Newton iter: 1, lambda:0.224003303501788, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.228282211157427, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228285988491163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228285988494106, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228285988491163"
[1] "Starting iterative with newton 0.228285988491163"
[1] "Starting newton at: 0.375021619389812"
[1] "Newton iter: 1, lambda:0.222446747408187, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.227196874134774, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.227201516549512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227201516553946, diff to last: 0"
[1] "Final threshold is: 0.0102343130289164"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.51171608034774"
[1] "Starting iterative with newton 2.51171608034774"
[1] "Starting newton at: 0.630777490861411"
[1] "Newton iter: 1, lambda:0.634022788957819, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.634027103141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.634027103148616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.634027103141"
[1] "Starting iterative with newton 0.634027103141"
[1] "Starting newton at: 0.242866644308261"
[1] "Newton iter: 1, lambda:0.340118088767515, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.342709361273647, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.34271118655517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342711186556076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34271118655517"
[1] "Starting iterative with newton 0.34271118655517"
[1] "Starting newton at: 0.311854086413133"
[1] "Newton iter: 1, lambda:0.292172273011362, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.292268762375818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292268764698566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.292268762375818"
[1] "Starting iterative with newton 0.292268762375818"
[1] "Starting newton at: 0.281075207515412"
[1] "Newton iter: 1, lambda:0.283335982894157, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.283337238368103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28333723836849, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.283337238368103"
[1] "Starting iterative with newton 0.283337238368103"
[1] "Starting newton at: 0.28801989041564"
[1] "Newton iter: 1, lambda:0.281739963661886, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.281749617792186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281749617815012, diff to last: 0"
[1] "Final threshold is: 0.0126914372230188"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.94393286447123"
[1] "Starting iterative with newton 1.94393286447123"
[1] "Starting newton at: 0.689466549993602"
[1] "Newton iter: 1, lambda:0.739223701060349, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.740519240300542, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.740520104062476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74052010406286, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.740520104062476"
[1] "Starting iterative with newton 0.740520104062476"
[1] "Starting newton at: 0.545707008347832"
[1] "Newton iter: 1, lambda:0.460503756875927, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.463180230059504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.463182914561775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463182914564475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.463182914561775"
[1] "Starting iterative with newton 0.463182914561775"
[1] "Starting newton at: 0.502520237610232"
[1] "Newton iter: 1, lambda:0.395445850522903, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.399287514679772, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.399292539490335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399292539498928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.399292539490335"
[1] "Starting iterative with newton 0.399292539490335"
[1] "Starting newton at: 0.502536601401111"
[1] "Newton iter: 1, lambda:0.379549244799091, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.384493728948569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.38450186221326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384501862235255, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.38450186221326"
[1] "Starting iterative with newton 0.38450186221326"
[1] "Starting newton at: 0.501140864678448"
[1] "Newton iter: 1, lambda:0.375970565529011, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.38106399559067, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.381072579469632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381072579493999, diff to last: 0"
[1] "Final threshold is: 0.0171654490890175"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.5492841834922"
[1] "Starting iterative with newton 1.5492841834922"
[1] "Starting newton at: 0.663910348721278"
[1] "Newton iter: 1, lambda:0.775892227652924, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.783124446946983, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.783153569237826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783153569708701, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783153569237826"
[1] "Starting iterative with newton 0.783153569237826"
[1] "Starting newton at: 0.469070725411487"
[1] "Newton iter: 1, lambda:0.573399063688002, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.578467507475388, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.57847923674453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578479236807268, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.57847923674453"
[1] "Starting iterative with newton 0.57847923674453"
[1] "Starting newton at: 0.464860109813108"
[1] "Newton iter: 1, lambda:0.520120791843816, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.521440933968025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.521441680036308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521441680036546, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.521441680036546"
[1] "Starting iterative with newton 0.521441680036546"
[1] "Starting newton at: 0.466423409821323"
[1] "Newton iter: 1, lambda:0.504809084667127, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.505432238266737, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505432401399264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505432401399275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505432401399275"
[1] "Starting iterative with newton 0.505432401399275"
[1] "Starting newton at: 0.474509881271866"
[1] "Newton iter: 1, lambda:0.500642554652762, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.500929224508268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.50092925884593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500929258845931, diff to last: 0"
[1] "Final threshold is: 0.022564404138804"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.53381096836182"
[1] "Starting iterative with newton 1.53381096836182"
[1] "Starting newton at: 0.76731979065843"
[1] "Newton iter: 1, lambda:0.738137613161611, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.738573909712702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.738574008332197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738574008332202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738574008332197"
[1] "Starting iterative with newton 0.738574008332197"
[1] "Starting newton at: 0.457214481106492"
[1] "Newton iter: 1, lambda:0.546187619390331, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.549605052826661, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.549610013415077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549610013425521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.549610013415077"
[1] "Starting iterative with newton 0.549610013415077"
[1] "Starting newton at: 0.453666119127127"
[1] "Newton iter: 1, lambda:0.501494365769795, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.502420592184357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502420936706546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502420936706594, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.502420936706546"
[1] "Starting iterative with newton 0.502420936706546"
[1] "Starting newton at: 0.457141193616863"
[1] "Newton iter: 1, lambda:0.490026057783065, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.490456507548768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.490456580888867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490456580888869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.490456580888867"
[1] "Starting iterative with newton 0.490456580888867"
[1] "Starting newton at: 0.45450485812371"
[1] "Newton iter: 1, lambda:0.486992476449487, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.487410992667618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487411061742786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.487411061742788, diff to last: 0"
[1] "Final threshold is: 0.021955475717721"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15829211132834"
[1] "Starting iterative with newton 1.15829211132834"
[1] "Starting newton at: 0.849459292705877"
[1] "Newton iter: 1, lambda:0.852748208161082, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.852754970194602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.852754970223145, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.852754970223145"
[1] "Starting iterative with newton 0.852754970223145"
[1] "Starting newton at: 0.808394491858235"
[1] "Newton iter: 1, lambda:0.754416704217132, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.756058041207832, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.7560595925198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.756059592521185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.7560595925198"
[1] "Starting iterative with newton 0.7560595925198"
[1] "Starting newton at: 0.8061479307287"
[1] "Newton iter: 1, lambda:0.720529807549005, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.724500535655082, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.724509375380757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724509375424507, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.724509375380757"
[1] "Starting iterative with newton 0.724509375380757"
[1] "Starting newton at: 0.811679409816466"
[1] "Newton iter: 1, lambda:0.708396575129058, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.714083300874422, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.714101276440716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714101276619981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.714101276619981"
[1] "Starting iterative with newton 0.714101276619981"
[1] "Starting newton at: 0.813828091720319"
[1] "Newton iter: 1, lambda:0.704268156948251, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.710632197907593, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.710654646769927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.710654647048667, diff to last: 0"
[1] "Final threshold is: 0.0320115033728889"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.85280404824715"
[1] "Starting iterative with newton 0.85280404824715"
[1] "Starting newton at: 0.88421793189562"
[1] "Newton iter: 1, lambda:1.00657638024588, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.019064341936, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01918806861138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01918808067273, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01918808067273, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01918806861138"
[1] "Starting iterative with newton 1.01918806861138"
[1] "Starting newton at: 1.21030200652762"
[1] "Newton iter: 1, lambda:1.08016594729586, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.09294504370354, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.09308132067987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09308133605743, diff to last: 0"
[1] "Newton iter: 5, lambda:1.09308133605743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.09308133605743"
[1] "Starting iterative with newton 1.09308133605743"
[1] "Starting newton at: 1.21208817956707"
[1] "Newton iter: 1, lambda:1.11842802952201, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.12536512455614, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12540600428313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12540600569644, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.12540600569644"
[1] "Starting iterative with newton 1.12540600569644"
[1] "Starting newton at: 1.21514677974483"
[1] "Newton iter: 1, lambda:1.13415513451054, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.13943653898249, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.13946042664007, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13946042712706, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.13946042664007"
[1] "Starting iterative with newton 1.13946042664007"
[1] "Starting newton at: 1.20980263516447"
[1] "Newton iter: 1, lambda:1.14176553103111, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.14554325438564, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.14555551251027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14555551263902, diff to last: 0"
[1] "Final threshold is: 0.0516016525113115"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.94316896123818"
[1] "Starting iterative with newton 0.94316896123818"
[1] "Starting newton at: 0.758059772111652"
[1] "Newton iter: 1, lambda:0.887112669700339, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.898712188826628, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.898801760701415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898801766013805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.898801766013805"
[1] "Starting iterative with newton 0.898801766013805"
[1] "Starting newton at: 0.754348057255063"
[1] "Newton iter: 1, lambda:0.873883613547833, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.883681801429533, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.883744928377847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.883744930986465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.883744928377847"
[1] "Starting iterative with newton 0.883744928377847"
[1] "Starting newton at: 0.752576957360996"
[1] "Newton iter: 1, lambda:0.869261306997381, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.878549352830712, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.878605841261753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.878605843342415, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.878605841261753"
[1] "Starting iterative with newton 0.878605841261753"
[1] "Starting newton at: 0.752983633332579"
[1] "Newton iter: 1, lambda:0.867818082617147, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.87679561206159, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.876848308097831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876848309906074, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.876848308097831"
[1] "Starting iterative with newton 0.876848308097831"
[1] "Starting newton at: 0.752667192378"
[1] "Newton iter: 1, lambda:0.867260040036275, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.876194661658989, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.87624683008322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876246831854623, diff to last: 0"
[1] "Final threshold is: 0.0394706183561638"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.26473770905403"
[1] "Newton iter: 1, lambda:1.18502621697917, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.19067528628648, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.19070563158801, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19070563246012, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19070563158801"
[1] "Starting iterative with newton 1.19070563158801"
[1] "Starting newton at: 1.30333048805931"
[1] "Newton iter: 1, lambda:1.45181589662931, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.47900163760725, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.47983876780602, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47983954291106, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47983954291173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47983954291106"
[1] "Starting iterative with newton 1.47983954291106"
[1] "Starting newton at: 1.95354621871109"
[1] "Newton iter: 1, lambda:1.41640955513817, diff to last: 0.537"
[1] "Newton iter: 2, lambda:1.58866092284015, diff to last: 0.172"
[1] "Newton iter: 3, lambda:1.62923510436413, diff to last: 0.041"
[1] "Newton iter: 4, lambda:1.63128203876553, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.63128705290025, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63128705293027, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.63128705290025"
[1] "Starting iterative with newton 1.63128705290025"
[1] "Starting newton at: 1.95677670804548"
[1] "Newton iter: 1, lambda:1.59367706346078, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.69462474917276, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.70856836056356, diff to last: 0.014"
[1] "Newton iter: 4, lambda:1.70881351783159, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70881359249826, diff to last: 0"
[1] "Newton iter: 6, lambda:1.70881359249827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.70881359249826"
[1] "Starting iterative with newton 1.70881359249826"
[1] "Starting newton at: 1.95386500462908"
[1] "Newton iter: 1, lambda:1.67326672107566, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.74174586660314, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.74812465878947, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.74817658191135, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74817658532734, diff to last: 0"
[1] "Final threshold is: 0.0787467735287014"
threshold is:
[{'ad': 0.0013089192095023774, 'da': 0.003295421576478507, 'dd': 0.004931874143569142}, {'ad': 0.004357210102413485, 'da': 0.0057884771714487625, 'dd': 0.009174490417534976}, {'ad': 0.010234313028916444, 'da': 0.01269143722301876, 'dd': 0.017165449089017536}, {'ad': 0.02256440413880401, 'da': 0.02195547571772102, 'dd': 0.0320115033728889}, {'ad': 0.05160165251131152, 'da': 0.03947061835616379, 'dd': 0.07874677352870135}]
Number of points in noise estimation: 128
Estimated noise: 0.04504509117872088
0.04504509117872088
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.3532306294386"
[1] "Starting iterative with newton 29.3532306294386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.8427450695563"
[1] "Starting iterative with newton 13.8427450695563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.49541036882876"
[1] "Starting iterative with newton 7.49541036882876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.92334002429925"
[1] "Starting iterative with newton 6.92334002429925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74332807370869"
[1] "Starting iterative with newton 4.74332807370869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34527892378267"
[1] "Starting iterative with newton 3.34527892378267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89098200471098"
[1] "Starting iterative with newton 2.89098200471098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.51171608034774"
[1] "Starting iterative with newton 2.51171608034774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.94393286447123"
[1] "Starting iterative with newton 1.94393286447123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.5492841834922"
[1] "Starting iterative with newton 1.5492841834922"
[1] "Starting newton at: 1.76648999285193"
[1] "Newton iter: 1, lambda:1.39832422138081, diff to last: 0.368"
[1] "Newton iter: 2, lambda:1.3268796838023, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.32158944718429, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.32155870052591, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32155869948433, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32155869948433"
[1] "Starting iterative with newton 1.32155869948433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.53381096836182"
[1] "Starting iterative with newton 1.53381096836182"
[1] "Starting newton at: 1.83284057011587"
[1] "Newton iter: 1, lambda:1.45283198521078, diff to last: 0.38"
[1] "Newton iter: 2, lambda:1.38737585422648, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.38335488134562, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.38333878811783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38333878785934, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38333878811783"
[1] "Starting iterative with newton 1.38333878811783"
[1] "Starting newton at: 1.65875684807143"
[1] "Newton iter: 1, lambda:1.32797430850379, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.25029284497627, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.24303878637176, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.24297225693225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24297225132338, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24297225132338"
[1] "Starting iterative with newton 1.24297225132338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15829211132834"
[1] "Starting iterative with newton 1.15829211132834"
[1] "Starting newton at: 1.33917358781139"
[1] "Newton iter: 1, lambda:1.22023795177419, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.20375436449234, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.20340177877109, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20340161641226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20340161641222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20340161641222"
[1] "Starting iterative with newton 1.20340161641222"
[1] "Starting newton at: 1.38295978262599"
[1] "Newton iter: 1, lambda:1.27709989577072, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.26535653348834, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.26519634369166, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26519631369183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26519631369183, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.26519631369183"
[1] "Starting iterative with newton 1.26519631369183"
[1] "Starting newton at: 1.44942467006668"
[1] "Newton iter: 1, lambda:1.34553616303395, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.33577142502819, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.33567433220724, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3356743225366, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3356743225366"
[1] "Starting iterative with newton 1.3356743225366"
[1] "Starting newton at: 1.53244872461559"
[1] "Newton iter: 1, lambda:1.41934877623593, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.40971912308009, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.4096374850756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40963747915135, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40963747915135"
[1] "Starting iterative with newton 1.40963747915135"
[1] "Starting newton at: 1.59073769202207"
[1] "Newton iter: 1, lambda:1.49301891963253, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.48685757394201, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.48682897482607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48682897420509, diff to last: 0"
[1] "Final threshold is: 0.0669743467382042"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.85280404824715"
[1] "Starting iterative with newton 0.85280404824715"
[1] "Starting newton at: 1.29771987647618"
[1] "Newton iter: 1, lambda:1.24733672519635, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.2444841930172, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.24447467588626, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24447467578015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24447467588626"
[1] "Starting iterative with newton 1.24447467588626"
[1] "Starting newton at: 1.70987617269367"
[1] "Newton iter: 1, lambda:1.67686882535615, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.67649953467947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67649948311825, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67649948311825, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67649948311825"
[1] "Starting iterative with newton 1.67649948311825"
[1] "Starting newton at: 1.9686621668585"
[1] "Newton iter: 1, lambda:1.95771134465881, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.95770693015015, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95770693014922, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95770693014922"
[1] "Starting iterative with newton 1.95770693014922"
[1] "Starting newton at: 2.09604885024994"
[1] "Newton iter: 1, lambda:2.10928085512603, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.10929224277441, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10929224278439, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.10929224278439"
[1] "Starting iterative with newton 2.10929224278439"
[1] "Starting newton at: 2.25206513978271"
[1] "Newton iter: 1, lambda:2.18297816593446, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.18384189551811, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.18384199028883, diff to last: 0"
[1] "Newton iter: 4, lambda:2.18384199028883, diff to last: 0"
[1] "Final threshold is: 0.0983713615724797"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.94316896123818"
[1] "Starting iterative with newton 0.94316896123818"
[1] "Starting newton at: 1.27854752774156"
[1] "Newton iter: 1, lambda:1.25718140030089, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.2566516544221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25665132462807, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25665132462795, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25665132462807"
[1] "Starting iterative with newton 1.25665132462807"
[1] "Starting newton at: 1.61451206319821"
[1] "Newton iter: 1, lambda:1.57547113893376, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.57464547275524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.57464507437168, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57464507437159, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57464507437159"
[1] "Starting iterative with newton 1.57464507437159"
[1] "Starting newton at: 1.73674546820937"
[1] "Newton iter: 1, lambda:1.79217745820898, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.79107939439912, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.79107903253597, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79107903253593, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79107903253593"
[1] "Starting iterative with newton 1.79107903253593"
[1] "Starting newton at: 1.97346389653334"
[1] "Newton iter: 1, lambda:1.91616740412354, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.91577281313094, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91577278575632, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91577278575632, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91577278575632"
[1] "Starting iterative with newton 1.91577278575632"
[1] "Starting newton at: 2.09588992256414"
[1] "Newton iter: 1, lambda:1.97583594809678, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.97559493264162, diff to last: 0"
[1] "Newton iter: 3, lambda:1.975594925386, diff to last: 0"
[1] "Final threshold is: 0.0889908538730606"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0450450911787209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.61512979488922"
[1] "Newton iter: 1, lambda:1.69623174727492, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.69327597078346, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.69327281172741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69327281172377, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69327281172741"
[1] "Starting iterative with newton 1.69327281172741"
[1] "Starting newton at: 2.20267643604834"
[1] "Newton iter: 1, lambda:2.27605654254959, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.27784374342653, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.27784498801032, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27784498801093, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27784498801032"
[1] "Starting iterative with newton 2.27784498801032"
[1] "Starting newton at: 2.50204798569373"
[1] "Newton iter: 1, lambda:2.53830472319334, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.53896762962194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.53896785802133, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53896785802136, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.53896785802133"
[1] "Starting iterative with newton 2.53896785802133"
[1] "Starting newton at: 2.63266518294426"
[1] "Newton iter: 1, lambda:2.65192324317296, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.65212818623867, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65212820965906, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65212820965906, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.65212820965906"
[1] "Starting iterative with newton 2.65212820965906"
[1] "Starting newton at: 2.76867421277323"
[1] "Newton iter: 1, lambda:2.7031315600874, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.70562135955941, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.70562490901173, diff to last: 0"
[1] "Newton iter: 4, lambda:2.70562490901895, diff to last: 0"
[1] "Final threshold is: 0.121875120721852"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06697434673820424}, {'ad': 0.09837136157247973, 'da': 0.08899085387306063, 'dd': 0.12187512072185196}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.470324851555979. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019696555032182254
0.019696555032182254
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.1294522282048"
[1] "Starting iterative with newton 67.1294522282048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.6577042433632"
[1] "Starting iterative with newton 31.6577042433632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1416495389252"
[1] "Starting iterative with newton 17.1416495389252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8333516773006"
[1] "Starting iterative with newton 15.8333516773006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8477672984788"
[1] "Starting iterative with newton 10.8477672984788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.65049491618375"
[1] "Starting iterative with newton 7.65049491618375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61153931667102"
[1] "Starting iterative with newton 6.61153931667102"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.74417605867945"
[1] "Starting iterative with newton 5.74417605867945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.44568265782248"
[1] "Starting iterative with newton 4.44568265782248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.54313976190913"
[1] "Starting iterative with newton 3.54313976190913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.50775324963645"
[1] "Starting iterative with newton 3.50775324963645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64895935767086"
[1] "Starting iterative with newton 2.64895935767086"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.95032258423411"
[1] "Starting iterative with newton 1.95032258423411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.15698287271539"
[1] "Starting iterative with newton 2.15698287271539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.5425262055752"
[1] "Starting iterative with newton 1.5425262055752"
[1] "Starting newton at: 1.76069668483075"
[1] "Newton iter: 1, lambda:1.39728250064399, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.32632324938793, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.32109031712037, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.32106017797577, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32106017697318, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32106017697318"
[1] "Starting iterative with newton 1.32106017697318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.470324851555979. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019696555032182254
0.019696555032182254
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0364377681201507, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.036472539508552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364725395402073, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.036472539508552"
[1] "Starting iterative with newton 0.036472539508552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168111805154339, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.016815299708839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168152997090863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.016815299708839"
[1] "Starting iterative with newton 0.016815299708839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01654562969565, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165496208644538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016549620864686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0165496208644538"
[1] "Starting iterative with newton 0.0165496208644538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165420297116442, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165460191521958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165460191524278, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0165460191524278"
[1] "Starting iterative with newton 0.0165460191524278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165419809060514, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165459703231742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165459703234062, diff to last: 0"
[1] "Final threshold is: 0.000325898615035824"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0980910778042968, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987465310219343, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09874656022495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987465602249501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.09874656022495"
[1] "Starting iterative with newton 0.09874656022495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0303421143980348, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303728922951269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303728923267937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0303728923267937"
[1] "Starting iterative with newton 0.0303728923267937"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028316209554972, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283423271483223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028342327170541, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0283423271483223"
[1] "Starting iterative with newton 0.0283423271483223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282565907689789, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0282825775553187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282825775772977, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0282825775553187"
[1] "Starting iterative with newton 0.0282825775553187"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282548370070315, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028280819950969, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282808199729409, diff to last: 0"
[1] "Final threshold is: 0.000557034726519499"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145056030618538, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.14718013841314, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147180591855766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147180591855787, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147180591855787"
[1] "Starting iterative with newton 0.147180591855787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449265924513659, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0450217645902208, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0450217650172999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0450217645902208"
[1] "Starting iterative with newton 0.0450217645902208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0407864587641884, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.040861886463106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040861886721071, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.040861886463106"
[1] "Starting iterative with newton 0.040861886463106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406194859877487, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0406941727899043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406941730424055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0406941727899043"
[1] "Starting iterative with newton 0.0406941727899043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406127573824692, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0406874144163866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406874146686696, diff to last: 0"
[1] "Final threshold is: 0.000801401897169565"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138641241253588, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140358084388412, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140358346300982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140358346300988, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140358346300988"
[1] "Starting iterative with newton 0.140358346300988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473156892698361, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474114366429872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474114370349765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0474114366429872"
[1] "Starting iterative with newton 0.0474114366429872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443719790836282, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444538260314259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444538263098552, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444538260314259"
[1] "Starting iterative with newton 0.0444538260314259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442781441445742, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443595691178055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443595693931141, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0443595691178055"
[1] "Starting iterative with newton 0.0443595691178055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442751533025535, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443565648476749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443565651228845, diff to last: 0"
[1] "Final threshold is: 0.000873671520560789"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.184130943080765"
[1] "Newton iter: 1, lambda:0.18660340263452, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.186604095999261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.186604095999316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.186604095999261"
[1] "Starting iterative with newton 0.186604095999261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0573482305375553, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0575305190989763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.057530520940795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0575305190989763"
[1] "Starting iterative with newton 0.0575305190989763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0522833446816977, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.052426531004841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524265320788627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0524265320788627"
[1] "Starting iterative with newton 0.0524265320788627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520841573055407, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0522259296827403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0522259307332488, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0522259296827403"
[1] "Starting iterative with newton 0.0522259296827403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520763284874979, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0522180454835096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0522180465331032, diff to last: 0"
[1] "Final threshold is: 0.00102851562721232"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.147531382790709"
[1] "Newton iter: 1, lambda:0.27950979813655, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.28254366777536, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.282545249541736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.282545249542166, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.282545249542166"
[1] "Starting iterative with newton 0.282545249542166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0936691513243216, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0944240082789654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0944240572823599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0944240572823601, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0944240572823601"
[1] "Starting iterative with newton 0.0944240572823601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818436649434025, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823826590649639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0823826824376034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0823826824376034, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0823826824376034"
[1] "Starting iterative with newton 0.0823826824376034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810860605116548, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816127560289328, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816127782476112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816127782476112, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816127782476112"
[1] "Starting iterative with newton 0.0816127782476112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810376149581103, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815635301002996, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815635522468383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815635522468383, diff to last: 0"
[1] "Final threshold is: 0.00160652099545012"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.328650947921012"
[1] "Newton iter: 1, lambda:0.32898599454451, diff to last: 0"
[1] "Newton iter: 2, lambda:0.328986017970911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.328986017970911, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328986017970911"
[1] "Starting iterative with newton 0.328986017970911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110139049270484, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111316016160038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111316150443578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111316150443579, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.111316150443578"
[1] "Starting iterative with newton 0.111316150443578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961680901544814, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969987172841896, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969987792280052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969987792280056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0969987792280052"
[1] "Starting iterative with newton 0.0969987792280052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.095243217983134, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0960536284781351, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0960536871325966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0960536871325969, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0960536871325966"
[1] "Starting iterative with newton 0.0960536871325966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0951821245530876, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0959912111828271, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0959912696253687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.095991269625369, diff to last: 0"
[1] "Final threshold is: 0.00189069732478512"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.382751669363112"
[1] "Newton iter: 1, lambda:0.390720065743933, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.390735264025401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.390735264080607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.390735264025401"
[1] "Starting iterative with newton 0.390735264025401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132184134879329, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134288519521007, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134289052406616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13428905240665, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.134289052406616"
[1] "Starting iterative with newton 0.134289052406616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111024801621887, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11237256061237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112372759197694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112372759197698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.112372759197698"
[1] "Starting iterative with newton 0.112372759197698"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10920713468166, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110499818530338, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110499999641846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11049999964185, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11049999964185"
[1] "Starting iterative with newton 0.11049999964185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109051774545257, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110339819715606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110339999395972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110339999395975, diff to last: 0"
[1] "Final threshold is: 0.00217331787035372"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.388183304435743"
[1] "Newton iter: 1, lambda:0.496137797884013, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.4999130596058, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.499917581090801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499917581097281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.499917581097281"
[1] "Starting iterative with newton 0.499917581097281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.178874190322518, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.183887833234476, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18389176124872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18389176125113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.18389176124872"
[1] "Starting iterative with newton 0.18389176124872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147074729654293, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150123513219286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150124821994511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150124821994753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.150124821994511"
[1] "Starting iterative with newton 0.150124821994511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143648035927416, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.14652057538868, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146521723089236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14652172308942, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146521723089236"
[1] "Starting iterative with newton 0.146521723089236"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14328234896435, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.146136463626512, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146137595156271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146137595156449, diff to last: 0"
[1] "Final threshold is: 0.00287840718526627"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.54313976190913"
[1] "Starting iterative with newton 3.54313976190913"
[1] "Starting newton at: 0.6135608882607"
[1] "Newton iter: 1, lambda:0.593417812213487, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.593568269027658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.59356827747321, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593568269027658"
[1] "Starting iterative with newton 0.593568269027658"
[1] "Starting newton at: 0.369984780632063"
[1] "Newton iter: 1, lambda:0.234797528790728, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.238337426151462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.238339877549132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238339877550308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.238339877549132"
[1] "Starting iterative with newton 0.238339877549132"
[1] "Starting newton at: 0.349679794101577"
[1] "Newton iter: 1, lambda:0.189416961672916, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.193849808052384, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.19385322570661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193853225708641, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19385322570661"
[1] "Starting iterative with newton 0.19385322570661"
[1] "Starting newton at: 0.352690754861304"
[1] "Newton iter: 1, lambda:0.183352677587811, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.188224576142774, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18822863991402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188228639916847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18822863991402"
[1] "Starting iterative with newton 0.18822863991402"
[1] "Starting newton at: 0.348095870447257"
[1] "Newton iter: 1, lambda:0.18288324900766, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.187512853210495, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187516515443416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187516515445708, diff to last: 0"
[1] "Final threshold is: 0.0036934293658743"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.50775324963645"
[1] "Starting iterative with newton 3.50775324963645"
[1] "Starting newton at: 0.769138424026344"
[1] "Newton iter: 1, lambda:0.550404100928444, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.566073805203594, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.566160564206378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566160566854684, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566160564206378"
[1] "Starting iterative with newton 0.566160564206378"
[1] "Starting newton at: 0.329084334670286"
[1] "Newton iter: 1, lambda:0.241439886670305, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.242947312080745, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.242947760963803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242947760963842, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242947760963803"
[1] "Starting iterative with newton 0.242947760963803"
[1] "Starting newton at: 0.340037081148804"
[1] "Newton iter: 1, lambda:0.198023761964029, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.201599496808384, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.201601781648443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201601781649376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.201601781648443"
[1] "Starting iterative with newton 0.201601781648443"
[1] "Starting newton at: 0.322838399099998"
[1] "Newton iter: 1, lambda:0.193289572877815, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.196228272531033, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196229794615952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196229794616361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196229794615952"
[1] "Starting iterative with newton 0.196229794615952"
[1] "Starting newton at: 0.32538160972328"
[1] "Newton iter: 1, lambda:0.192440404196826, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.19552894419963, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195530622430477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195530622430973, diff to last: 0"
[1] "Final threshold is: 0.00385127966517874"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.64895935767086"
[1] "Starting iterative with newton 2.64895935767086"
[1] "Starting newton at: 0.556381912966916"
[1] "Newton iter: 1, lambda:0.625404029748838, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.627357137311587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627358671084388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627358671085334, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627358671084388"
[1] "Starting iterative with newton 0.627358671084388"
[1] "Starting newton at: 0.312654227064722"
[1] "Newton iter: 1, lambda:0.315957543448339, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.315960385609383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.315960385611486, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.315960385609383"
[1] "Starting iterative with newton 0.315960385609383"
[1] "Starting newton at: 0.323675666268615"
[1] "Newton iter: 1, lambda:0.262422035768026, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.263299598421852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263299779282142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26329977928215, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263299779282142"
[1] "Starting iterative with newton 0.263299779282142"
[1] "Starting newton at: 0.323251778458789"
[1] "Newton iter: 1, lambda:0.253234869544722, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.254359728833677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254360020429558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254360020429577, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.254360020429558"
[1] "Starting iterative with newton 0.254360020429558"
[1] "Starting newton at: 0.326522984661128"
[1] "Newton iter: 1, lambda:0.251556307573415, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.252841275440713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252841654721576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252841654721609, diff to last: 0"
[1] "Final threshold is: 0.00498010956665155"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.95032258423411"
[1] "Starting iterative with newton 1.95032258423411"
[1] "Starting newton at: 0.797277200044965"
[1] "Newton iter: 1, lambda:0.698125816156506, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.702643710234266, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.702653466197238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.702653466242659, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.702653466242659"
[1] "Starting iterative with newton 0.702653466242659"
[1] "Starting newton at: 0.541666305343525"
[1] "Newton iter: 1, lambda:0.440020108665545, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.443607850673087, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.443612408571741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443612408579093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.443612408571741"
[1] "Starting iterative with newton 0.443612408571741"
[1] "Starting newton at: 0.27169000398539"
[1] "Newton iter: 1, lambda:0.382198722111206, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.386222764142276, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.386228050377723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386228050386841, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.386228050377723"
[1] "Starting iterative with newton 0.386228050377723"
[1] "Starting newton at: 0.278992553123504"
[1] "Newton iter: 1, lambda:0.370645160681775, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.373355680086081, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.373358032721888, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37335803272366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.373358032721888"
[1] "Starting iterative with newton 0.373358032721888"
[1] "Starting newton at: 0.28316501799463"
[1] "Newton iter: 1, lambda:0.368143885901134, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.370462636085108, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370464350243803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37046435024474, diff to last: 0"
[1] "Final threshold is: 0.00729687146205716"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.15698287271539"
[1] "Starting iterative with newton 2.15698287271539"
[1] "Starting newton at: 0.551665096982097"
[1] "Newton iter: 1, lambda:0.648838864661607, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.65298254148797, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.652989875360492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652989875383434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652989875383434"
[1] "Starting iterative with newton 0.652989875383434"
[1] "Starting newton at: 0.266631791352042"
[1] "Newton iter: 1, lambda:0.387653766436225, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.392258314086988, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.392264900629764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392264900643233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.392264900629764"
[1] "Starting iterative with newton 0.392264900629764"
[1] "Starting newton at: 0.287611129742974"
[1] "Newton iter: 1, lambda:0.340368477289909, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.341173152506682, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341173338832546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341173338832556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.341173338832546"
[1] "Starting iterative with newton 0.341173338832546"
[1] "Starting newton at: 0.290065022731142"
[1] "Newton iter: 1, lambda:0.33051868260356, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.330983734914538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330983796162295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330983796162296, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.330983796162295"
[1] "Starting iterative with newton 0.330983796162295"
[1] "Starting newton at: 0.286215989855052"
[1] "Newton iter: 1, lambda:0.328439928402368, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.328944982868079, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328945054873153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328945054873154, diff to last: 0"
[1] "Final threshold is: 0.00647908437587327"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0196965550321823"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.5425262055752"
[1] "Starting iterative with newton 1.5425262055752"
[1] "Starting newton at: 0.677264585593179"
[1] "Newton iter: 1, lambda:0.777522030626841, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.783312269772156, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.783330969560031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783330969754627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783330969560031"
[1] "Starting iterative with newton 0.783330969560031"
[1] "Starting newton at: 0.465597707561107"
[1] "Newton iter: 1, lambda:0.573587375348132, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.579037362730893, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.579050965855125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57905096593976, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.579050965855125"
[1] "Starting iterative with newton 0.579050965855125"
[1] "Starting newton at: 0.493811334167469"
[1] "Newton iter: 1, lambda:0.520740781273784, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.52105389283754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.521053934948777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521053934948778, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.521053934948777"
[1] "Starting iterative with newton 0.521053934948777"
[1] "Starting newton at: 0.49023152770289"
[1] "Newton iter: 1, lambda:0.504330723124838, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.504414730267514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.504414733242041, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504414733242041"
[1] "Starting iterative with newton 0.504414733242041"
[1] "Starting newton at: 0.487944207464906"
[1] "Newton iter: 1, lambda:0.499571853984092, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.499628648721628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.499628650073731, diff to last: 0"
[1] "Final threshold is: 0.00984096317520041"
threshold is:
[{'ad': 0.00032589861503582406, 'da': 0.0005570347265194986, 'dd': 0.0008014018971695651}, {'ad': 0.000873671520560789, 'da': 0.00102851562721232, 'dd': 0.0016065209954501233}, {'ad': 0.0018906973247851198, 'da': 0.002173317870353719, 'dd': 0.002878407185266268}, {'ad': 0.0036934293658743007, 'da': 0.003851279665178743, 'dd': 0.004980109566651546}, {'ad': 0.007296871462057164, 'da': 0.006479084375873269, 'dd': 0.009840963175200406}]
Number of points in noise estimation: 128
Estimated noise: 0.04504509117872088
0.04504509117872088
threshold is:
[{'ad': 0.012048344156906587, 'da': 0.012249854586797483, 'dd': 0.012691673194801342}, {'ad': 0.0025106514203159236, 'da': 0.00482108193223043, 'dd': 0.011516808534515866}, {'ad': 0.0077302375902168485, 'da': 0.01562655596035146, 'dd': 0.01257231152866816}, {'ad': 0.01622090493937256, 'da': 0.022565017900712116, 'dd': 0.028717449903978527}, {'ad': 0.038986196895951175, 'da': 0.03568217539337116, 'dd': 0.05740422191640475}]
['baboon256', 0.025, 4, 0.0006220133425012868, 0.0009636291031867509, 0.0008539901020755013, 0.006635855241966667, 0.0011991895658319221, 0.0013259863100337263, 0.00054519806149988, 0.0006220133425012871, 32.0620029937263, 30.160900920666528, 30.6854716284601, 21.781030964723904, 29.211121589467464, 28.77460959722725, 32.63445697007214, 32.062002993726296]
baboon256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.06652816726382355
0.06652816726382355
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.116877543391823"
[1] "Newton iter: 1, lambda:0.125237064048966, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.125242099129437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125242099131262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125242099131262"
[1] "Starting iterative with newton 0.125242099131262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466164186849208, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467024537357257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046702454028791, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467024537357257"
[1] "Starting iterative with newton 0.0467024537357257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044271520052755, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443472736008886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443472738226896, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0443472736008886"
[1] "Starting iterative with newton 0.0443472736008886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442000172926779, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442754736746752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442754738945858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442754738945858"
[1] "Starting iterative with newton 0.0442754738945858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044197836471918, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442732838046946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442732840245477, diff to last: 0"
[1] "Final threshold is: 0.00294542044490388"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.353103022469134"
[1] "Newton iter: 1, lambda:0.277017846538022, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.277891852107581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.277891969049184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277891969049186, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.277891969049186"
[1] "Starting iterative with newton 0.277891969049186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111794960077044, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113081978455191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113082148975145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113082148975148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113082148975145"
[1] "Starting iterative with newton 0.113082148975145"
[1] "Starting newton at: 0.144561944493615"
[1] "Newton iter: 1, lambda:0.101006542154585, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.10118952843479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101189531665166, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10118952843479"
[1] "Starting iterative with newton 0.10118952843479"
[1] "Starting newton at: 0.156454565033969"
[1] "Newton iter: 1, lambda:0.100023473822597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.100329153182278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.100329162153808, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100329162153808"
[1] "Starting iterative with newton 0.100329162153808"
[1] "Starting newton at: 0.157314931314952"
[1] "Newton iter: 1, lambda:0.0999511051638707, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.100266862170733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.100266871740239, diff to last: 0"
[1] "Final threshold is: 0.00667057121415494"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.495770010819054"
[1] "Newton iter: 1, lambda:0.354288955001807, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.359085859351361, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.3590914643173, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359091464324949, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.359091464324949"
[1] "Starting iterative with newton 0.359091464324949"
[1] "Starting newton at: 0.168622538882201"
[1] "Newton iter: 1, lambda:0.18232542308549, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.182351210415558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182351210506825, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.182351210506825"
[1] "Starting iterative with newton 0.182351210506825"
[1] "Starting newton at: 0.16290429661496"
[1] "Newton iter: 1, lambda:0.166774982201723, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.166776961309718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.166776961310235, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.166776961309718"
[1] "Starting iterative with newton 0.166776961309718"
[1] "Starting newton at: 0.178478545812067"
[1] "Newton iter: 1, lambda:0.165275459701718, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.165298397410475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.165298397479746, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165298397410475"
[1] "Starting iterative with newton 0.165298397410475"
[1] "Starting newton at: 0.17995710971131"
[1] "Newton iter: 1, lambda:0.165128230215107, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.165157153945441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.165157154055552, diff to last: 0"
[1] "Final threshold is: 0.0109876027624993"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.478969866982"
[1] "Newton iter: 1, lambda:0.426321925150424, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.427087484181639, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.427087647569223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427087647569231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.427087647569223"
[1] "Starting iterative with newton 0.427087647569223"
[1] "Starting newton at: 0.300495392962279"
[1] "Newton iter: 1, lambda:0.17084144319264, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.173404091530239, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.173405100118287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173405100118443, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.173405100118287"
[1] "Starting iterative with newton 0.173405100118287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142060721131813, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144914704258115, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14491585491244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144915854912627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14491585491244"
[1] "Starting iterative with newton 0.14491585491244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139025105228781, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141729470254394, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141730492656184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14173049265633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.141730492656184"
[1] "Starting iterative with newton 0.141730492656184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138685680770983, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141373618065129, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141374626886473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141374626886615, diff to last: 0"
[1] "Final threshold is: 0.0094053948243639"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.23065098930307"
[1] "Starting iterative with newton 3.23065098930307"
[1] "Starting newton at: 0.62393754810055"
[1] "Newton iter: 1, lambda:0.568026033993011, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.56906527647977, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.569065642095681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569065642095726, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.569065642095681"
[1] "Starting iterative with newton 0.569065642095681"
[1] "Starting newton at: 0.360056124050661"
[1] "Newton iter: 1, lambda:0.225197748012648, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.228882907372332, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228885678848648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228885678850215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228885678850215"
[1] "Starting iterative with newton 0.228885678850215"
[1] "Starting newton at: 0.350638922505924"
[1] "Newton iter: 1, lambda:0.179140020085185, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.184303542628279, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.184308238914409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184308238918293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184308238914409"
[1] "Starting iterative with newton 0.184308238914409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173503590099723, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178690188403765, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.17869482977041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178694829774127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17869482977041"
[1] "Starting iterative with newton 0.17869482977041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172852907422904, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177987097274185, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177991633393452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177991633396993, diff to last: 0"
[1] "Final threshold is: 0.0118414571579608"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.49075837034411"
[1] "Starting iterative with newton 2.49075837034411"
[1] "Starting newton at: 0.745592385382795"
[1] "Newton iter: 1, lambda:0.732488843137862, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.732571164536997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.732571167802816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.732571164536997"
[1] "Starting iterative with newton 0.732571164536997"
[1] "Starting newton at: 0.331634912609207"
[1] "Newton iter: 1, lambda:0.367954973999282, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.368358878561509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.368358928374421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368358928374421, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.368358928374421"
[1] "Starting iterative with newton 0.368358928374421"
[1] "Starting newton at: 0.319061261927487"
[1] "Newton iter: 1, lambda:0.301356019014854, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.301438853161806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301438854976667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301438854976667"
[1] "Starting iterative with newton 0.301438854976667"
[1] "Starting newton at: 0.305802261948579"
[1] "Newton iter: 1, lambda:0.289241254591737, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.289311815664373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289311816946331, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289311816946331"
[1] "Starting iterative with newton 0.289311816946331"
[1] "Starting newton at: 0.317415512370417"
[1] "Newton iter: 1, lambda:0.286880247955383, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.287118784463231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287118799042334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287118799042334, diff to last: 0"
[1] "Final threshold is: 0.0191014874872765"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.98188129737353"
[1] "Starting iterative with newton 1.98188129737353"
[1] "Starting newton at: 0.794733070264843"
[1] "Newton iter: 1, lambda:0.684424772231811, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.689899589398625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.689913665748456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.68991366584134, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689913665748456"
[1] "Starting iterative with newton 0.689913665748456"
[1] "Starting newton at: 0.500172044482786"
[1] "Newton iter: 1, lambda:0.427960356402579, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.4297273761434, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.429728447561663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429728447562057, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.429728447562057"
[1] "Starting iterative with newton 0.429728447562057"
[1] "Starting newton at: 0.261945637291205"
[1] "Newton iter: 1, lambda:0.369599483945573, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.373301442818394, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.373305782375204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373305782381164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.373305782375204"
[1] "Starting iterative with newton 0.373305782375204"
[1] "Starting newton at: 0.242087880603555"
[1] "Newton iter: 1, lambda:0.356823175174981, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.360948870331371, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.360954160888404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3609541608971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3609541608971"
[1] "Starting iterative with newton 0.3609541608971"
[1] "Starting newton at: 0.246628605209072"
[1] "Newton iter: 1, lambda:0.354603176288943, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.358240179140282, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.35824427339622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358244273401406, diff to last: 0"
[1] "Final threshold is: 0.0238333349418106"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74566185170234"
[1] "Starting iterative with newton 1.74566185170234"
[1] "Starting newton at: 0.741707432670008"
[1] "Newton iter: 1, lambda:0.70896873754234, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.70948447289071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.709484602414684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.709484602414693, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709484602414684"
[1] "Starting iterative with newton 0.709484602414684"
[1] "Starting newton at: 0.441516549443829"
[1] "Newton iter: 1, lambda:0.482103936771363, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.482735268234404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.482735419934513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.482735419934522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.482735419934513"
[1] "Starting iterative with newton 0.482735419934513"
[1] "Starting newton at: 0.52833805263788"
[1] "Newton iter: 1, lambda:0.424906928097893, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.428644924673124, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.428649900888471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428649900897286, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.428649900888471"
[1] "Starting iterative with newton 0.428649900888471"
[1] "Starting newton at: 0.541598650139072"
[1] "Newton iter: 1, lambda:0.409625536262926, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.41557970749008, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.415592124176401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415592124230354, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.415592124176401"
[1] "Starting iterative with newton 0.415592124176401"
[1] "Starting newton at: 0.538145366301429"
[1] "Newton iter: 1, lambda:0.406520475434169, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.412420836546409, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.412432978865437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412432978916817, diff to last: 0"
[1] "Final threshold is: 0.0274384102030768"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.37551580976452"
[1] "Starting iterative with newton 1.37551580976452"
[1] "Starting newton at: 0.940970218249122"
[1] "Newton iter: 1, lambda:0.833560422529174, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.840418314706329, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.840447847770922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.840447848317032, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.840447848317032"
[1] "Starting iterative with newton 0.840447848317032"
[1] "Starting newton at: 0.592041793679055"
[1] "Newton iter: 1, lambda:0.665647041814637, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.668587914609611, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.668592524554347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668592524565665, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668592524554347"
[1] "Starting iterative with newton 0.668592524554347"
[1] "Starting newton at: 0.666649854155882"
[1] "Newton iter: 1, lambda:0.611405738719264, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.612915109973767, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.61291625473714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612916254737798, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.61291625473714"
[1] "Starting iterative with newton 0.61291625473714"
[1] "Starting newton at: 0.671464601248176"
[1] "Newton iter: 1, lambda:0.591786247246665, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.594844737577884, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.59484934817484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59484934818531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59484934818531"
[1] "Starting iterative with newton 0.59484934818531"
[1] "Starting newton at: 0.663735737007729"
[1] "Newton iter: 1, lambda:0.586090305673814, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.588978831914183, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.588982917657101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58898291766527, diff to last: 0"
[1] "Final threshold is: 0.0391839540614264"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15650268884276"
[1] "Starting iterative with newton 1.15650268884276"
[1] "Starting newton at: 0.965510952675757"
[1] "Newton iter: 1, lambda:0.931826332219726, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.932602781362457, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.932603201518648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.932603201518771, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.932603201518771"
[1] "Starting iterative with newton 0.932603201518771"
[1] "Starting newton at: 0.763048657005644"
[1] "Newton iter: 1, lambda:0.842580999115089, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.846866762524482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.846878845248022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846878845343876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.846878845248022"
[1] "Starting iterative with newton 0.846878845248022"
[1] "Starting newton at: 0.758192082315075"
[1] "Newton iter: 1, lambda:0.811403660392893, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.81325538529122, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813257583577917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813257583581013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813257583581013"
[1] "Starting iterative with newton 0.813257583581013"
[1] "Starting newton at: 0.763288016152734"
[1] "Newton iter: 1, lambda:0.79913939500285, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.799966065665533, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.799966499248395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799966499248514, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.799966499248395"
[1] "Starting iterative with newton 0.799966499248395"
[1] "Starting newton at: 0.770151205610154"
[1] "Newton iter: 1, lambda:0.79432387799091, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.794696521720909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.794696609456748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.794696609456753, diff to last: 0"
[1] "Final threshold is: 0.052869708957932"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.16057143711811"
[1] "Starting iterative with newton 1.16057143711811"
[1] "Starting newton at: 0.849437617717079"
[1] "Newton iter: 1, lambda:0.874305832600903, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.874715169349368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.87471527907447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.874715279074478, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.87471527907447"
[1] "Starting iterative with newton 0.87471527907447"
[1] "Starting newton at: 0.850573323951694"
[1] "Newton iter: 1, lambda:0.772901677170625, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.776417152630726, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.776424603030698, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776424603064117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.776424603030698"
[1] "Starting iterative with newton 0.776424603030698"
[1] "Starting newton at: 0.855172865172702"
[1] "Newton iter: 1, lambda:0.733980527673219, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.742137627989747, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.742176594384951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74217659527162, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.74217659527162"
[1] "Starting iterative with newton 0.74217659527162"
[1] "Starting newton at: 0.85876459066517"
[1] "Newton iter: 1, lambda:0.71954571434026, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.730116637913068, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.730181419048145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730181421472323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.730181421472323"
[1] "Starting iterative with newton 0.730181421472323"
[1] "Starting newton at: 0.857904249173297"
[1] "Newton iter: 1, lambda:0.71478762211085, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.725900681731707, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.725972014544176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.72597201747225, diff to last: 0"
[1] "Final threshold is: 0.0482975878072493"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.957252257793344"
[1] "Starting iterative with newton 0.957252257793344"
[1] "Starting newton at: 0.882116587500323"
[1] "Newton iter: 1, lambda:1.01174046363051, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.02610533598934, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.02627290714128, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0262729297626, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0262729297626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0262729297626"
[1] "Starting iterative with newton 1.0262729297626"
[1] "Starting newton at: 1.19007364646416"
[1] "Newton iter: 1, lambda:1.04216534199517, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.05841427993263, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05863389107551, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05863393081562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05863393081562, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05863393081562"
[1] "Starting iterative with newton 1.05863393081562"
[1] "Starting newton at: 1.19052622319551"
[1] "Newton iter: 1, lambda:1.06083626224276, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.07361900654249, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.07375608235445, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07375609799792, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07375609799792, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07375608235445"
[1] "Starting iterative with newton 1.07375608235445"
[1] "Starting newton at: 1.19682948521804"
[1] "Newton iter: 1, lambda:1.06800435455315, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.08067741289729, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.08081279738971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08081281272321, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08081281272321, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08081281272321"
[1] "Starting iterative with newton 1.08081281272321"
[1] "Starting newton at: 1.19956798520671"
[1] "Newton iter: 1, lambda:1.0713948299068, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.0839702542798, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.08410385612113, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08410387108697, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08410387108697, diff to last: 0"
[1] "Final threshold is: 0.0721234436670324"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.775120480114515"
[1] "Starting iterative with newton 0.775120480114515"
[1] "Starting newton at: 1.21022067810319"
[1] "Newton iter: 1, lambda:1.24149490533568, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.24251820904874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24251928056066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24251928056183, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24251928056066"
[1] "Starting iterative with newton 1.24251928056066"
[1] "Starting newton at: 1.70538570166917"
[1] "Newton iter: 1, lambda:1.51732591148521, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.55153435681003, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.55299782143229, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5530004167829, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55300041679105, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55300041679105"
[1] "Starting iterative with newton 1.55300041679105"
[1] "Starting newton at: 1.68601490063687"
[1] "Newton iter: 1, lambda:1.74796166481174, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.75343135218845, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.75347151993907, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75347152209174, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75347151993907"
[1] "Starting iterative with newton 1.75347151993907"
[1] "Starting newton at: 1.64815097146045"
[1] "Newton iter: 1, lambda:1.82515684202899, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.87715253882932, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.88121887400726, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.88124238808268, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88124238886498, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88124238886498"
[1] "Starting iterative with newton 1.88124238886498"
[1] "Starting newton at: 1.63821771317742"
[1] "Newton iter: 1, lambda:1.86166084013701, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.94942328380415, diff to last: 0.088"
[1] "Newton iter: 3, lambda:1.96193576297616, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.96216923209881, diff to last: 0"
[1] "Newton iter: 5, lambda:1.9621693120914, diff to last: 0"
[1] "Newton iter: 6, lambda:1.96216931209141, diff to last: 0"
[1] "Final threshold is: 0.130539528194759"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.835634144974815"
[1] "Starting iterative with newton 0.835634144974815"
[1] "Starting newton at: 1.06200334844063"
[1] "Newton iter: 1, lambda:1.0856943105002, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.08617928749121, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08617948786787, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08617948786791, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08617948786787"
[1] "Starting iterative with newton 1.08617948786787"
[1] "Starting newton at: 1.06896382941818"
[1] "Newton iter: 1, lambda:1.19508855036236, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.21083217010721, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.21106232199343, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21106237064104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21106237064105, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21106237064104"
[1] "Starting iterative with newton 1.21106237064104"
[1] "Starting newton at: 1.46847603964763"
[1] "Newton iter: 1, lambda:1.22416137618599, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.26944335986039, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.27145880735678, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27146267727177, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27146267728601, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27146267727177"
[1] "Starting iterative with newton 1.27146267727177"
[1] "Starting newton at: 1.47635745848255"
[1] "Newton iter: 1, lambda:1.26284936378226, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.29896797522911, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.30026455013604, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30026617776333, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30026617776589, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30026617776333"
[1] "Starting iterative with newton 1.30026617776333"
[1] "Starting newton at: 1.48118082992125"
[1] "Newton iter: 1, lambda:1.28026090476653, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.31285119707503, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31391278094759, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31391388046253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31391388046371, diff to last: 0"
[1] "Final threshold is: 0.0874122824096708"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.41187797925294"
[1] "Newton iter: 1, lambda:1.41748840139153, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.41752685421079, diff to last: 0"
[1] "Newton iter: 3, lambda:1.41752685600764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41752685421079"
[1] "Starting iterative with newton 1.41752685421079"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.293087506274775"
threshold is:
[{'ad': 0.0029454204449038783, 'da': 0.006670571214154939, 'dd': 0.01098760276249933}, {'ad': 0.009405394824363901, 'da': 0.01184145715796076, 'dd': 0.019101487487276546}, {'ad': 0.023833334941810624, 'da': 0.02743841020307677, 'dd': 0.03918395406142645}, {'ad': 0.05286970895793201, 'da': 0.048297587807249284, 'dd': 0.07212344366703237}, {'ad': 0.13053952819475886, 'da': 0.08741228240967083, 'dd': 0.29308750627477465}]
Number of points in noise estimation: 128
Estimated noise: 0.06652816726382355
0.06652816726382355
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.1107922215828"
[1] "Starting iterative with newton 20.1107922215828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.5575945004174"
[1] "Starting iterative with newton 9.5575945004174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.95646972772978"
[1] "Starting iterative with newton 4.95646972772978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.86690828289618"
[1] "Starting iterative with newton 4.86690828289618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.23065098930307"
[1] "Starting iterative with newton 3.23065098930307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.49075837034411"
[1] "Starting iterative with newton 2.49075837034411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98188129737353"
[1] "Starting iterative with newton 1.98188129737353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74566185170234"
[1] "Starting iterative with newton 1.74566185170234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37551580976452"
[1] "Starting iterative with newton 1.37551580976452"
[1] "Starting newton at: 1.5724252305453"
[1] "Newton iter: 1, lambda:1.28074513238876, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.21149509605999, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.2053851972498, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.20533563064114, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2053356273736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2053356273736"
[1] "Starting iterative with newton 1.2053356273736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15650268884276"
[1] "Starting iterative with newton 1.15650268884276"
[1] "Starting newton at: 1.32593714141776"
[1] "Newton iter: 1, lambda:1.12995564454761, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.08304482341539, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.07962186074679, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.07960333968691, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07960333914457, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07960333968691"
[1] "Starting iterative with newton 1.07960333968691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16057143711811"
[1] "Starting iterative with newton 1.16057143711811"
[1] "Starting newton at: 1.3525655607935"
[1] "Newton iter: 1, lambda:1.18739318689624, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.15533270766567, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.1538915636874, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.15388861851803, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15388861850572, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15388861851803"
[1] "Starting iterative with newton 1.15388861851803"
[1] "Starting newton at: 1.344111286786"
[1] "Newton iter: 1, lambda:1.17716621170939, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.14375952220271, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.14216206635584, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.14215837303543, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14215837301568, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14215837303543"
[1] "Starting iterative with newton 1.14215837303543"
[1] "Starting newton at: 1.32583649823059"
[1] "Newton iter: 1, lambda:1.15904160197224, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.12437236000695, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.12259056548245, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.12258581204383, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12258581200999, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.12258581200999"
[1] "Starting iterative with newton 1.12258581200999"
[1] "Starting newton at: 1.30169739822046"
[1] "Newton iter: 1, lambda:1.13011884195233, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.09134947354504, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.0889858258164, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.08897696221971, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08897696209507, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08897696221971"
[1] "Starting iterative with newton 1.08897696221971"
[1] "Starting newton at: 1.25687014310712"
[1] "Newton iter: 1, lambda:1.07836747567611, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.03204679450681, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.02829370086007, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.02826890424571, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02826890316404, diff to last: 0"
[1] "Final threshold is: 0.0684088455818858"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.957252257793344"
[1] "Starting iterative with newton 0.957252257793344"
[1] "Starting newton at: 1.08181686679155"
[1] "Newton iter: 1, lambda:1.09844003214874, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.09802017980883, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09801991205756, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09801991205745, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09801991205745"
[1] "Starting iterative with newton 1.09801991205745"
[1] "Starting newton at: 1.40594823546617"
[1] "Newton iter: 1, lambda:1.34903025066884, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.3462090246469, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.3462015831447, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34620158309278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3462015831447"
[1] "Starting iterative with newton 1.3462015831447"
[1] "Starting newton at: 1.65486761604125"
[1] "Newton iter: 1, lambda:1.6077081863034, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.60675418255099, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.60675374017421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60675374017411, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60675374017411"
[1] "Starting iterative with newton 1.60675374017411"
[1] "Starting newton at: 1.85462703243806"
[1] "Newton iter: 1, lambda:1.79301671203046, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.79235881221886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.79235870680853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79235870680853, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79235870680853"
[1] "Starting iterative with newton 1.79235870680853"
[1] "Starting newton at: 1.90711306979908"
[1] "Newton iter: 1, lambda:1.93247345029754, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.93239341040557, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93239340977982, diff to last: 0"
[1] "Final threshold is: 0.128558591985342"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.775120480114515"
[1] "Starting iterative with newton 0.775120480114515"
[1] "Starting newton at: 1.44207501348454"
[1] "Newton iter: 1, lambda:1.38140857233876, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.37871212829733, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.37870623734646, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37870623731823, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37870623734646"
[1] "Starting iterative with newton 1.37870623734646"
[1] "Starting newton at: 2.02441180536822"
[1] "Newton iter: 1, lambda:2.02669865078686, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.0266996378803, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02669963788049, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0266996378803"
[1] "Starting iterative with newton 2.0266996378803"
[1] "Starting newton at: 2.33582347486378"
[1] "Newton iter: 1, lambda:2.39281538539868, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.39425254157397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.39425353351621, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39425353351668, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.39425353351621"
[1] "Starting iterative with newton 2.39425353351621"
[1] "Starting newton at: 2.5912355825921"
[1] "Newton iter: 1, lambda:2.58137983449235, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.58143598155162, diff to last: 0"
[1] "Newton iter: 3, lambda:2.58143598336348, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.58143598336348"
[1] "Starting iterative with newton 2.58143598336348"
[1] "Starting newton at: 2.66359513050423"
[1] "Newton iter: 1, lambda:2.67587198593158, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.67596424563429, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67596425086846, diff to last: 0"
[1] "Final threshold is: 0.178026996925569"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.835634144974815"
[1] "Starting iterative with newton 0.835634144974815"
[1] "Starting newton at: 1.25195546377337"
[1] "Newton iter: 1, lambda:1.24138377650205, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.24125653001136, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24125651143904, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24125651143904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24125653001136"
[1] "Starting iterative with newton 1.24125653001136"
[1] "Starting newton at: 1.64146176442091"
[1] "Newton iter: 1, lambda:1.72562270649349, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.72300011964352, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.72299826000819, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72299826000724, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72299826000819"
[1] "Starting iterative with newton 1.72299826000819"
[1] "Starting newton at: 2.1286348103401"
[1] "Newton iter: 1, lambda:2.05753427514467, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.05833694354702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05833700351141, diff to last: 0"
[1] "Newton iter: 4, lambda:2.05833700351141, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.05833700351141"
[1] "Starting iterative with newton 2.05833700351141"
[1] "Starting newton at: 2.17971937071186"
[1] "Newton iter: 1, lambda:2.23952679265149, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24015029340357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24015038012507, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24015038012507, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.24015038012507"
[1] "Starting iterative with newton 2.24015038012507"
[1] "Starting newton at: 2.36148997153179"
[1] "Newton iter: 1, lambda:2.32786103750565, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.32819391959314, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32819394980311, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32819394980311, diff to last: 0"
[1] "Final threshold is: 0.154890476515124"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0665281672638235"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.09051134065982"
[1] "Newton iter: 1, lambda:1.91002507739635, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.91914967916021, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.91915855563628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91915855564549, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.91915855564549"
[1] "Starting iterative with newton 1.91915855564549"
[1] "Starting newton at: 2.56867757143614"
[1] "Newton iter: 1, lambda:2.64467151824681, diff to last: 0.076"
[1] "Newton iter: 2, lambda:2.64964301556293, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.64966469448177, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64966469489409, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.64966469448177"
[1] "Starting iterative with newton 2.64966469448177"
[1] "Starting newton at: 2.97469672791291"
[1] "Newton iter: 1, lambda:3.00916237522422, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.01036295456047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.01036439118421, diff to last: 0"
[1] "Newton iter: 4, lambda:3.01036439118626, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.01036439118626"
[1] "Starting iterative with newton 3.01036439118626"
[1] "Starting newton at: 3.15620790489616"
[1] "Newton iter: 1, lambda:3.19680269176434, diff to last: 0.041"
[1] "Newton iter: 2, lambda:3.19856649786517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.1985697423865, diff to last: 0"
[1] "Newton iter: 4, lambda:3.19856974239747, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.1985697423865"
[1] "Starting iterative with newton 3.1985697423865"
[1] "Starting newton at: 3.26402128548316"
[1] "Newton iter: 1, lambda:3.2836590643968, diff to last: 0.02"
[1] "Newton iter: 2, lambda:3.28407414811999, diff to last: 0"
[1] "Newton iter: 3, lambda:3.28407433069235, diff to last: 0"
[1] "Newton iter: 4, lambda:3.28407433069238, diff to last: 0"
[1] "Final threshold is: 0.218483446379132"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.06840884558188579, 'dd': 0.1285585919853421}, {'ad': 0.17802699692556923, 'da': 0.1548904765151236, 'dd': 0.21848344637913225}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402707246215285. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025001047802963527
0.025001047802963527
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 53.5151230168388"
[1] "Starting iterative with newton 53.5151230168388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.4329038756607"
[1] "Starting iterative with newton 25.4329038756607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.1892410943432"
[1] "Starting iterative with newton 13.1892410943432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9509167317309"
[1] "Starting iterative with newton 12.9509167317309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.59681126492284"
[1] "Starting iterative with newton 8.59681126492284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.62794578779132"
[1] "Starting iterative with newton 6.62794578779132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.27381618113945"
[1] "Starting iterative with newton 5.27381618113945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.6452326547035"
[1] "Starting iterative with newton 4.6452326547035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66026842503779"
[1] "Starting iterative with newton 3.66026842503779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.07747118963841"
[1] "Starting iterative with newton 3.07747118963841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.08829819048853"
[1] "Starting iterative with newton 3.08829819048853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54726277162669"
[1] "Starting iterative with newton 2.54726277162669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0626073497832"
[1] "Starting iterative with newton 2.0626073497832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22363512947073"
[1] "Starting iterative with newton 2.22363512947073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79482745173026"
[1] "Starting iterative with newton 1.79482745173026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402707246215285. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025001047802963527
0.025001047802963527
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503144876211517, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503823617074048, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503823618308415, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0503823617074048"
[1] "Starting iterative with newton 0.0503823617074048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165742322177932, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165798297069554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165798297075938, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0165798297069554"
[1] "Starting iterative with newton 0.0165798297069554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0159687212671314, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0159738276474529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0159738276479751, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0159738276479751"
[1] "Starting iterative with newton 0.0159738276479751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0159579484368638, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0159630463127402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0159630463132605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0159630463127402"
[1] "Starting iterative with newton 0.0159630463127402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0159577568051907, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0159628545298599, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0159628545303801, diff to last: 0"
[1] "Final threshold is: 0.00039908808917278"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114078328409561, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.11505889129961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115058963487668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115058963487669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115058963487669"
[1] "Starting iterative with newton 0.115058963487669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405812930438969, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.040640305958273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406403060830623, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0406403060830623"
[1] "Starting iterative with newton 0.0406403060830623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0385134503469753, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0385653714310672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385653715254287, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0385653714310672"
[1] "Starting iterative with newton 0.0385653714310672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384551577807605, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385068883506203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03850688844423, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.03850688844423"
[1] "Starting iterative with newton 0.03850688844423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384535143314454, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385052395372704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038505239630859, diff to last: 0"
[1] "Final threshold is: 0.000962671336675671"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173860145384746, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.177064461180157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.177065540897149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177065540897272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.177065540897149"
[1] "Starting iterative with newton 0.177065540897149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.069608724485413, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0699765090833982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699765193440123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0699765193440123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0699765090833982"
[1] "Starting iterative with newton 0.0699765090833982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.062356820375075, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626416179697238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626416239083333, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0626416239083333"
[1] "Starting iterative with newton 0.0626416239083333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0618675096323658, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0621470972449914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0621471029529359, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0621471029529359"
[1] "Starting iterative with newton 0.0621471029529359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0618345605091811, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.062113799072845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0621138047655065, diff to last: 0"
[1] "Final threshold is: 0.00155291005984387"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17863290611125, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.182421232754379, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182422924483823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18242292448416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.182422924483823"
[1] "Starting iterative with newton 0.182422924483823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469108645252007, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470148809398263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470148814512636, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0470148814512636"
[1] "Starting iterative with newton 0.0470148814512636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420810047833193, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421597038462364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421597041215203, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0421597038462364"
[1] "Starting iterative with newton 0.0421597038462364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.041910193573831, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419880773548783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419880776238747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0419880776238747"
[1] "Starting iterative with newton 0.0419880776238747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419041588287563, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419820139030156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.041982014171792, diff to last: 0"
[1] "Final threshold is: 0.00104959434317366"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.200010503860492, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.205642505434301, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.205646942640874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205646942643628, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205646942640874"
[1] "Starting iterative with newton 0.205646942640874"
[1] "Starting newton at: 0.0769442372903893"
[1] "Newton iter: 1, lambda:0.074235557692568, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.07423602109114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0742360210911535, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.07423602109114"
[1] "Starting iterative with newton 0.07423602109114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0683016066645017, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068583985165297, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0685839899904915, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0685839899904915"
[1] "Starting iterative with newton 0.0685839899904915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068054602607619, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068334427614242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.068334432343885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.068334427614242"
[1] "Starting iterative with newton 0.068334427614242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068043684244888, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0683233967723727, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0683234014978317, diff to last: 0"
[1] "Final threshold is: 0.00170815650876694"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.351829825722848"
[1] "Newton iter: 1, lambda:0.316011341002313, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.316265869705683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316265882625611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316265882625611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.316265869705683"
[1] "Starting iterative with newton 0.316265869705683"
[1] "Starting newton at: 0.230372836492798"
[1] "Newton iter: 1, lambda:0.117335535949434, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.118631995136312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118632166109616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118632166109619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118632166109616"
[1] "Starting iterative with newton 0.118632166109616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104156521808986, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105186467255661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105186567926245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105186567926246, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105186567926245"
[1] "Starting iterative with newton 0.105186567926245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103254844388664, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104262138445516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104262234273212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104262234273213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104262234273212"
[1] "Starting iterative with newton 0.104262234273212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103192786086506, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.10419853396936, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104198629471368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104198629471368, diff to last: 0"
[1] "Final threshold is: 0.00260507491641694"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.327695070466568"
[1] "Newton iter: 1, lambda:0.41377064362643, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.415703304406906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.415704264542784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415704264543021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.415704264542784"
[1] "Starting iterative with newton 0.415704264542784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140187668798401, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142602012494709, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.14260272788522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142602727885283, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14260272788522"
[1] "Starting iterative with newton 0.14260272788522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117953445780549, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119507829260708, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119508099078436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119508099078444, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.119508099078444"
[1] "Starting iterative with newton 0.119508099078444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116054522318576, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117546670612082, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117546917186697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117546917186704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117546917186704"
[1] "Starting iterative with newton 0.117546917186704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115893084979929, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117380019160179, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11738026384011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117380263840117, diff to last: 0"
[1] "Final threshold is: 0.00293462958739107"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.433442294187095"
[1] "Newton iter: 1, lambda:0.462700330128167, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.462948039622244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.462948057266751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462948057266751, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.462948057266751"
[1] "Starting iterative with newton 0.462948057266751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161382558974463, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.165030910525926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165032772906533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165032772907018, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.165032772906533"
[1] "Starting iterative with newton 0.165032772906533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135184740905485, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137484688335038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137485353821467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137485353821523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137485353821467"
[1] "Starting iterative with newton 0.137485353821467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132704834461502, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.13489886287528, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13489946241426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134899462414304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13489946241426"
[1] "Starting iterative with newton 0.13489946241426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132471568853448, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134655810083478, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134656403722917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134656403722961, diff to last: 0"
[1] "Final threshold is: 0.00336655118645181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.66026842503779"
[1] "Starting iterative with newton 3.66026842503779"
[1] "Starting newton at: 0.639457014412771"
[1] "Newton iter: 1, lambda:0.582978254557732, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.584123623062797, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.584124102260368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584124102260452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.584124102260368"
[1] "Starting iterative with newton 0.584124102260368"
[1] "Starting newton at: 0.399176930379811"
[1] "Newton iter: 1, lambda:0.215558531392572, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.221777010945751, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.221784232090507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221784232100242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221784232090507"
[1] "Starting iterative with newton 0.221784232090507"
[1] "Starting newton at: 0.329119224435054"
[1] "Newton iter: 1, lambda:0.174002735493522, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.177930774186909, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177933306891036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177933306892089, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177933306892089"
[1] "Starting iterative with newton 0.177933306892089"
[1] "Starting newton at: 0.330379097573107"
[1] "Newton iter: 1, lambda:0.168433580781938, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.172644739073817, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.172647601593748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172647601595071, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172647601593748"
[1] "Starting iterative with newton 0.172647601593748"
[1] "Starting newton at: 0.335431999394663"
[1] "Newton iter: 1, lambda:0.167488374247238, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.172007096521552, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172010385739858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1720103857416, diff to last: 0"
[1] "Final threshold is: 0.00430043987648837"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.07747118963841"
[1] "Starting iterative with newton 3.07747118963841"
[1] "Starting newton at: 0.635659941857871"
[1] "Newton iter: 1, lambda:0.625935882722097, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.625974620493217, diff to last: 0"
[1] "Newton iter: 3, lambda:0.625974621109801, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625974621109801"
[1] "Starting iterative with newton 0.625974621109801"
[1] "Starting newton at: 0.370527821285964"
[1] "Newton iter: 1, lambda:0.26425535438872, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.266770730428416, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.266772151098134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266772151098587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.266772151098134"
[1] "Starting iterative with newton 0.266772151098134"
[1] "Starting newton at: 0.394467275961963"
[1] "Newton iter: 1, lambda:0.207796341377805, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.214600033315644, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.214609159441938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214609159458355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.214609159441938"
[1] "Starting iterative with newton 0.214609159441938"
[1] "Starting newton at: 0.3988585147514"
[1] "Newton iter: 1, lambda:0.199503406319033, diff to last: 0.199"
[1] "Newton iter: 2, lambda:0.207107232727683, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.20711840159973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207118401623822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.20711840159973"
[1] "Starting iterative with newton 0.20711840159973"
[1] "Starting newton at: 0.403513782832065"
[1] "Newton iter: 1, lambda:0.197975385422017, diff to last: 0.206"
[1] "Newton iter: 2, lambda:0.206032126241283, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.206044628295008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206044628325106, diff to last: 0"
[1] "Final threshold is: 0.00515133160154735"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.08829819048853"
[1] "Starting iterative with newton 3.08829819048853"
[1] "Starting newton at: 0.677617761481883"
[1] "Newton iter: 1, lambda:0.598988835970232, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.601304865697547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601306926661362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601306926662993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601306926661362"
[1] "Starting iterative with newton 0.601306926661362"
[1] "Starting newton at: 0.338939680077046"
[1] "Newton iter: 1, lambda:0.268643446121027, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.269743271972286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269743542749016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269743542749033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.269743542749016"
[1] "Starting iterative with newton 0.269743542749016"
[1] "Starting newton at: 0.351971178618788"
[1] "Newton iter: 1, lambda:0.217102845135809, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.22072412945049, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.220726760867428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220726760868818, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220726760867428"
[1] "Starting iterative with newton 0.220726760867428"
[1] "Starting newton at: 0.361613178955174"
[1] "Newton iter: 1, lambda:0.208877834729297, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.213438339142119, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.213442439801965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21344243980528, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213442439801965"
[1] "Starting iterative with newton 0.213442439801965"
[1] "Starting newton at: 0.364357357437128"
[1] "Newton iter: 1, lambda:0.207562352926452, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.212354922220261, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.21235943886902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212359438873031, diff to last: 0"
[1] "Final threshold is: 0.00530920848257489"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54726277162669"
[1] "Starting iterative with newton 2.54726277162669"
[1] "Starting newton at: 0.523726587016156"
[1] "Newton iter: 1, lambda:0.654019438467775, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.661761799466087, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.661788264236298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.661788264544762, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.661788264544762"
[1] "Starting iterative with newton 0.661788264544762"
[1] "Starting newton at: 0.366474594438124"
[1] "Newton iter: 1, lambda:0.33097321882978, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.331320680926174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.331320714324882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331320714324882, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331320714324882"
[1] "Starting iterative with newton 0.331320714324882"
[1] "Starting newton at: 0.357854462946937"
[1] "Newton iter: 1, lambda:0.270758924993552, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.272611727605696, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.272612571038394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272612571038569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272612571038569"
[1] "Starting iterative with newton 0.272612571038569"
[1] "Starting newton at: 0.370873728342413"
[1] "Newton iter: 1, lambda:0.259352565551799, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.262318053588282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.262320165651761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262320165652832, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262320165651761"
[1] "Starting iterative with newton 0.262320165651761"
[1] "Starting newton at: 0.370253753258476"
[1] "Newton iter: 1, lambda:0.257498616235924, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.260517950850804, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.260520131463438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260520131464575, diff to last: 0"
[1] "Final threshold is: 0.00651327626035176"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.0626073497832"
[1] "Starting iterative with newton 2.0626073497832"
[1] "Starting newton at: 0.794067483563626"
[1] "Newton iter: 1, lambda:0.73976474088976, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.741278860234714, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.74128006293079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741280062931548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.741280062931548"
[1] "Starting iterative with newton 0.741280062931548"
[1] "Starting newton at: 0.308805525042941"
[1] "Newton iter: 1, lambda:0.426658224551908, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.431686610342382, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.431695664491282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431695664520617, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.431695664491282"
[1] "Starting iterative with newton 0.431695664491282"
[1] "Starting newton at: 0.318682414898867"
[1] "Newton iter: 1, lambda:0.360899570108667, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.361470256676777, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.36147036061519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361470360615193, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36147036061519"
[1] "Starting iterative with newton 0.36147036061519"
[1] "Starting newton at: 0.320202302668113"
[1] "Newton iter: 1, lambda:0.345501892252319, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.345700987490612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.345700999797279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345700999797279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345700999797279"
[1] "Starting iterative with newton 0.345700999797279"
[1] "Starting newton at: 0.320301833819137"
[1] "Newton iter: 1, lambda:0.342021906876526, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.342167691251029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.342167697808261, diff to last: 0"
[1] "Final threshold is: 0.00855455080559665"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22363512947073"
[1] "Starting iterative with newton 2.22363512947073"
[1] "Starting newton at: 0.535748070935627"
[1] "Newton iter: 1, lambda:0.678557793715883, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.688504726834345, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.68855128473005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.688551285746737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68855128473005"
[1] "Starting iterative with newton 0.68855128473005"
[1] "Starting newton at: 0.322580196964353"
[1] "Newton iter: 1, lambda:0.38527077412676, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.386523922993226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.386524420564013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386524420564092, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386524420564013"
[1] "Starting iterative with newton 0.386524420564013"
[1] "Starting newton at: 0.320240253049058"
[1] "Newton iter: 1, lambda:0.325530257417661, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.325538256101421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.3255382561197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.3255382561197"
[1] "Starting iterative with newton 0.3255382561197"
[1] "Starting newton at: 0.323572450216458"
[1] "Newton iter: 1, lambda:0.313212621079662, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.313242584120791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313242584371628, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313242584120791"
[1] "Starting iterative with newton 0.313242584120791"
[1] "Starting newton at: 0.324626237608155"
[1] "Newton iter: 1, lambda:0.310710366306339, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.310764169248963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310764170054059, diff to last: 0"
[1] "Final threshold is: 0.00776942985084157"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250010478029635"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.79482745173026"
[1] "Starting iterative with newton 1.79482745173026"
[1] "Starting newton at: 0.750210668446779"
[1] "Newton iter: 1, lambda:0.787328646142927, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.788137997227759, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.788138376974072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788138376974155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.788138376974072"
[1] "Starting iterative with newton 0.788138376974072"
[1] "Starting newton at: 0.555789413705717"
[1] "Newton iter: 1, lambda:0.510599693930189, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.511452521363966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.511452827892708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.511452827892748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.511452827892708"
[1] "Starting iterative with newton 0.511452827892708"
[1] "Starting newton at: 0.590079772762172"
[1] "Newton iter: 1, lambda:0.428092400055236, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.437778615856207, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.437814331209242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437814331694205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437814331694205"
[1] "Starting iterative with newton 0.437814331694205"
[1] "Starting newton at: 0.294704344813027"
[1] "Newton iter: 1, lambda:0.41315752462867, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.418391772070136, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.418401899228383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418401899266269, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418401899266269"
[1] "Starting iterative with newton 0.418401899266269"
[1] "Starting newton at: 0.295261501961547"
[1] "Newton iter: 1, lambda:0.408542228342559, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.413290081404717, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.413298349468977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413298349494037, diff to last: 0"
[1] "Final threshold is: 0.0103328917919598"
threshold is:
[{'ad': 0.00039908808917278, 'da': 0.0009626713366756705, 'dd': 0.0015529100598438688}, {'ad': 0.0010495943431736649, 'da': 0.001708156508766935, 'dd': 0.0026050749164169443}, {'ad': 0.0029346295873910696, 'da': 0.0033665511864518116, 'dd': 0.004300439876488375}, {'ad': 0.005151331601547353, 'da': 0.005309208482574891, 'dd': 0.006513276260351761}, {'ad': 0.008554550805596648, 'da': 0.00776942985084157, 'dd': 0.010332891791959824}]
Number of points in noise estimation: 128
Estimated noise: 0.06652816726382355
0.06652816726382355
threshold is:
[{'ad': 0.018766494647372234, 'da': 0.017761588630610413, 'dd': 0.015132543773293428}, {'ad': 0.005951946785565099, 'da': 0.007817848168802165, 'dd': 0.017845941779196323}, {'ad': 0.024062487646640207, 'da': 0.025253163491768038, 'dd': 0.027930045981798112}, {'ad': 0.04410636556767766, 'da': 0.0453363463901397, 'dd': 0.05156136393242697}, {'ad': 0.07889690108971183, 'da': 0.068502119358702, 'dd': 0.29308750627477465}]
['baboon256', 0.05, 0, 0.0024751384281039806, 0.00240831686819039, 0.002252284006660685, 0.008226503098875588, 0.002889731391476708, 0.0030149954859552213, 0.0021253877141737083, 0.002475138428103982, 26.06400507081714, 26.182863724586205, 26.47376847058409, 20.847847343619375, 25.391425242403386, 25.207133337481107, 26.725618341938613, 26.06400507081713]
baboon256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.0664688818953858
0.0664688818953858
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0338246550405485"
[1] "Newton iter: 1, lambda:0.124139974759289, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.124721228422821, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124721252391358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124721252391358, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124721252391358"
[1] "Starting iterative with newton 0.124721252391358"
[1] "Starting newton at: 0.0690952818992117"
[1] "Newton iter: 1, lambda:0.0438775605324253, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0439002794953691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0439002795138016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0439002795138016"
[1] "Starting iterative with newton 0.0439002795138016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425695521441904, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426312481733039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042631248302939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.042631248302939"
[1] "Starting iterative with newton 0.042631248302939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425494963997396, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426110898019804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426110899310912, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0426110899310912"
[1] "Starting iterative with newton 0.0426110899310912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425491777550031, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426107695283733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426107696574758, diff to last: 0"
[1] "Final threshold is: 0.00283229020725295"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0647087264928534"
[1] "Newton iter: 1, lambda:0.271256195232857, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.278038525697199, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.27804569465651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278045694664512, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.27804569465651"
[1] "Starting iterative with newton 0.27804569465651"
[1] "Starting newton at: 0.144994565453511"
[1] "Newton iter: 1, lambda:0.11563230809726, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.115727983239655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.115727984255932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115727983239655"
[1] "Starting iterative with newton 0.115727983239655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101240991665999, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102306132309354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102306250205729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10230625020573, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102306250205729"
[1] "Starting iterative with newton 0.102306250205729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100160651800927, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101197184034307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101197295044497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101197295044498, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101197295044498"
[1] "Starting iterative with newton 0.101197295044498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100071404597908, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101105595524656, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101105705981388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101105705981389, diff to last: 0"
[1] "Final threshold is: 0.00672038322982655"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.517279616985261"
[1] "Newton iter: 1, lambda:0.347557246550604, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.354192557533874, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.354202925910916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354202925936217, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354202925910916"
[1] "Starting iterative with newton 0.354202925910916"
[1] "Starting newton at: 0.0970740346366626"
[1] "Newton iter: 1, lambda:0.159772132395254, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.160284488515112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.160284522688055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160284522688055, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.160284522688055"
[1] "Starting iterative with newton 0.160284522688055"
[1] "Starting newton at: 0.148073361474812"
[1] "Newton iter: 1, lambda:0.144137358506781, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.14413925342369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144139253424129, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14413925342369"
[1] "Starting iterative with newton 0.14413925342369"
[1] "Starting newton at: 0.164218630739177"
[1] "Newton iter: 1, lambda:0.142685766162584, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.142742172814521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.142742173201753, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.142742172814521"
[1] "Starting iterative with newton 0.142742172814521"
[1] "Starting newton at: 0.165615711348346"
[1] "Newton iter: 1, lambda:0.142556252092157, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.142620909908826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14262091041741, diff to last: 0"
[1] "Final threshold is: 0.0094798524165422"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.523269341558424"
[1] "Newton iter: 1, lambda:0.405180704874234, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.409009897126389, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.409014014406888, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409014014411646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.409014014406888"
[1] "Starting iterative with newton 0.409014014406888"
[1] "Starting newton at: 0.261767515284249"
[1] "Newton iter: 1, lambda:0.164891866609253, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.166199707487469, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.166199947175198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166199947175206, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.166199947175198"
[1] "Starting iterative with newton 0.166199947175198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139049781688846, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141590168125837, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141591014454781, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141591014454875, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141591014454875"
[1] "Starting iterative with newton 0.141591014454875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136648327680957, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139082913876766, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139083685332743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13908368533282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139083685332743"
[1] "Starting iterative with newton 0.139083685332743"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136403457466837, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138827402464136, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138828166595935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138828166596011, diff to last: 0"
[1] "Final threshold is: 0.00922775300921812"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.529578420837078"
[1] "Newton iter: 1, lambda:0.557571395686419, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.557838121751716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.55783814577816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55783814577816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.55783814577816"
[1] "Starting iterative with newton 0.55783814577816"
[1] "Starting newton at: 0.252136151513704"
[1] "Newton iter: 1, lambda:0.243861282000894, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.243874938064518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243874938101729, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.243874938064518"
[1] "Starting iterative with newton 0.243874938064518"
[1] "Starting newton at: 0.241077746861002"
[1] "Newton iter: 1, lambda:0.203457024536127, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.203711972900148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.203711984626943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203711984626943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.203711984626943"
[1] "Starting iterative with newton 0.203711984626943"
[1] "Starting newton at: 0.257411250377786"
[1] "Newton iter: 1, lambda:0.197853414033826, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.198483133563499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198483204134481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198483204134481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.198483204134481"
[1] "Starting iterative with newton 0.198483204134481"
[1] "Starting newton at: 0.237662944990079"
[1] "Newton iter: 1, lambda:0.197514858509112, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.197800753893045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.197800768412846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197800768412846, diff to last: 0"
[1] "Final threshold is: 0.01314759591445"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41548649554304"
[1] "Starting iterative with newton 2.41548649554304"
[1] "Starting newton at: 0.702146552711414"
[1] "Newton iter: 1, lambda:0.709152074463398, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.709175551002042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.709175551265026, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709175551265026"
[1] "Starting iterative with newton 0.709175551265026"
[1] "Starting newton at: 0.395128758118718"
[1] "Newton iter: 1, lambda:0.351310168407758, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.351888712399267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351888813671415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351888813671418, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351888813671418"
[1] "Starting iterative with newton 0.351888813671418"
[1] "Starting newton at: 0.294063385588077"
[1] "Newton iter: 1, lambda:0.285603391633172, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.285621996638667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285621996728678, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.285621996638667"
[1] "Starting iterative with newton 0.285621996638667"
[1] "Starting newton at: 0.289218768358852"
[1] "Newton iter: 1, lambda:0.27370817331446, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.273768872623051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273768873553147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273768872623051"
[1] "Starting iterative with newton 0.273768872623051"
[1] "Starting newton at: 0.271670418141549"
[1] "Newton iter: 1, lambda:0.271656519508305, diff to last: 0"
[1] "Newton iter: 2, lambda:0.27165651955681, diff to last: 0"
[1] "Final threshold is: 0.0180567051145332"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.02476268577166"
[1] "Starting iterative with newton 2.02476268577166"
[1] "Starting newton at: 0.842268886446342"
[1] "Newton iter: 1, lambda:0.678953103396249, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.690781427701088, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.690847706680057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.690847708753189, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.690847708753189"
[1] "Starting iterative with newton 0.690847708753189"
[1] "Starting newton at: 0.446913217377978"
[1] "Newton iter: 1, lambda:0.426882577357995, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.427018132880626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427018139108113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427018132880626"
[1] "Starting iterative with newton 0.427018132880626"
[1] "Starting newton at: 0.337153631332164"
[1] "Newton iter: 1, lambda:0.370165851290385, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.370507936479617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.370507973086705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370507973086706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.370507973086705"
[1] "Starting iterative with newton 0.370507973086705"
[1] "Starting newton at: 0.321004057600921"
[1] "Newton iter: 1, lambda:0.357813475626693, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.358231150950422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.358231204538979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35823120453898, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.358231204538979"
[1] "Starting iterative with newton 0.358231204538979"
[1] "Starting newton at: 0.32649817459401"
[1] "Newton iter: 1, lambda:0.355303409442396, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.355557970046784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.355557989872421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.355557989872421, diff to last: 0"
[1] "Final threshold is: 0.0236335420357907"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.7773234141207"
[1] "Starting iterative with newton 1.7773234141207"
[1] "Starting newton at: 0.677627687975787"
[1] "Newton iter: 1, lambda:0.717961598918671, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.718768778512366, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.718769097528729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.718769097528779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.718769097528729"
[1] "Starting iterative with newton 0.718769097528729"
[1] "Starting newton at: 0.464923358335929"
[1] "Newton iter: 1, lambda:0.488758485356485, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.488977465888898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.488977484291205, diff to last: 0"
[1] "Newton iter: 4, lambda:0.488977484291205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.488977484291205"
[1] "Starting iterative with newton 0.488977484291205"
[1] "Starting newton at: 0.513498113283243"
[1] "Newton iter: 1, lambda:0.431753264885944, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.434118047269436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.434120056214176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434120056215625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.434120056214176"
[1] "Starting iterative with newton 0.434120056214176"
[1] "Starting newton at: 0.523561979978524"
[1] "Newton iter: 1, lambda:0.416922760121704, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.420862976990991, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.420868461353097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420868461363717, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.420868461353097"
[1] "Starting iterative with newton 0.420868461353097"
[1] "Starting newton at: 0.524707666857045"
[1] "Newton iter: 1, lambda:0.413381413913292, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.417654692309069, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.41766111633912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417661116353629, diff to last: 0"
[1] "Final threshold is: 0.0277614674142399"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.38731518942649"
[1] "Starting iterative with newton 1.38731518942649"
[1] "Starting newton at: 0.83086297974097"
[1] "Newton iter: 1, lambda:0.853302470042109, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.853623323577051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.853623388564439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853623388564441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853623388564439"
[1] "Starting iterative with newton 0.853623388564439"
[1] "Starting newton at: 0.612138043192851"
[1] "Newton iter: 1, lambda:0.679076082801362, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.681538134599825, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.681541406912087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681541406917863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.681541406912087"
[1] "Starting iterative with newton 0.681541406912087"
[1] "Starting newton at: 0.644830077700163"
[1] "Newton iter: 1, lambda:0.624490044868142, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.624699839128543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.62469986157611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624699861576111, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.62469986157611"
[1] "Starting iterative with newton 0.62469986157611"
[1] "Starting newton at: 0.64786343925143"
[1] "Newton iter: 1, lambda:0.604918951418125, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.605830665208493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.60583108112381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605831081123897, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.60583108112381"
[1] "Starting iterative with newton 0.60583108112381"
[1] "Starting newton at: 0.656918468862812"
[1] "Newton iter: 1, lambda:0.597849263207475, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.599555185471159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.599556632492142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599556632493183, diff to last: 0"
[1] "Final threshold is: 0.0398518589947154"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1825934769908"
[1] "Starting iterative with newton 1.1825934769908"
[1] "Starting newton at: 1.03596387714168"
[1] "Newton iter: 1, lambda:0.911653362534987, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.921623271717279, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.921692382033605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921692385338429, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.921692382033605"
[1] "Starting iterative with newton 0.921692382033605"
[1] "Starting newton at: 0.755813770520631"
[1] "Newton iter: 1, lambda:0.821088087089573, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.823892798664848, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.82389785591454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823897855930963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.82389785591454"
[1] "Starting iterative with newton 0.82389785591454"
[1] "Starting newton at: 0.787598081859888"
[1] "Newton iter: 1, lambda:0.78643389093878, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.786434735126273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.786434735126717, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.786434735126717"
[1] "Starting iterative with newton 0.786434735126717"
[1] "Starting newton at: 0.787382777281021"
[1] "Newton iter: 1, lambda:0.771833955556246, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.771981936999106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.771981950485477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771981950485477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.771981950485477"
[1] "Starting iterative with newton 0.771981950485477"
[1] "Starting newton at: 0.79223797006055"
[1] "Newton iter: 1, lambda:0.765974246868083, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.766392732548737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.766392839918965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.766392839918972, diff to last: 0"
[1] "Final threshold is: 0.050941275162043"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1257581821305"
[1] "Starting iterative with newton 1.1257581821305"
[1] "Starting newton at: 0.848449732287806"
[1] "Newton iter: 1, lambda:0.867412843738064, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.867647849228032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.867647885026337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.867647885026338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.867647885026338"
[1] "Starting iterative with newton 0.867647885026338"
[1] "Starting newton at: 0.826606246076868"
[1] "Newton iter: 1, lambda:0.778919464573191, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.780260769097391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.780261851659424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780261851660129, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.780261851659424"
[1] "Starting iterative with newton 0.780261851659424"
[1] "Starting newton at: 0.828110849560261"
[1] "Newton iter: 1, lambda:0.746458844386964, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.750237033818509, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.750245404165487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750245404206515, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.750245404206515"
[1] "Starting iterative with newton 0.750245404206515"
[1] "Starting newton at: 0.824515842567796"
[1] "Newton iter: 1, lambda:0.735417892411153, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.739863237534121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.739874719702875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.739874719779361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.739874719702875"
[1] "Starting iterative with newton 0.739874719702875"
[1] "Starting newton at: 0.82887852891663"
[1] "Newton iter: 1, lambda:0.730931870253011, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.736267182321634, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.736283673538826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.736283673696092, diff to last: 0"
[1] "Final threshold is: 0.048939952537953"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.967828862724363"
[1] "Starting iterative with newton 0.967828862724363"
[1] "Starting newton at: 1.18284022784275"
[1] "Newton iter: 1, lambda:1.01110751689165, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.03239628836191, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03276921360399, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03276932670607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03276932670608, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03276932670608"
[1] "Starting iterative with newton 1.03276932670608"
[1] "Starting newton at: 1.18031443074449"
[1] "Newton iter: 1, lambda:1.05072125143007, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.06347731720783, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.06361356232195, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06361357774918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06361357774918, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06361357774918"
[1] "Starting iterative with newton 1.06361357774918"
[1] "Starting newton at: 1.18048587406384"
[1] "Newton iter: 1, lambda:1.06838448305293, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.07814416860362, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.07822461086735, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07822461630033, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07822461630033"
[1] "Starting iterative with newton 1.07822461630033"
[1] "Starting newton at: 1.17632150050101"
[1] "Newton iter: 1, lambda:1.07737477535567, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.08508736090857, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.08513777889746, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08513778104193, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08513777889746"
[1] "Starting iterative with newton 1.08513777889746"
[1] "Starting newton at: 1.17299935232128"
[1] "Newton iter: 1, lambda:1.08176047846701, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.08836979585342, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.0884068809757, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08840688213857, diff to last: 0"
[1] "Final threshold is: 0.0723451884256992"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.771275881858069"
[1] "Starting iterative with newton 0.771275881858069"
[1] "Starting newton at: 1.25119948296251"
[1] "Newton iter: 1, lambda:1.23650041270161, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.23671984317483, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23671989264829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23671989264829, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23671989264829"
[1] "Starting iterative with newton 1.23671989264829"
[1] "Starting newton at: 1.66088186293636"
[1] "Newton iter: 1, lambda:1.5386437035798, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.55460886942707, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.55492750154408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55492762650073, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55492762650075, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55492762650073"
[1] "Starting iterative with newton 1.55492762650073"
[1] "Starting newton at: 1.63316977179439"
[1] "Newton iter: 1, lambda:1.75110682038476, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.77249492748388, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.77313779394077, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.77313836096941, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77313836096985, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77313836096941"
[1] "Starting iterative with newton 1.77313836096941"
[1] "Starting newton at: 1.61105892182726"
[1] "Newton iter: 1, lambda:1.82891901593606, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.9118041242551, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.92289849510838, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.92308179453557, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92308184387246, diff to last: 0"
[1] "Newton iter: 6, lambda:1.92308184387246, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92308184387246"
[1] "Starting iterative with newton 1.92308184387246"
[1] "Starting newton at: 1.57280535221582"
[1] "Newton iter: 1, lambda:1.84921276627434, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.98915126655173, diff to last: 0.14"
[1] "Newton iter: 3, lambda:2.02410561352741, diff to last: 0.035"
[1] "Newton iter: 4, lambda:2.02607034441766, diff to last: 0.002"
[1] "Newton iter: 5, lambda:2.02607628738707, diff to last: 0"
[1] "Newton iter: 6, lambda:2.0260762874413, diff to last: 0"
[1] "Final threshold is: 0.134671025460977"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.84115492761252"
[1] "Starting iterative with newton 0.84115492761252"
[1] "Starting newton at: 1.0717027022827"
[1] "Newton iter: 1, lambda:1.090736215286, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.0910508305367, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09105091550753, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09105091550754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09105091550753"
[1] "Starting iterative with newton 1.09105091550753"
[1] "Starting newton at: 1.04872623447681"
[1] "Newton iter: 1, lambda:1.19544496124756, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.2171242770155, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.21756611661867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21756629740372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21756629740375, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21756629740372"
[1] "Starting iterative with newton 1.21756629740372"
[1] "Starting newton at: 1.46279094345141"
[1] "Newton iter: 1, lambda:1.23915537169767, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.27816407889855, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.27966681092429, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2796689802772, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27966898028171, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2796689802772"
[1] "Starting iterative with newton 1.2796689802772"
[1] "Starting newton at: 1.46113023809773"
[1] "Newton iter: 1, lambda:1.28267516928725, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.30902250819485, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.30971401847112, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30971448548442, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30971448548464, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30971448548442"
[1] "Starting iterative with newton 1.30971448548442"
[1] "Starting newton at: 1.46709424908652"
[1] "Newton iter: 1, lambda:1.30011624306808, diff to last: 0.167"
[1] "Newton iter: 2, lambda:1.32360331367007, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.32415629432668, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32415659538964, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32415659538973, diff to last: 0"
[1] "Final threshold is: 0.0880152083499504"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.44227484747305"
[1] "Newton iter: 1, lambda:1.40987370047994, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.41110657803298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.41110842331867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4111084233228, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41110842331867"
[1] "Starting iterative with newton 1.41110842331867"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.292826326664564"
threshold is:
[{'ad': 0.0028322902072529478, 'da': 0.006720383229826554, 'dd': 0.0094798524165422}, {'ad': 0.00922775300921812, 'da': 0.013147595914449993, 'dd': 0.018056705114533163}, {'ad': 0.023633542035790746, 'da': 0.027761467414239942, 'dd': 0.039851858994715446}, {'ad': 0.050941275162042984, 'da': 0.048939952537953024, 'dd': 0.07234518842569916}, {'ad': 0.13467102546097728, 'da': 0.0880152083499504, 'dd': 0.29282632666456393}]
Number of points in noise estimation: 128
Estimated noise: 0.0664688818953858
0.0664688818953858
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.925196336162"
[1] "Starting iterative with newton 19.925196336162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.76996080411937"
[1] "Starting iterative with newton 9.76996080411937"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.28936519186173"
[1] "Starting iterative with newton 5.28936519186173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.9112120462956"
[1] "Starting iterative with newton 4.9112120462956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49509577276303"
[1] "Starting iterative with newton 3.49509577276303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41548649554304"
[1] "Starting iterative with newton 2.41548649554304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02476268577166"
[1] "Starting iterative with newton 2.02476268577166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7773234141207"
[1] "Starting iterative with newton 1.7773234141207"
[1] "Starting newton at: 2.01841049086369"
[1] "Newton iter: 1, lambda:1.54625482782026, diff to last: 0.472"
[1] "Newton iter: 2, lambda:1.48449037022402, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.48143833448007, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.48143038427251, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48143038421842, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48143038421842"
[1] "Starting iterative with newton 1.48143038421842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38731518942649"
[1] "Starting iterative with newton 1.38731518942649"
[1] "Starting newton at: 1.55970724494501"
[1] "Newton iter: 1, lambda:1.27262633431379, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.20428113715863, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.19828470898219, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.19823664849035, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19823664539809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19823664539809"
[1] "Starting iterative with newton 1.19823664539809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1825934769908"
[1] "Starting iterative with newton 1.1825934769908"
[1] "Starting newton at: 1.34850134918085"
[1] "Newton iter: 1, lambda:1.15057130099578, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.10393435057862, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.1006413103704, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.10062462102783, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10062462059905, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10062462059905"
[1] "Starting iterative with newton 1.10062462059905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1257581821305"
[1] "Starting iterative with newton 1.1257581821305"
[1] "Starting newton at: 1.33615360674291"
[1] "Newton iter: 1, lambda:1.19285532356501, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.16828339524798, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.16745268214375, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16745172469887, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1674517246976, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1674517246976"
[1] "Starting iterative with newton 1.1674517246976"
[1] "Starting newton at: 1.36888607389775"
[1] "Newton iter: 1, lambda:1.23468016304797, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.21477003086497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.21426824506496, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.21426792348004, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21426792347991, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21426792348004"
[1] "Starting iterative with newton 1.21426792348004"
[1] "Starting newton at: 1.40007144563818"
[1] "Newton iter: 1, lambda:1.27849033850364, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.2634075473071, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.26314377107647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26314368970283, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26314368970282, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26314368970282"
[1] "Starting iterative with newton 1.26314368970282"
[1] "Starting newton at: 1.44995838220318"
[1] "Newton iter: 1, lambda:1.33029207096068, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.31723852796901, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.31705986099983, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31705982720896, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31705982720896, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31705982720896"
[1] "Starting iterative with newton 1.31705982720896"
[1] "Starting newton at: 1.49641774223407"
[1] "Newton iter: 1, lambda:1.37378378776207, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.36143190730593, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.36128498875229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36128496774348, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36128496774348, diff to last: 0"
[1] "Final threshold is: 0.0904830897469056"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.967828862724363"
[1] "Starting iterative with newton 0.967828862724363"
[1] "Starting newton at: 1.10196350027262"
[1] "Newton iter: 1, lambda:1.08730478378252, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.08697253244137, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08697236131753, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08697236131748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08697236131748"
[1] "Starting iterative with newton 1.08697236131748"
[1] "Starting newton at: 1.36934396960023"
[1] "Newton iter: 1, lambda:1.29776424346215, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.29281407070095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.29278843780292, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29278843711283, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29278843780292"
[1] "Starting iterative with newton 1.29278843780292"
[1] "Starting newton at: 1.58920730926635"
[1] "Newton iter: 1, lambda:1.55570061322845, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.55510665007428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.55510644934267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55510644934265, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55510644934267"
[1] "Starting iterative with newton 1.55510644934267"
[1] "Starting newton at: 1.83738582086242"
[1] "Newton iter: 1, lambda:1.7634181780138, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.76234273413598, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76234240793218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76234240793215, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76234240793215"
[1] "Starting iterative with newton 1.76234240793215"
[1] "Starting newton at: 1.89973125103655"
[1] "Newton iter: 1, lambda:1.90968264810685, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.9096694316599, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90966943163845, diff to last: 0"
[1] "Final threshold is: 0.126933591910805"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.771275881858069"
[1] "Starting iterative with newton 0.771275881858069"
[1] "Starting newton at: 1.44389764709427"
[1] "Newton iter: 1, lambda:1.37958104679494, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.37651430283972, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.37650655876338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37650655871379, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37650655876338"
[1] "Starting iterative with newton 1.37650655876338"
[1] "Starting newton at: 2.0534402057377"
[1] "Newton iter: 1, lambda:2.006373014082, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.00685276860246, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00685280710344, diff to last: 0"
[1] "Newton iter: 4, lambda:2.00685280710344, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.00685280710344"
[1] "Starting iterative with newton 2.00685280710344"
[1] "Starting newton at: 2.31672791391649"
[1] "Newton iter: 1, lambda:2.35603824793698, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.35670505002693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35670525413138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35670525413139, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35670525413139"
[1] "Starting iterative with newton 2.35670525413139"
[1] "Starting newton at: 2.51572426224104"
[1] "Newton iter: 1, lambda:2.54832751616906, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.54891428313404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54891447804309, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54891447804311, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54891447804311"
[1] "Starting iterative with newton 2.54891447804311"
[1] "Starting newton at: 2.63848713607998"
[1] "Newton iter: 1, lambda:2.66601661896985, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.66648031361493, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66648044672338, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66648044672339, diff to last: 0"
[1] "Final threshold is: 0.177237973889612"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.84115492761252"
[1] "Starting iterative with newton 0.84115492761252"
[1] "Starting newton at: 1.25067623424766"
[1] "Newton iter: 1, lambda:1.22369885822277, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.22285272655017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22285187768147, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22285187768061, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22285187768147"
[1] "Starting iterative with newton 1.22285187768147"
[1] "Starting newton at: 1.61491213720265"
[1] "Newton iter: 1, lambda:1.70233884211246, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.69924522189529, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.69924234458057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69924234457805, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69924234458057"
[1] "Starting iterative with newton 1.69924234458057"
[1] "Starting newton at: 2.09335502217499"
[1] "Newton iter: 1, lambda:2.03649738963028, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.03693041628033, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03693043114036, diff to last: 0"
[1] "Newton iter: 4, lambda:2.03693043114036, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.03693043114036"
[1] "Starting iterative with newton 2.03693043114036"
[1] "Starting newton at: 2.29482297482958"
[1] "Newton iter: 1, lambda:2.22567517296416, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.22697024663231, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22697061497273, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22697061497276, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22697061497276"
[1] "Starting iterative with newton 2.22697061497276"
[1] "Starting newton at: 2.35751669495719"
[1] "Newton iter: 1, lambda:2.32566754603097, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.32596988256003, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32596990790655, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32596990790655, diff to last: 0"
[1] "Final threshold is: 0.154604619100862"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0664688818953858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.68569842676461"
[1] "Newton iter: 1, lambda:1.90613272533527, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.89741292047287, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.89741991904913, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89741991905314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.89741991904913"
[1] "Starting iterative with newton 1.89741991904913"
[1] "Starting newton at: 2.55031541815764"
[1] "Newton iter: 1, lambda:2.61542096939953, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.61901128901603, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.61902241194786, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61902241205465, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.61902241205465"
[1] "Starting iterative with newton 2.61902241205465"
[1] "Starting newton at: 3.06712726819678"
[1] "Newton iter: 1, lambda:2.99465709451366, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.99970692628711, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.9997326115354, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99973261219832, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.9997326115354"
[1] "Starting iterative with newton 2.9997326115354"
[1] "Starting newton at: 3.2526368567123"
[1] "Newton iter: 1, lambda:3.20336224102326, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.20581848191985, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.20582484535132, diff to last: 0"
[1] "Newton iter: 4, lambda:3.20582484539395, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.20582484539395"
[1] "Starting iterative with newton 3.20582484539395"
[1] "Starting newton at: 3.29138435126292"
[1] "Newton iter: 1, lambda:3.30110185259415, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.30120393234977, diff to last: 0"
[1] "Newton iter: 3, lambda:3.30120394352239, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30120394352239, diff to last: 0"
[1] "Final threshold is: 0.219427335034571"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09048308974690555, 'dd': 0.12693359191080475}, {'ad': 0.1772379738896116, 'da': 0.1546046191008621, 'dd': 0.21942733503457135}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402634868388731. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02516734220844577
0.02516734220844577
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.6239724100177"
[1] "Starting iterative with newton 52.6239724100177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.8032161454709"
[1] "Starting iterative with newton 25.8032161454709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.9696193315732"
[1] "Starting iterative with newton 13.9696193315732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9708878579507"
[1] "Starting iterative with newton 12.9708878579507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.23081611910879"
[1] "Starting iterative with newton 9.23081611910879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.37948517814766"
[1] "Starting iterative with newton 6.37948517814766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.34755361579565"
[1] "Starting iterative with newton 5.34755361579565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.69404751302853"
[1] "Starting iterative with newton 4.69404751302853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66400586577309"
[1] "Starting iterative with newton 3.66400586577309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.12332011466734"
[1] "Starting iterative with newton 3.12332011466734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97321373989524"
[1] "Starting iterative with newton 2.97321373989524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55611028922168"
[1] "Starting iterative with newton 2.55611028922168"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.03699878498809"
[1] "Starting iterative with newton 2.03699878498809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22155470673561"
[1] "Starting iterative with newton 2.22155470673561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7813791847431"
[1] "Starting iterative with newton 1.7813791847431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.402634868388731. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02516734220844577
0.02516734220844577
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396866782333538, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397263161116609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397263161511966, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0397263161116609"
[1] "Starting iterative with newton 0.0397263161116609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340052447071297, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340285672140269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340285672249918, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0340285672140269"
[1] "Starting iterative with newton 0.0340285672140269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339392313566136, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339624898626646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339624898735818, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0339624898626646"
[1] "Starting iterative with newton 0.0339624898626646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339384629107375, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339617206702271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339617206811437, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0339617206702271"
[1] "Starting iterative with newton 0.0339617206702271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339384539650344, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339617117158328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339617117267495, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000854726021011689"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114272904806979, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.1153515714306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115351667321115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115351667321116, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115351667321115"
[1] "Starting iterative with newton 0.115351667321115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351542554576673, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351990052224473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351990052949531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0351990052949531"
[1] "Starting iterative with newton 0.0351990052949531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325687684615766, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0326062361706179, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0326062362202013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0326062361706179"
[1] "Starting iterative with newton 0.0326062361706179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324855903461092, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325228354016111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325228354505656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0325228354016111"
[1] "Starting iterative with newton 0.0325228354016111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324829153872788, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325201532942713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325201533432056, diff to last: 0"
[1] "Final threshold is: 0.00081844582662804"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153891682227855, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156052039561906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156052462845182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156052462845198, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156052462845182"
[1] "Starting iterative with newton 0.156052462845182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640108312043129, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0642554429077043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642554464783886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0642554429077043"
[1] "Starting iterative with newton 0.0642554429077043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596309813839734, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598375950831165, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598375975628416, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0598375975628416"
[1] "Starting iterative with newton 0.0598375975628416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594189962916153, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.059623867197445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596238696322396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0596238696322396"
[1] "Starting iterative with newton 0.0596238696322396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0594087389987658, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0596135257962666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0596135282289039, diff to last: 0"
[1] "Final threshold is: 0.00150031400396665"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.13521393965038"
[1] "Newton iter: 1, lambda:0.18134007481017, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.18157556245952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.181575568576631, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.181575568576631"
[1] "Starting iterative with newton 0.181575568576631"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0501179649466474, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0502396281484493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502396288654851, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0502396281484493"
[1] "Starting iterative with newton 0.0502396281484493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0456329074619211, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0457277857537121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457277861639207, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0457277857537121"
[1] "Starting iterative with newton 0.0457277857537121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454801997498213, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455742431627431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455742435649052, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0455742435649052"
[1] "Starting iterative with newton 0.0455742435649052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454750039222622, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.045569019016861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455690194187517, diff to last: 0"
[1] "Final threshold is: 0.00114685109570051"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.290841772604139"
[1] "Newton iter: 1, lambda:0.235502844289096, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.235954863853198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235954894189639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235954894189639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.235954894189639"
[1] "Starting iterative with newton 0.235954894189639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0809384201249806, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0814266463171699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0814266640701929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.081426664070193, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0814266640701929"
[1] "Starting iterative with newton 0.0814266640701929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0719700054105401, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0723383517023326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0723383613471297, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0723383613471297"
[1] "Starting iterative with newton 0.0723383613471297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714422015405282, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718040946646745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718041039471682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718040946646745"
[1] "Starting iterative with newton 0.0718040946646745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714111830670396, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0717726989566783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0717727082182223, diff to last: 0"
[1] "Final threshold is: 0.00180632830895493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.426103430893196"
[1] "Newton iter: 1, lambda:0.296256257156352, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.299496015013883, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.299498066021671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299498066022493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299498066021671"
[1] "Starting iterative with newton 0.299498066021671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113179978191927, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114433214383437, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1144333678013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114433367801302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1144333678013"
[1] "Starting iterative with newton 0.1144333678013"
[1] "Starting newton at: 0.186891366882058"
[1] "Newton iter: 1, lambda:0.101456607672312, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.102129135037724, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102129176798923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102129176798923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102129176798923"
[1] "Starting iterative with newton 0.102129176798923"
[1] "Starting newton at: 0.189669709792619"
[1] "Newton iter: 1, lambda:0.100582465388203, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.101310750484608, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101310799260972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101310799260972, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101310799260972"
[1] "Starting iterative with newton 0.101310799260972"
[1] "Starting newton at: 0.19048808733057"
[1] "Newton iter: 1, lambda:0.10051365627104, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.101256302151346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101256352856666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101256352856666, diff to last: 0"
[1] "Final threshold is: 0.00254835328312285"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.305395755671681"
[1] "Newton iter: 1, lambda:0.412487131015389, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.415482051815309, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.415484353482152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41548435348351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.415484353482152"
[1] "Starting iterative with newton 0.415484353482152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138773582714204, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141158433424285, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141159137387889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14115913738795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141159137387889"
[1] "Starting iterative with newton 0.141159137387889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11713788594799, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118662276531587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118662534722645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118662534722653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118662534722645"
[1] "Starting iterative with newton 0.118662534722645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115357453876469, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116822374088982, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116822610360714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11682261036072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11682261036072"
[1] "Starting iterative with newton 0.11682261036072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115211709964539, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.11667183437606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116672068927775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116672068927781, diff to last: 0"
[1] "Final threshold is: 0.00293632588487284"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.362263401545706"
[1] "Newton iter: 1, lambda:0.467917214549763, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.471252658081991, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.471255914313958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.47125591431706, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.471255914313958"
[1] "Starting iterative with newton 0.471255914313958"
[1] "Starting newton at: 0.336808840105986"
[1] "Newton iter: 1, lambda:0.166959987532329, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.171074498644967, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.171076931447816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171076931448666, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.171076931448666"
[1] "Starting iterative with newton 0.171076931448666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139411189724015, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141940980501329, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141941812884347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141941812884437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141941812884347"
[1] "Starting iterative with newton 0.141941812884347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136651425390076, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139057545783286, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139058291241814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139058291241885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139058291241814"
[1] "Starting iterative with newton 0.139058291241814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136377640578395, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138771716345176, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138772453621848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138772453621917, diff to last: 0"
[1] "Final threshold is: 0.00349253382940671"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.66400586577309"
[1] "Starting iterative with newton 3.66400586577309"
[1] "Starting newton at: 0.562617634856394"
[1] "Newton iter: 1, lambda:0.600978773718615, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.601541916687739, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.601542036732097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601542036732102, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601542036732102"
[1] "Starting iterative with newton 0.601542036732102"
[1] "Starting newton at: 0.39384909845833"
[1] "Newton iter: 1, lambda:0.216925840873163, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.222775040584024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.222781512007658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222781512015577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.222781512007658"
[1] "Starting iterative with newton 0.222781512007658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170018953313473, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.174807957497777, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.174811754715445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174811754717832, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.174811754717832"
[1] "Starting iterative with newton 0.174811754717832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164392317850174, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168786169007179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168789306593071, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168789306594671, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.168789306593071"
[1] "Starting iterative with newton 0.168789306593071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163685906745457, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168031669616473, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168034731650657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168034731652177, diff to last: 0"
[1] "Final threshold is: 0.00422898759435643"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.12332011466734"
[1] "Starting iterative with newton 3.12332011466734"
[1] "Starting newton at: 0.613891943672551"
[1] "Newton iter: 1, lambda:0.627886279738673, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.62796646632464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627966468946107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627966468946107"
[1] "Starting iterative with newton 0.627966468946107"
[1] "Starting newton at: 0.399330082170064"
[1] "Newton iter: 1, lambda:0.262823881134851, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.266914633125144, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.266918347675405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266918347678467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.266918347675405"
[1] "Starting iterative with newton 0.266918347675405"
[1] "Starting newton at: 0.366734872790633"
[1] "Newton iter: 1, lambda:0.211408677906126, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.216082081139128, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.216086345079196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216086345082745, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216086345079196"
[1] "Starting iterative with newton 0.216086345079196"
[1] "Starting newton at: 0.347388257900823"
[1] "Newton iter: 1, lambda:0.205116212250521, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.208967764479933, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.208970605119711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208970605121256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.208970605119711"
[1] "Starting iterative with newton 0.208970605119711"
[1] "Starting newton at: 0.342625287571182"
[1] "Newton iter: 1, lambda:0.204342139551294, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.207971982437278, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.207974498564703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207974498565912, diff to last: 0"
[1] "Final threshold is: 0.00523416537600779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.97321373989524"
[1] "Starting iterative with newton 2.97321373989524"
[1] "Starting newton at: 0.668738595896814"
[1] "Newton iter: 1, lambda:0.598559719106941, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.600406448474182, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.600407756458992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600407756459648, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600407756459648"
[1] "Starting iterative with newton 0.600407756459648"
[1] "Starting newton at: 0.336997948485546"
[1] "Newton iter: 1, lambda:0.281289262291072, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.281997480483847, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.281997595485039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.281997595485042, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.281997595485039"
[1] "Starting iterative with newton 0.281997595485039"
[1] "Starting newton at: 0.300570182891676"
[1] "Newton iter: 1, lambda:0.234920578446753, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.23580862356425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235808786660614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235808786660619, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235808786660614"
[1] "Starting iterative with newton 0.235808786660614"
[1] "Starting newton at: 0.293886713202415"
[1] "Newton iter: 1, lambda:0.228174755051366, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.229050613620743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229050769755751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229050769755756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.229050769755751"
[1] "Starting iterative with newton 0.229050769755751"
[1] "Starting newton at: 0.287809672088"
[1] "Newton iter: 1, lambda:0.227319087821787, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.228059795235407, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228059906638818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22805990663882, diff to last: 0"
[1] "Final threshold is: 0.00573966171440538"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.55611028922168"
[1] "Starting iterative with newton 2.55611028922168"
[1] "Starting newton at: 0.544838567484691"
[1] "Newton iter: 1, lambda:0.661544909366229, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.667809931690108, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.667827440370719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66782744050719, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.66782744050719"
[1] "Starting iterative with newton 0.66782744050719"
[1] "Starting newton at: 0.339913148495875"
[1] "Newton iter: 1, lambda:0.328800956188159, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.328835087271322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32883508759363, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.328835087271322"
[1] "Starting iterative with newton 0.328835087271322"
[1] "Starting newton at: 0.360770498167477"
[1] "Newton iter: 1, lambda:0.265918950017804, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.268102895217051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.268104060067973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268104060068305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.268104060067973"
[1] "Starting iterative with newton 0.268104060067973"
[1] "Starting newton at: 0.361230047184101"
[1] "Newton iter: 1, lambda:0.254659095646268, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.257350057239966, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.257351783757281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257351783757992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.257351783757281"
[1] "Starting iterative with newton 0.257351783757281"
[1] "Starting newton at: 0.360584750229588"
[1] "Newton iter: 1, lambda:0.252704274437175, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.255450008901758, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.25545179869121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255451798691971, diff to last: 0"
[1] "Final threshold is: 0.00642904283544383"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.03699878498809"
[1] "Starting iterative with newton 2.03699878498809"
[1] "Starting newton at: 0.793639934523454"
[1] "Newton iter: 1, lambda:0.739154690533709, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.740668176316007, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.740669369586559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.7406693695873, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.740669369586559"
[1] "Starting iterative with newton 0.740669369586559"
[1] "Starting newton at: 0.307769301274832"
[1] "Newton iter: 1, lambda:0.43293727527104, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.438683480141173, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.438695444919619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438695444971451, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.438695444971451"
[1] "Starting iterative with newton 0.438695444971451"
[1] "Starting newton at: 0.324765114575607"
[1] "Newton iter: 1, lambda:0.368590264357294, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.369216143931375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.369216271110841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369216271110846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.369216271110841"
[1] "Starting iterative with newton 0.369216271110841"
[1] "Starting newton at: 0.315497792514286"
[1] "Newton iter: 1, lambda:0.352953804939799, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.353398530322192, diff to last: 0"
[1] "Newton iter: 3, lambda:0.353398592836539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35339859283654, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.353398592836539"
[1] "Starting iterative with newton 0.353398592836539"
[1] "Starting newton at: 0.3104366793456"
[1] "Newton iter: 1, lambda:0.349329514785136, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.349806063171849, diff to last: 0"
[1] "Newton iter: 3, lambda:0.349806134510204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349806134510205, diff to last: 0"
[1] "Final threshold is: 0.00880369069383191"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22155470673561"
[1] "Starting iterative with newton 2.22155470673561"
[1] "Starting newton at: 0.554737247440096"
[1] "Newton iter: 1, lambda:0.683241562267258, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.69133332449513, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.691364344893652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691364345348314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691364344893652"
[1] "Starting iterative with newton 0.691364344893652"
[1] "Starting newton at: 0.298426699020845"
[1] "Newton iter: 1, lambda:0.38721882767225, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.38974216942905, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.389744190569847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389744190571143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.389744190569847"
[1] "Starting iterative with newton 0.389744190569847"
[1] "Starting newton at: 0.319375151020558"
[1] "Newton iter: 1, lambda:0.328969524296364, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.328995928302777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.328995928502598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.328995928302777"
[1] "Starting iterative with newton 0.328995928302777"
[1] "Starting newton at: 0.328889466407379"
[1] "Newton iter: 1, lambda:0.316665624677854, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.316707490177862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316707490669414, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.316707490669414"
[1] "Starting iterative with newton 0.316707490669414"
[1] "Starting newton at: 0.323821088949277"
[1] "Newton iter: 1, lambda:0.314194372327078, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.314220228164656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31422022835131, diff to last: 0"
[1] "Final threshold is: 0.0079080880110358"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0251673422084458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.7813791847431"
[1] "Starting iterative with newton 1.7813791847431"
[1] "Starting newton at: 0.745844375512472"
[1] "Newton iter: 1, lambda:0.788473750531332, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.789545876209174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.789546544176213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789546544176472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789546544176472"
[1] "Starting iterative with newton 0.789546544176472"
[1] "Starting newton at: 0.556987466012302"
[1] "Newton iter: 1, lambda:0.514285709672374, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.515053029709632, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.515053279638582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515053279638609, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.515053279638582"
[1] "Starting iterative with newton 0.515053279638582"
[1] "Starting newton at: 0.573698729131091"
[1] "Newton iter: 1, lambda:0.434108833038546, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.441392308398393, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.441412658002995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.441412658161692, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.441412658002995"
[1] "Starting iterative with newton 0.441412658002995"
[1] "Starting newton at: 0.290829797980316"
[1] "Newton iter: 1, lambda:0.415938665860216, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.421827048558772, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.421839968627485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.421839968689642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421839968689642"
[1] "Starting iterative with newton 0.421839968689642"
[1] "Starting newton at: 0.291876653494512"
[1] "Newton iter: 1, lambda:0.411317927528697, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.416640410339722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.416650883980019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416650884020551, diff to last: 0"
[1] "Final threshold is: 0.0104859953785766"
threshold is:
[{'ad': 0.0008547260210116893, 'da': 0.0008184458266280399, 'dd': 0.0015003140039666501}, {'ad': 0.0011468510957005132, 'da': 0.0018063283089549292, 'dd': 0.0025483532831228526}, {'ad': 0.0029363258848728434, 'da': 0.003492533829406706, 'dd': 0.00422898759435643}, {'ad': 0.0052341653760077855, 'da': 0.0057396617144053795, 'dd': 0.006429042835443829}, {'ad': 0.008803690693831906, 'da': 0.0079080880110358, 'dd': 0.010485995378576583}]
Number of points in noise estimation: 128
Estimated noise: 0.0664688818953858
0.0664688818953858
threshold is:
[{'ad': 0.016208821529778206, 'da': 0.01564507435913519, 'dd': 0.004960615105102234}, {'ad': 0.009739316522320074, 'da': 0.017588065934849694, 'dd': 0.008242490293321705}, {'ad': 0.019187173845220507, 'da': 0.028537750759957667, 'dd': 0.03993016586049812}, {'ad': 0.04085609726781514, 'da': 0.03851047721736089, 'dd': 0.061191030739786566}, {'ad': 0.08420433280320816, 'da': 0.06277003589619945, 'dd': 0.29282632666456393}]
['baboon256', 0.05, 1, 0.002502747453143722, 0.002418918230812639, 0.0022681813001954906, 0.00822454160182909, 0.002931462562644558, 0.0030635813149899127, 0.002148561065580551, 0.002502747453143724, 26.015829719018406, 26.163788122942083, 26.443222343789735, 20.848882982830258, 25.329156477663084, 25.13770587934364, 26.67852298453065, 26.0158297190184]
baboon256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.06583142422368003
0.06583142422368003
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.122566220282334"
[1] "Newton iter: 1, lambda:0.126000705488458, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.126001572861258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.126001572861313, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126001572861313"
[1] "Starting iterative with newton 0.126001572861313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0332160522403644, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0332570925920962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332570926547532, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332570925920962"
[1] "Starting iterative with newton 0.0332570925920962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301762426984717, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030208751221064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0302087512587943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0302087512587943"
[1] "Starting iterative with newton 0.0302087512587943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300777761881512, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301100278710728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301100279081575, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0301100279081575"
[1] "Starting iterative with newton 0.0301100279081575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300745889617298, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301068323510895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301068323881534, diff to last: 0"
[1] "Final threshold is: 0.00198197565253578"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.267155990765687"
[1] "Newton iter: 1, lambda:0.288665429771179, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.288741898811258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288741899774513, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.288741899774513"
[1] "Starting iterative with newton 0.288741899774513"
[1] "Starting newton at: 0.151656647340479"
[1] "Newton iter: 1, lambda:0.131364671188889, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.131409599069953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.131409599290319, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131409599069953"
[1] "Starting iterative with newton 0.131409599069953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117222983225496, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118665958630593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118666176997303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118666176997308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118666176997308"
[1] "Starting iterative with newton 0.118666176997308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11618510808618, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117597986600221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11759819527111, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117598195271115, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11759819527111"
[1] "Starting iterative with newton 0.11759819527111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11609791800549, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117508287093426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117508494966825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11750849496683, diff to last: 0"
[1] "Final threshold is: 0.00773575158204755"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.488599589617638"
[1] "Newton iter: 1, lambda:0.378715330443188, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.381620966939362, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.381623034208116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381623034209162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.381623034208116"
[1] "Starting iterative with newton 0.381623034208116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165269983368201, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169140740393015, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16914285777439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169142857775023, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.16914285777439"
[1] "Starting iterative with newton 0.16914285777439"
[1] "Starting newton at: 0.133345303899058"
[1] "Newton iter: 1, lambda:0.148047108264963, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.148075861830016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.148075861939958, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.148075861830016"
[1] "Starting iterative with newton 0.148075861830016"
[1] "Starting newton at: 0.154412299843432"
[1] "Newton iter: 1, lambda:0.145938536399396, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.145948022350897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145948022362788, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145948022362788"
[1] "Starting iterative with newton 0.145948022362788"
[1] "Starting newton at: 0.156540139310659"
[1] "Newton iter: 1, lambda:0.145717251504706, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.145732714947291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145732714978868, diff to last: 0"
[1] "Final threshold is: 0.00959379218096377"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.304722514489353"
[1] "Newton iter: 1, lambda:0.44471118356584, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.450584856802353, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.450594975659777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450594975689773, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.450594975659777"
[1] "Starting iterative with newton 0.450594975659777"
[1] "Starting newton at: 0.294117028142893"
[1] "Newton iter: 1, lambda:0.16005374823158, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.162583603088195, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.162584507130304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16258450713042, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162584507130304"
[1] "Starting iterative with newton 0.162584507130304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133403614361297, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135652078084448, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135652716875225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135652716875277, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135652716875225"
[1] "Starting iterative with newton 0.135652716875225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130990938545454, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133135594785357, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133136169755094, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133136169755135, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.133136169755094"
[1] "Starting iterative with newton 0.133136169755094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130765450310724, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132900573477003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132901142773926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132901142773966, diff to last: 0"
[1] "Final threshold is: 0.00874907150976217"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.521050979832377"
[1] "Newton iter: 1, lambda:0.564756860063788, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.565417238602491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.565417387505139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565417387505146, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565417387505139"
[1] "Starting iterative with newton 0.565417387505139"
[1] "Starting newton at: 0.306894382694536"
[1] "Newton iter: 1, lambda:0.232028974495106, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.233137920756446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.233138165112341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233138165112353, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.233138165112341"
[1] "Starting iterative with newton 0.233138165112341"
[1] "Starting newton at: 0.270074438044211"
[1] "Newton iter: 1, lambda:0.188129308856864, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.189309082739722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189309327891464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189309327891475, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189309327891464"
[1] "Starting iterative with newton 0.189309327891464"
[1] "Starting newton at: 0.313903275265088"
[1] "Newton iter: 1, lambda:0.180406884085571, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.183480316897997, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.183481952938985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183481952939448, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183481952939448"
[1] "Starting iterative with newton 0.183481952939448"
[1] "Starting newton at: 0.319730650217104"
[1] "Newton iter: 1, lambda:0.179313015210832, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.18270491748556, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.182706905668264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182706905668947, diff to last: 0"
[1] "Final threshold is: 0.0120278558156883"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.33981852806849"
[1] "Starting iterative with newton 2.33981852806849"
[1] "Starting newton at: 0.863266733022177"
[1] "Newton iter: 1, lambda:0.661018828837733, diff to last: 0.202"
[1] "Newton iter: 2, lambda:0.678631933928907, diff to last: 0.018"
[1] "Newton iter: 3, lambda:0.678777102887227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.678777112694856, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678777102887227"
[1] "Starting iterative with newton 0.678777102887227"
[1] "Starting newton at: 0.446289321347265"
[1] "Newton iter: 1, lambda:0.368655062985414, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.370447782462932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370448748214504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370448748214784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370448748214504"
[1] "Starting iterative with newton 0.370448748214504"
[1] "Starting newton at: 0.330344475306903"
[1] "Newton iter: 1, lambda:0.311344056589193, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.311441868176266, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311441870772271, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311441870772271"
[1] "Starting iterative with newton 0.311441870772271"
[1] "Starting newton at: 0.303889418715167"
[1] "Newton iter: 1, lambda:0.300024303865203, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.30002827366421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300028273668399, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.30002827366421"
[1] "Starting iterative with newton 0.30002827366421"
[1] "Starting newton at: 0.276828936915664"
[1] "Newton iter: 1, lambda:0.297702620722704, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.297818121548383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297818125080053, diff to last: 0"
[1] "Final threshold is: 0.0196057911011511"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.12357920551638"
[1] "Starting iterative with newton 2.12357920551638"
[1] "Starting newton at: 0.706646381539331"
[1] "Newton iter: 1, lambda:0.704324003099128, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.704326565393229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.704326565396351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.704326565393229"
[1] "Starting iterative with newton 0.704326565393229"
[1] "Starting newton at: 0.562427982312634"
[1] "Newton iter: 1, lambda:0.408142072306967, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.415953915878268, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.415974525179992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415974525323282, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.415974525179992"
[1] "Starting iterative with newton 0.415974525179992"
[1] "Starting newton at: 0.276922398395029"
[1] "Newton iter: 1, lambda:0.352746670295771, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.354519388772296, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354520352160082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354520352160366, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.354520352160082"
[1] "Starting iterative with newton 0.354520352160082"
[1] "Starting newton at: 0.253121360760227"
[1] "Newton iter: 1, lambda:0.339197073083673, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.341431696409658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341433194029281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341433194029953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.341433194029281"
[1] "Starting iterative with newton 0.341433194029281"
[1] "Starting newton at: 0.246079911625193"
[1] "Newton iter: 1, lambda:0.336204971664294, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.338643283363697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.338645058026089, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338645058027028, diff to last: 0"
[1] "Final threshold is: 0.0222934864761682"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.81916409419845"
[1] "Starting iterative with newton 1.81916409419845"
[1] "Starting newton at: 0.65589092771838"
[1] "Newton iter: 1, lambda:0.711633077019278, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.713162578637646, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.713163710277343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713163710277962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713163710277343"
[1] "Starting iterative with newton 0.713163710277343"
[1] "Starting newton at: 0.526596100563143"
[1] "Newton iter: 1, lambda:0.470958566373532, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.47211383174809, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.472114335702151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472114335702247, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472114335702151"
[1] "Starting iterative with newton 0.472114335702151"
[1] "Starting newton at: 0.287841928467795"
[1] "Newton iter: 1, lambda:0.407713086571178, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.412836091786195, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.412845335962186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412845335992263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.412845335962186"
[1] "Starting iterative with newton 0.412845335962186"
[1] "Starting newton at: 0.281185612504273"
[1] "Newton iter: 1, lambda:0.393731047461565, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.398154593106183, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.398161354367453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39816135438324, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39816135438324"
[1] "Starting iterative with newton 0.39816135438324"
[1] "Starting newton at: 0.293984624967727"
[1] "Newton iter: 1, lambda:0.391236308982276, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.39451912433969, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.394522829517174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394522829521892, diff to last: 0"
[1] "Final threshold is: 0.0259719997558717"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.43963842499604"
[1] "Starting iterative with newton 1.43963842499604"
[1] "Starting newton at: 0.877331823888876"
[1] "Newton iter: 1, lambda:0.863360253220135, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.863485138415412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.863485148458812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863485148458812, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863485148458812"
[1] "Starting iterative with newton 0.863485148458812"
[1] "Starting newton at: 0.669628233665846"
[1] "Newton iter: 1, lambda:0.667550437358242, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.667552775249666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.667552775252628, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.667552775249666"
[1] "Starting iterative with newton 0.667552775249666"
[1] "Starting newton at: 0.690002734527174"
[1] "Newton iter: 1, lambda:0.597408146097381, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.601623474035185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.601632455150456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601632455191183, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601632455150456"
[1] "Starting iterative with newton 0.601632455150456"
[1] "Starting newton at: 0.685672657858886"
[1] "Newton iter: 1, lambda:0.573574717789138, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.579573096235197, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.579590838476228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579590838631241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.579590838631241"
[1] "Starting iterative with newton 0.579590838631241"
[1] "Starting newton at: 0.682993050658982"
[1] "Newton iter: 1, lambda:0.565710772706675, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.572214806041622, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.572235490581884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572235490790789, diff to last: 0"
[1] "Final threshold is: 0.0376710773363416"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.21393972139064"
[1] "Starting iterative with newton 1.21393972139064"
[1] "Starting newton at: 1.01805675078539"
[1] "Newton iter: 1, lambda:0.917247241147707, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.923965527285486, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.923997200913048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.923997201614719, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.923997200913048"
[1] "Starting iterative with newton 0.923997200913048"
[1] "Starting newton at: 0.77826298657789"
[1] "Newton iter: 1, lambda:0.81186676526724, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.812601664213026, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.812602011212239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.812602011212316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.812602011212239"
[1] "Starting iterative with newton 0.812602011212239"
[1] "Starting newton at: 0.814083663029615"
[1] "Newton iter: 1, lambda:0.767954102422002, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.76924789819975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.769248935607431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769248935608098, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.769248935607431"
[1] "Starting iterative with newton 0.769248935607431"
[1] "Starting newton at: 0.812056108673848"
[1] "Newton iter: 1, lambda:0.750036275876769, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.752326932694026, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.752330138491997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.75233013849827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.75233013849827"
[1] "Starting iterative with newton 0.75233013849827"
[1] "Starting newton at: 0.818297427498577"
[1] "Newton iter: 1, lambda:0.742313568082052, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.745712497444565, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.745719517719565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745719517749477, diff to last: 0"
[1] "Final threshold is: 0.0490917779228747"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.19193048534307"
[1] "Starting iterative with newton 1.19193048534307"
[1] "Starting newton at: 0.832968938163069"
[1] "Newton iter: 1, lambda:0.870080483568928, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.870986558803307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.870987090564653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.870987090564836, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.870987090564836"
[1] "Starting iterative with newton 0.870987090564836"
[1] "Starting newton at: 0.84905684091351"
[1] "Newton iter: 1, lambda:0.75769450639095, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.762442543556411, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.762455889144747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762455889249997, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.762455889144747"
[1] "Starting iterative with newton 0.762455889144747"
[1] "Starting newton at: 0.861747784690602"
[1] "Newton iter: 1, lambda:0.7130251579163, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.724915622985983, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.724996777325189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724996781090499, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.724996777325189"
[1] "Starting iterative with newton 0.724996777325189"
[1] "Starting newton at: 0.57900468772729"
[1] "Newton iter: 1, lambda:0.702950839143344, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.711921551495604, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.71196715708456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.711967158259778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.71196715708456"
[1] "Starting iterative with newton 0.71196715708456"
[1] "Starting newton at: 0.58068385914701"
[1] "Newton iter: 1, lambda:0.699225356507819, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.707385644763286, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.707423216601999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707423217396363, diff to last: 0"
[1] "Final threshold is: 0.0465706779301006"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.943623881390042"
[1] "Starting iterative with newton 0.943623881390042"
[1] "Starting newton at: 0.899991073150229"
[1] "Newton iter: 1, lambda:1.00558992049572, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.01491589905676, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.01498542172955, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01498542557312, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01498542557312"
[1] "Starting iterative with newton 1.01498542557312"
[1] "Starting newton at: 1.17815908208253"
[1] "Newton iter: 1, lambda:1.03217603062924, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.04784386899161, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.04804536369516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04804539672191, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04804539672191, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04804539672191"
[1] "Starting iterative with newton 1.04804539672191"
[1] "Starting newton at: 1.17836367281703"
[1] "Newton iter: 1, lambda:1.05096752242111, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.06317585851465, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.06329922848004, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06329924098796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06329924098796, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06329924098796"
[1] "Starting iterative with newton 1.06329924098796"
[1] "Starting newton at: 1.17058841733414"
[1] "Newton iter: 1, lambda:1.06107114432178, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.07025379210467, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.07032379406807, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07032379811386, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07032379811386"
[1] "Starting iterative with newton 1.07032379811386"
[1] "Starting newton at: 1.16871759267391"
[1] "Newton iter: 1, lambda:1.06525002636113, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.07349904614796, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.07355562784018, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07355563048906, diff to last: 0"
[1] "Final threshold is: 0.0706736959640663"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.782743395169627"
[1] "Starting iterative with newton 0.782743395169627"
[1] "Starting newton at: 1.22241774459133"
[1] "Newton iter: 1, lambda:1.23151620492025, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.23160082139391, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23160082866301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23160082866301"
[1] "Starting iterative with newton 1.23160082866301"
[1] "Starting newton at: 1.71194858818294"
[1] "Newton iter: 1, lambda:1.47637267699388, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.52636878427194, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.52949568886396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.52950740496113, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52950740512511, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52950740496113"
[1] "Starting iterative with newton 1.52950740496113"
[1] "Starting newton at: 1.6964190945362"
[1] "Newton iter: 1, lambda:1.72105086668369, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.7218705625987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7218714468203, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72187144682133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7218714468203"
[1] "Starting iterative with newton 1.7218714468203"
[1] "Starting newton at: 1.70669760915835"
[1] "Newton iter: 1, lambda:1.82280789739348, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.8439511062895, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.84458959416235, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.8445901622395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84459016223995, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84459016223995"
[1] "Starting iterative with newton 1.84459016223995"
[1] "Starting newton at: 1.67902899458317"
[1] "Newton iter: 1, lambda:1.86109068152843, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.91750154051475, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.92241002274755, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.92244497288268, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92244497464353, diff to last: 0"
[1] "Final threshold is: 0.126557290556521"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.852625869211995"
[1] "Starting iterative with newton 0.852625869211995"
[1] "Starting newton at: 1.04809410812744"
[1] "Newton iter: 1, lambda:1.09126351869465, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.09289790654242, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.09290019180676, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09290019181122, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09290019180676"
[1] "Starting iterative with newton 1.09290019180676"
[1] "Starting newton at: 1.0541521282819"
[1] "Newton iter: 1, lambda:1.19310350072581, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.21231313777837, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.21265645813321, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21265656634493, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21265656634494, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21265656634493"
[1] "Starting iterative with newton 1.21265656634493"
[1] "Starting newton at: 1.4619333391145"
[1] "Newton iter: 1, lambda:1.22614304671222, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26862050354621, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.27038684161137, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2703898071704, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27038980717875, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27038980717875"
[1] "Starting iterative with newton 1.27038980717875"
[1] "Starting newton at: 1.4728979898793"
[1] "Newton iter: 1, lambda:1.26099168555808, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.29654733573227, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.29779955165317, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29780106533847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29780106534068, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.29780106533847"
[1] "Starting iterative with newton 1.29780106533847"
[1] "Starting newton at: 1.46840048938787"
[1] "Newton iter: 1, lambda:1.28133258814319, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.30991485290565, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.3107262064894, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31072684649261, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31072684649301, diff to last: 0"
[1] "Final threshold is: 0.0862870150728477"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4651570790564"
[1] "Newton iter: 1, lambda:1.38868986709604, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.3951361592769, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.39518598462297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39518598758228, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39518598758228"
[1] "Starting iterative with newton 1.39518598758228"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.290018029261524"
threshold is:
[{'ad': 0.001981975652535784, 'da': 0.0077357515820475455, 'dd': 0.00959379218096377}, {'ad': 0.008749071509762174, 'da': 0.012027855815688332, 'dd': 0.019605791101151133}, {'ad': 0.022293486476168176, 'da': 0.025971999755871677, 'dd': 0.03767107733634164}, {'ad': 0.049091777922874745, 'da': 0.046570677930100626, 'dd': 0.07067369596406628}, {'ad': 0.12655729055652057, 'da': 0.08628701507284767, 'dd': 0.2900180292615245}]
Number of points in noise estimation: 128
Estimated noise: 0.06583142422368003
0.06583142422368003
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.8576570513165"
[1] "Starting iterative with newton 19.8576570513165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.5163974707901"
[1] "Starting iterative with newton 9.5163974707901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00748673864289"
[1] "Starting iterative with newton 5.00748673864289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.44834350633263"
[1] "Starting iterative with newton 4.44834350633263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35875640273891"
[1] "Starting iterative with newton 3.35875640273891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.33981852806849"
[1] "Starting iterative with newton 2.33981852806849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.12357920551638"
[1] "Starting iterative with newton 2.12357920551638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81916409419845"
[1] "Starting iterative with newton 1.81916409419845"
[1] "Starting newton at: 2.08360564588838"
[1] "Newton iter: 1, lambda:1.56468132419736, diff to last: 0.519"
[1] "Newton iter: 2, lambda:1.50412308924163, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.50129012229561, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.50128350357756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50128350354134, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50128350354134"
[1] "Starting iterative with newton 1.50128350354134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.43963842499604"
[1] "Starting iterative with newton 1.43963842499604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.21393972139064"
[1] "Starting iterative with newton 1.21393972139064"
[1] "Starting newton at: 1.36932012342794"
[1] "Newton iter: 1, lambda:1.14942843344456, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.09334249005522, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.08848353512468, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.08844629051788, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0884462883292, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0884462883292"
[1] "Starting iterative with newton 1.0884462883292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.19193048534307"
[1] "Starting iterative with newton 1.19193048534307"
[1] "Starting newton at: 1.37825990107284"
[1] "Newton iter: 1, lambda:1.19660152565759, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.15943084423463, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.15751273752834, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.15750755464569, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15750755460783, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15750755460783"
[1] "Starting iterative with newton 1.15750755460783"
[1] "Starting newton at: 1.34098855471966"
[1] "Newton iter: 1, lambda:1.15662752867546, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.1150303407286, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.11242811264018, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.11241779840821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11241779824615, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.11241779840821"
[1] "Starting iterative with newton 1.11241779840821"
[1] "Starting newton at: 1.29209170578078"
[1] "Newton iter: 1, lambda:1.0935370406227, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.03944906430113, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.03441241343061, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.03436823343087, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03436823003421, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03436823343087"
[1] "Starting iterative with newton 1.03436823343087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.943623881390042"
[1] "Starting iterative with newton 0.943623881390042"
[1] "Starting newton at: 1.09487485286636"
[1] "Newton iter: 1, lambda:1.10201978822148, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.10194268086758, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10194267189278, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10194268086758"
[1] "Starting iterative with newton 1.10194268086758"
[1] "Starting newton at: 1.38284920893586"
[1] "Newton iter: 1, lambda:1.3352944428005, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.3332331061905, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.33322901420559, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33322901418944, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33322901418944"
[1] "Starting iterative with newton 1.33322901418944"
[1] "Starting newton at: 1.62533012280684"
[1] "Newton iter: 1, lambda:1.59340145925766, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.59292292628518, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59292280999977, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59292280999976, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59292280999976"
[1] "Starting iterative with newton 1.59292280999976"
[1] "Starting newton at: 1.73666850985586"
[1] "Newton iter: 1, lambda:1.79739167019294, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.79626229703623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.79626199404293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79626199404291, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79626199404291"
[1] "Starting iterative with newton 1.79626199404291"
[1] "Starting newton at: 1.92418085638522"
[1] "Newton iter: 1, lambda:1.93309693630007, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.93308864746392, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9330886474574, diff to last: 0"
[1] "Final threshold is: 0.127257978813177"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.782743395169627"
[1] "Starting iterative with newton 0.782743395169627"
[1] "Starting newton at: 1.29327961213451"
[1] "Newton iter: 1, lambda:1.32819046521224, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.32704048412606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32703928104332, diff to last: 0"
[1] "Newton iter: 4, lambda:1.327039281042, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32703928104332"
[1] "Starting iterative with newton 1.32703928104332"
[1] "Starting newton at: 1.96425213681591"
[1] "Newton iter: 1, lambda:1.95434786076027, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.95435954468034, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95435954469508, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95435954469508"
[1] "Starting iterative with newton 1.95435954469508"
[1] "Starting newton at: 2.40794432948858"
[1] "Newton iter: 1, lambda:2.34333478159003, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.34532726890201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.34532901345549, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34532901345683, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34532901345549"
[1] "Starting iterative with newton 2.34532901345549"
[1] "Starting newton at: 2.54733451497314"
[1] "Newton iter: 1, lambda:2.55190666208801, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.55191807995722, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55191808002866, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55191807995722"
[1] "Starting iterative with newton 2.55191807995722"
[1] "Starting newton at: 2.63577759449666"
[1] "Newton iter: 1, lambda:2.65214009900698, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.65229677171515, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65229678618895, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65229678618895, diff to last: 0"
[1] "Final threshold is: 0.174604474898708"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.852625869211995"
[1] "Starting iterative with newton 0.852625869211995"
[1] "Starting newton at: 1.26384375177285"
[1] "Newton iter: 1, lambda:1.22173782016905, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.21969692205967, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21969196411723, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21969196408794, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21969196408794"
[1] "Starting iterative with newton 1.21969196408794"
[1] "Starting newton at: 1.60481250117436"
[1] "Newton iter: 1, lambda:1.69672639648434, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.69318426481047, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.69318036405362, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69318036404882, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69318036404882"
[1] "Starting iterative with newton 1.69318036404882"
[1] "Starting newton at: 2.09940692995436"
[1] "Newton iter: 1, lambda:2.04033510554284, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.04080216309344, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04080218005967, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04080218005967, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.04080218005967"
[1] "Starting iterative with newton 2.04080218005967"
[1] "Starting newton at: 2.28669801921747"
[1] "Newton iter: 1, lambda:2.22674404108319, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.22767401495459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22767420018457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22767420018457, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22767420018457"
[1] "Starting iterative with newton 2.22767420018457"
[1] "Starting newton at: 2.33997585967194"
[1] "Newton iter: 1, lambda:2.32582743514339, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.3258834131323, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32588341397921, diff to last: 0"
[1] "Final threshold is: 0.153116217664733"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.06583142422368"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.7066482459057"
[1] "Newton iter: 1, lambda:1.89331556551108, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.88696102373303, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.88696270886654, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88696270886664, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88696270886654"
[1] "Starting iterative with newton 1.88696270886654"
[1] "Starting newton at: 2.55063902647026"
[1] "Newton iter: 1, lambda:2.59033363187287, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.59160250265996, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59160381509143, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59160381509284, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.59160381509284"
[1] "Starting iterative with newton 2.59160381509284"
[1] "Starting newton at: 2.93482530522326"
[1] "Newton iter: 1, lambda:2.94740684469991, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.94755842195176, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94755844385779, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94755844385779, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.94755844385779"
[1] "Starting iterative with newton 2.94755844385779"
[1] "Starting newton at: 3.11080667388428"
[1] "Newton iter: 1, lambda:3.1380288972559, diff to last: 0.027"
[1] "Newton iter: 2, lambda:3.13879258876937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.13879318042023, diff to last: 0"
[1] "Newton iter: 4, lambda:3.13879318042059, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.13879318042023"
[1] "Starting iterative with newton 3.13879318042023"
[1] "Starting newton at: 3.19456184452205"
[1] "Newton iter: 1, lambda:3.22442233279753, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.22536723055667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.22536815747631, diff to last: 0"
[1] "Newton iter: 4, lambda:3.22536815747721, diff to last: 0"
[1] "Final threshold is: 0.212330579452372"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.12725797881317705}, {'ad': 0.17460447489870778, 'da': 0.1531162176647333, 'dd': 0.21233057945237244}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.40733514245681. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0248342240256108
0.0248342240256108
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.6393675149839"
[1] "Starting iterative with newton 52.6393675149839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.2263971821576"
[1] "Starting iterative with newton 25.2263971821576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.2740198947265"
[1] "Starting iterative with newton 13.2740198947265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.7918235800739"
[1] "Starting iterative with newton 11.7918235800739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.90350821449789"
[1] "Starting iterative with newton 8.90350821449789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.20247228054532"
[1] "Starting iterative with newton 6.20247228054532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.62925756837678"
[1] "Starting iterative with newton 5.62925756837678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82230341057412"
[1] "Starting iterative with newton 4.82230341057412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.81624357527288"
[1] "Starting iterative with newton 3.81624357527288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.21795360702348"
[1] "Starting iterative with newton 3.21795360702348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.15961075912162"
[1] "Starting iterative with newton 3.15961075912162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.50139098283565"
[1] "Starting iterative with newton 2.50139098283565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.07492339815228"
[1] "Starting iterative with newton 2.07492339815228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26017028928683"
[1] "Starting iterative with newton 2.26017028928683"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78796087342577"
[1] "Starting iterative with newton 1.78796087342577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.40733514245681. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0248342240256108
0.0248342240256108
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0411455164063743, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0411885570326841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0411885570797607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0411885570326841"
[1] "Starting iterative with newton 0.0411885570326841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00240857730708007, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0024086201263813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00240862012638131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0024086201263813"
[1] "Starting iterative with newton 0.0024086201263813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00220529958722441, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00220533335511552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00220533335511553, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00220533335511552"
[1] "Starting iterative with newton 0.00220533335511552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00220427215521918, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00220430588069253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00220430588069253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00220430588069253"
[1] "Starting iterative with newton 0.00220430588069253"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00220426696325344, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00220430068851251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00220430068851252, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.47420971183279e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137245807805271, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.138780545709991, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138780736560223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138780736560226, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.138780736560223"
[1] "Starting iterative with newton 0.138780736560223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405379506884997, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0406170926563476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0406170929579828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0406170926563476"
[1] "Starting iterative with newton 0.0406170926563476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363297567112644, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363906140154557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363906141862292, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0363906140154557"
[1] "Starting iterative with newton 0.0363906140154557"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0361524458415342, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362125901092502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362125902757124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0362125901092502"
[1] "Starting iterative with newton 0.0362125901092502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0361449849071794, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362050992725712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362050994388539, diff to last: 0"
[1] "Final threshold is: 0.000899125546204512"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162110517127505, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165000799331091, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165001711552172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165001711552263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165001711552172"
[1] "Starting iterative with newton 0.165001711552172"
[1] "Starting newton at: 0.105262325769107"
[1] "Newton iter: 1, lambda:0.054802312562844, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0549374967815342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549374977515017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549374977515017"
[1] "Starting iterative with newton 0.0549374977515017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0505265385982332, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0506552387615171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0506552395967085, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0506552387615171"
[1] "Starting iterative with newton 0.0506552387615171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503606710957661, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504882722643784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504882730837275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0504882722643784"
[1] "Starting iterative with newton 0.0504882722643784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503542036326521, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504817620838236, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504817629025603, diff to last: 0"
[1] "Final threshold is: 0.00125367538879726"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158262382266687, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160858685165837, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16085938006038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16085938006043, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.16085938006038"
[1] "Starting iterative with newton 0.16085938006038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0532359746432873, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0533776189079851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0533776199106201, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0533776199106201"
[1] "Starting iterative with newton 0.0533776199106201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0493911640238392, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0495080601190037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049508060773768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0495080601190037"
[1] "Starting iterative with newton 0.0495080601190037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492531563330919, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0493692193287043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0493692199731667, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0493692193287043"
[1] "Starting iterative with newton 0.0493692193287043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492482053959888, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0493642385740072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0493642392181025, diff to last: 0"
[1] "Final threshold is: 0.00122592255960059"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.302383558130279"
[1] "Newton iter: 1, lambda:0.216924609166059, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.217957389566459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.217957541583251, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217957541583254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217957541583254"
[1] "Starting iterative with newton 0.217957541583254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657926874533038, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0660793879209328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0660793933648017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0660793933648017"
[1] "Starting iterative with newton 0.0660793933648017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580551807978063, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582645102047603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.058264512926461, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0582645102047603"
[1] "Starting iterative with newton 0.0582645102047603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576614280378977, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578672120062844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578672146274694, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0578672120062844"
[1] "Starting iterative with newton 0.0578672120062844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576414223570785, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578470271794659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578470297956269, diff to last: 0"
[1] "Final threshold is: 0.00143658603219045"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246766580342098"
[1] "Newton iter: 1, lambda:0.32911597114565, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.330561290793904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33056173167871, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330561731678751, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33056173167871"
[1] "Starting iterative with newton 0.33056173167871"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110739127882029, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112021702573255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112021874587396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112021874587399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112021874587396"
[1] "Starting iterative with newton 0.112021874587396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945715361468557, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954261935493084, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954262633639827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954262633639831, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0954262633639827"
[1] "Starting iterative with newton 0.0954262633639827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.093345869537963, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941726055354818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941726704004879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941726704004883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0941726704004883"
[1] "Starting iterative with newton 0.0941726704004883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932533486158274, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0940780010715138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0940780655752343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0940780655752347, diff to last: 0"
[1] "Final threshold is: 0.00233635575639147"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.292510099819271"
[1] "Newton iter: 1, lambda:0.394250504365116, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.396865938818231, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.396867641817105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396867641817827, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.396867641817105"
[1] "Starting iterative with newton 0.396867641817105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133653611359439, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135744009911801, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135744520761329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13574452076136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13574452076136"
[1] "Starting iterative with newton 0.13574452076136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113536958635097, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.114913643014297, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114913845340625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114913845340629, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.114913845340625"
[1] "Starting iterative with newton 0.114913845340625"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111929188683333, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113256928768796, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113257115533243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113257115533247, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.113257115533243"
[1] "Starting iterative with newton 0.113257115533243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111801271981798, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.1131251671513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113125352722438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113125352722441, diff to last: 0"
[1] "Final threshold is: 0.00280938035248525"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.610045951354914"
[1] "Newton iter: 1, lambda:0.449784911393342, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.456900378824969, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.456915002272834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456915002334505, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456915002334505"
[1] "Starting iterative with newton 0.456915002334505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149425526166495, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152333693365212, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152334793816588, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152334793816745, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152334793816588"
[1] "Starting iterative with newton 0.152334793816588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12441352305916, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.126217180196134, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126217559171154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126217559171171, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126217559171154"
[1] "Starting iterative with newton 0.126217559171154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122238350461032, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123962385437038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123962728306138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123962728306152, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123962728306138"
[1] "Starting iterative with newton 0.123962728306138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122050301898598, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123767567588334, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123767907480887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1237679074809, diff to last: 0"
[1] "Final threshold is: 0.00307367994156142"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.723748442368847"
[1] "Newton iter: 1, lambda:0.57101581936329, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.579243443988192, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.579268543557666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579268543790732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579268543557666"
[1] "Starting iterative with newton 0.579268543557666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.203067280423485, diff to last: 0.203"
[1] "Newton iter: 2, lambda:0.210535256638844, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.210545331226765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210545331245094, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210545331226765"
[1] "Starting iterative with newton 0.210545331226765"
[1] "Starting newton at: 0.32128636502157"
[1] "Newton iter: 1, lambda:0.162751112647909, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.166697075376103, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.166699531319707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166699531320659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.166699531319707"
[1] "Starting iterative with newton 0.166699531319707"
[1] "Starting newton at: 0.314173955751281"
[1] "Newton iter: 1, lambda:0.157785249259455, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.161560249194684, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161562457530917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161562457531673, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161562457530917"
[1] "Starting iterative with newton 0.161562457530917"
[1] "Starting newton at: 0.315214471514046"
[1] "Newton iter: 1, lambda:0.157108636986174, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160958939255604, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16096123177195, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160961231772762, diff to last: 0"
[1] "Final threshold is: 0.00399734728926286"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.21795360702348"
[1] "Starting iterative with newton 3.21795360702348"
[1] "Starting newton at: 0.586056727731932"
[1] "Newton iter: 1, lambda:0.621780050554418, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.622298383213984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.62229849122883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622298491228835, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.62229849122883"
[1] "Starting iterative with newton 0.62229849122883"
[1] "Starting newton at: 0.330224830102277"
[1] "Newton iter: 1, lambda:0.261008983509341, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.26203424983548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262034475842353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262034475842364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.262034475842353"
[1] "Starting iterative with newton 0.262034475842353"
[1] "Starting newton at: 0.374205582869416"
[1] "Newton iter: 1, lambda:0.207884957324457, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.213094859955624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.213100016781889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21310001678694, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213100016781889"
[1] "Starting iterative with newton 0.213100016781889"
[1] "Starting newton at: 0.352256330365246"
[1] "Newton iter: 1, lambda:0.202230710665971, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.206402408631729, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.206405656965586, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206405656967555, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.206405656965586"
[1] "Starting iterative with newton 0.206405656965586"
[1] "Starting newton at: 0.351407853180721"
[1] "Newton iter: 1, lambda:0.201320160414054, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.205485454380113, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.205488684871235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205488684873178, diff to last: 0"
[1] "Final threshold is: 0.00510315203486865"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.15961075912162"
[1] "Starting iterative with newton 3.15961075912162"
[1] "Starting newton at: 0.641374190381644"
[1] "Newton iter: 1, lambda:0.601405206952977, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.602013456804413, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.6020135994102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.602013599410208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6020135994102"
[1] "Starting iterative with newton 0.6020135994102"
[1] "Starting newton at: 0.343265998134528"
[1] "Newton iter: 1, lambda:0.26125710252799, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.262717049834301, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262717515439813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26271751543986, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.262717515439813"
[1] "Starting iterative with newton 0.262717515439813"
[1] "Starting newton at: 0.36292812137705"
[1] "Newton iter: 1, lambda:0.209903644680746, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.214423053782878, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.214427028597353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214427028600427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.214427028597353"
[1] "Starting iterative with newton 0.214427028597353"
[1] "Starting newton at: 0.366071914379116"
[1] "Newton iter: 1, lambda:0.202456559988373, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.207532326208025, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.207537251832103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207537251836741, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207537251832103"
[1] "Starting iterative with newton 0.207537251832103"
[1] "Starting newton at: 0.368123083318242"
[1] "Newton iter: 1, lambda:0.201285141477628, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.206548759533401, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.20655404299004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206554042995363, diff to last: 0"
[1] "Final threshold is: 0.00512960937714249"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.50139098283565"
[1] "Starting iterative with newton 2.50139098283565"
[1] "Starting newton at: 0.590303458638541"
[1] "Newton iter: 1, lambda:0.65374923452673, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.655542101302197, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.655543507435611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655543507436475, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.655543507435611"
[1] "Starting iterative with newton 0.655543507435611"
[1] "Starting newton at: 0.329005376965323"
[1] "Newton iter: 1, lambda:0.340158852858146, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.34019348764215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.340193487975774, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34019348764215"
[1] "Starting iterative with newton 0.34019348764215"
[1] "Starting newton at: 0.314462610655612"
[1] "Newton iter: 1, lambda:0.283728546291222, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283964625211818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283964639171106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283964639171106, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.283964639171106"
[1] "Starting iterative with newton 0.283964639171106"
[1] "Starting newton at: 0.31076574167819"
[1] "Newton iter: 1, lambda:0.273574626790822, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.273913372049641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273913400219842, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273913400219842, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273913400219842"
[1] "Starting iterative with newton 0.273913400219842"
[1] "Starting newton at: 0.305260969756585"
[1] "Newton iter: 1, lambda:0.271842391515376, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.272114990898674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272115009075374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272115009075374, diff to last: 0"
[1] "Final threshold is: 0.00675776509610896"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.07492339815228"
[1] "Starting iterative with newton 2.07492339815228"
[1] "Starting newton at: 0.8263622789971"
[1] "Newton iter: 1, lambda:0.728583086122832, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.7333511174357, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.733362919205714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733362919277897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.733362919205714"
[1] "Starting iterative with newton 0.733362919205714"
[1] "Starting newton at: 0.303903376077051"
[1] "Newton iter: 1, lambda:0.421864010727199, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.426820007820121, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426828661437845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426828661464211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426828661464211"
[1] "Starting iterative with newton 0.426828661464211"
[1] "Starting newton at: 0.320135967417484"
[1] "Newton iter: 1, lambda:0.357794275751338, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.35824254407911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.358242607404423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358242607404425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.358242607404423"
[1] "Starting iterative with newton 0.358242607404423"
[1] "Starting newton at: 0.328213351317945"
[1] "Newton iter: 1, lambda:0.342913008913376, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.34297941485563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.342979416209285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.342979416209285"
[1] "Starting iterative with newton 0.342979416209285"
[1] "Starting newton at: 0.328366847443162"
[1] "Newton iter: 1, lambda:0.339549364061101, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.33958755652898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.339587556974103, diff to last: 0"
[1] "Final threshold is: 0.00843339345515046"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.26017028928683"
[1] "Starting iterative with newton 2.26017028928683"
[1] "Starting newton at: 0.849090025516777"
[1] "Newton iter: 1, lambda:0.681851949316964, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.69429195930345, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.694365771651238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.694365774239162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.694365771651238"
[1] "Starting iterative with newton 0.694365771651238"
[1] "Starting newton at: 0.312379928080757"
[1] "Newton iter: 1, lambda:0.382348798036891, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.38389832039755, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.383899075360322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383899075360501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383899075360501"
[1] "Starting iterative with newton 0.383899075360501"
[1] "Starting newton at: 0.332925722002228"
[1] "Newton iter: 1, lambda:0.321649393290553, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.321685281365471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.321685281729308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.321685281729308"
[1] "Starting iterative with newton 0.321685281729308"
[1] "Starting newton at: 0.331434796998568"
[1] "Newton iter: 1, lambda:0.309057802822951, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.309195843932354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30919584919436, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.309195843932354"
[1] "Starting iterative with newton 0.309195843932354"
[1] "Starting newton at: 0.334510000440706"
[1] "Newton iter: 1, lambda:0.306472583939456, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.306688206244067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306688219023641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306688219023641, diff to last: 0"
[1] "Final threshold is: 0.00761636393724868"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248342240256108"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.78796087342577"
[1] "Starting iterative with newton 1.78796087342577"
[1] "Starting newton at: 0.741416521211817"
[1] "Newton iter: 1, lambda:0.787174872360082, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.788400938220554, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.788401804267389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788401804267821, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.788401804267389"
[1] "Starting iterative with newton 0.788401804267389"
[1] "Starting newton at: 0.575363275157053"
[1] "Newton iter: 1, lambda:0.511398024148323, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.513106616928447, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513107852673506, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513107852674152, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513107852673506"
[1] "Starting iterative with newton 0.513107852673506"
[1] "Starting newton at: 0.575666528794113"
[1] "Newton iter: 1, lambda:0.432110484999291, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.439780671934372, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.43980315753465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439803157727697, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.439803157727697"
[1] "Starting iterative with newton 0.439803157727697"
[1] "Starting newton at: 0.282059871606824"
[1] "Newton iter: 1, lambda:0.413946829521549, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.420466358625042, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.420482138578619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420482138670992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.420482138578619"
[1] "Starting iterative with newton 0.420482138578619"
[1] "Starting newton at: 0.285458040198984"
[1] "Newton iter: 1, lambda:0.409657298058926, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.415391020123488, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.41540313037976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415403130433748, diff to last: 0"
[1] "Final threshold is: 0.010316214400791"
threshold is:
[{'ad': 5.47420971183279e-05, 'da': 0.0008991255462045118, 'dd': 0.0012536753887972595}, {'ad': 0.0012259225596005935, 'da': 0.0014365860321904527, 'dd': 0.002336355756391472}, {'ad': 0.0028093803524852543, 'da': 0.0030736799415614227, 'dd': 0.003997347289262859}, {'ad': 0.005103152034868647, 'da': 0.005129609377142485, 'dd': 0.006757765096108961}, {'ad': 0.00843339345515046, 'da': 0.007616363937248683, 'dd': 0.010316214400790972}]
Number of points in noise estimation: 128
Estimated noise: 0.06583142422368003
0.06583142422368003
threshold is:
[{'ad': 0.05374861810207143, 'da': 0.017976575078207102, 'dd': 0.004222899851244875}, {'ad': 0.009793689971802522, 'da': 0.008937037317773414, 'dd': 0.023587667756336778}, {'ad': 0.021833470642384164, 'da': 0.023594817179762473, 'dd': 0.022471492271285212}, {'ad': 0.035956847374924335, 'da': 0.03603226191647284, 'dd': 0.05438132610782786}, {'ad': 0.07705200278165292, 'da': 0.06980160327812375, 'dd': 0.2900180292615245}]
['baboon256', 0.05, 2, 0.0025019007833656467, 0.0024028452396460493, 0.0022194127640793307, 0.00817063416360846, 0.00286309168206411, 0.00301679268798632, 0.002155571054734829, 0.0025019007833656484, 26.017299169012663, 26.192741999543788, 26.537619206199317, 20.877442344018093, 25.43164744756252, 25.204545332313945, 26.664376567949496, 26.01729916901266]
baboon256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.06632438353056103
0.06632438353056103
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118947362903578, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.119952624123025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11995269562884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119952695628841, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.11995269562884"
[1] "Starting iterative with newton 0.11995269562884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0501789327074486, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0502986753423501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502986760240161, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0502986753423501"
[1] "Starting iterative with newton 0.0502986753423501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473125124130678, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474170981020802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474170986130067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0474170981020802"
[1] "Starting iterative with newton 0.0474170981020802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471936265329471, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472976080468135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472976085514706, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0472976080468135"
[1] "Starting iterative with newton 0.0472976080468135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471886964407012, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472926529414781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472926534458765, diff to last: 0"
[1] "Final threshold is: 0.00313665608532222"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.326249754817243"
[1] "Newton iter: 1, lambda:0.271462023515601, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.271920648550725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271920680976695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271920680976696, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.271920680976695"
[1] "Starting iterative with newton 0.271920680976695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108650970690042, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109857632159376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109857780970083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109857780970085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109857780970083"
[1] "Starting iterative with newton 0.109857780970083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968338041208714, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0977301961412485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0977302729711348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0977302729711353, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0977302729711348"
[1] "Starting iterative with newton 0.0977302729711348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959414130567549, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968168967771382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096816969694232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968169696942326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0968169696942326"
[1] "Starting iterative with newton 0.0968169696942326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0958741766981491, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096748098665941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.096748171295355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967481712953555, diff to last: 0"
[1] "Final threshold is: 0.00641676281887358"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.328787350783036, diff to last: 0.329"
[1] "Newton iter: 2, lambda:0.355871701992222, diff to last: 0.027"
[1] "Newton iter: 3, lambda:0.356054130408321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356054138663179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356054138663179"
[1] "Starting iterative with newton 0.356054138663179"
[1] "Starting newton at: 0.0537604660931548"
[1] "Newton iter: 1, lambda:0.178310334564471, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.180690981412985, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.180691845275391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180691845275505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.180691845275505"
[1] "Starting iterative with newton 0.180691845275505"
[1] "Starting newton at: 0.229122759480829"
[1] "Newton iter: 1, lambda:0.158089677314943, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.158834443328636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.158834525637168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158834525637169, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158834525637168"
[1] "Starting iterative with newton 0.158834525637168"
[1] "Starting newton at: 0.250980079119166"
[1] "Newton iter: 1, lambda:0.154680788341833, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.15604110297249, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.156041376411862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156041376411873, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156041376411862"
[1] "Starting iterative with newton 0.156041376411862"
[1] "Starting newton at: 0.253773228344471"
[1] "Newton iter: 1, lambda:0.154231234983619, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.15568351776692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.155683829257448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155683829257463, diff to last: 0"
[1] "Final threshold is: 0.0103256340011783"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.561032381611281"
[1] "Newton iter: 1, lambda:0.447590643723026, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.451102702833734, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.451106154109564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451106154112895, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.451106154109564"
[1] "Starting iterative with newton 0.451106154109564"
[1] "Starting newton at: 0.294811233477301"
[1] "Newton iter: 1, lambda:0.167307808796858, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.169696783583866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169697626209804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169697626209909, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169697626209804"
[1] "Starting iterative with newton 0.169697626209804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137208244484514, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139737677475035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.13973853657562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139738536575719, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.13973853657562"
[1] "Starting iterative with newton 0.13973853657562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134169653562239, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136561959190127, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136562719364701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136562719364778, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136562719364778"
[1] "Starting iterative with newton 0.136562719364778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133847612174155, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136225660186545, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136226410454613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136226410454687, diff to last: 0"
[1] "Final threshold is: 0.00903513269398832"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.691616148054043"
[1] "Newton iter: 1, lambda:0.54491839977929, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.551693255853699, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.551708395176917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551708395252377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.551708395252377"
[1] "Starting iterative with newton 0.551708395252377"
[1] "Starting newton at: 0.36403552860355"
[1] "Newton iter: 1, lambda:0.221456417075028, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.225418419138658, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.225421504875437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225421504877308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.225421504875437"
[1] "Starting iterative with newton 0.225421504875437"
[1] "Starting newton at: 0.321756701527935"
[1] "Newton iter: 1, lambda:0.179754989313735, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.183229906178341, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.183231995329375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18323199533013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183231995329375"
[1] "Starting iterative with newton 0.183231995329375"
[1] "Starting newton at: 0.331289881479668"
[1] "Newton iter: 1, lambda:0.173672375979784, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.177878051441951, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177881057833626, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177881057835162, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177881057835162"
[1] "Starting iterative with newton 0.177881057835162"
[1] "Starting newton at: 0.33664081897388"
[1] "Newton iter: 1, lambda:0.172658711189654, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.177199827552051, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.17720332470939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177203324711464, diff to last: 0"
[1] "Final threshold is: 0.0117529012709161"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.24261773182228"
[1] "Starting iterative with newton 2.24261773182228"
[1] "Starting newton at: 0.791415872675639"
[1] "Newton iter: 1, lambda:0.680109060240719, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.685712563552228, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.685727359189826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685727359292798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685727359189826"
[1] "Starting iterative with newton 0.685727359189826"
[1] "Starting newton at: 0.324938314432088"
[1] "Newton iter: 1, lambda:0.378743480353697, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.379658982260076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.379659245865961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379659245865983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379659245865961"
[1] "Starting iterative with newton 0.379659245865961"
[1] "Starting newton at: 0.179229824423186"
[1] "Newton iter: 1, lambda:0.313944903983613, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.319091998328352, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.319099470699042, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319099470714785, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.319099470699042"
[1] "Starting iterative with newton 0.319099470699042"
[1] "Starting newton at: 0.204340364253988"
[1] "Newton iter: 1, lambda:0.304421853984031, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.307193333616081, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.307195449831863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.307195449833097, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307195449831863"
[1] "Starting iterative with newton 0.307195449831863"
[1] "Starting newton at: 0.216244385121167"
[1] "Newton iter: 1, lambda:0.302792725842522, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.30485480062655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.304855966658686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304855966659059, diff to last: 0"
[1] "Final threshold is: 0.0202193840542506"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01565616802299"
[1] "Starting iterative with newton 2.01565616802299"
[1] "Starting newton at: 0.668924337790925"
[1] "Newton iter: 1, lambda:0.708362455945881, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.709114095153924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.709114364671223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.709114364671257, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709114364671223"
[1] "Starting iterative with newton 0.709114364671223"
[1] "Starting newton at: 0.491060869420503"
[1] "Newton iter: 1, lambda:0.437987361334778, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.438966548044767, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.43896688436756, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438966884367599, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.43896688436756"
[1] "Starting iterative with newton 0.43896688436756"
[1] "Starting newton at: 0.505161259369049"
[1] "Newton iter: 1, lambda:0.37612040476609, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.38136610832861, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.381374942441178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381374942466218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.381374942441178"
[1] "Starting iterative with newton 0.381374942441178"
[1] "Starting newton at: 0.242093630819007"
[1] "Newton iter: 1, lambda:0.364250418519669, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.368983849939098, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.368990899733688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368990899749318, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.368990899733688"
[1] "Starting iterative with newton 0.368990899733688"
[1] "Starting newton at: 0.23568491686169"
[1] "Newton iter: 1, lambda:0.361327160220602, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.366312540563916, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.366320327040819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366320327059804, diff to last: 0"
[1] "Final threshold is: 0.0242959698656958"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78261652899656"
[1] "Starting iterative with newton 1.78261652899656"
[1] "Starting newton at: 0.727750954782676"
[1] "Newton iter: 1, lambda:0.722282567477286, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.722297328519025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.722297328626795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.722297328519025"
[1] "Starting iterative with newton 0.722297328519025"
[1] "Starting newton at: 0.427797265454198"
[1] "Newton iter: 1, lambda:0.486319327560038, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.487648173800905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.48764885244889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.487648852449067, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.48764885244889"
[1] "Starting iterative with newton 0.48764885244889"
[1] "Starting newton at: 0.464411037625231"
[1] "Newton iter: 1, lambda:0.431278316614738, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.431669261717065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.431669316436266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431669316436268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431669316436266"
[1] "Starting iterative with newton 0.431669316436266"
[1] "Starting newton at: 0.468315792111678"
[1] "Newton iter: 1, lambda:0.417143413784192, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.418057111183836, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.418057404831242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418057404831272, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418057404831242"
[1] "Starting iterative with newton 0.418057404831242"
[1] "Starting newton at: 0.479977455897123"
[1] "Newton iter: 1, lambda:0.413186734453753, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.414732535708192, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.414733372590295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41473337259054, diff to last: 0"
[1] "Final threshold is: 0.0275069352666018"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.33105700568313"
[1] "Starting iterative with newton 1.33105700568313"
[1] "Starting newton at: 0.92113969650657"
[1] "Newton iter: 1, lambda:0.8271909944504, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.832415339534833, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.832432255629324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.832432255806291, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.832432255806291"
[1] "Starting iterative with newton 0.832432255806291"
[1] "Starting newton at: 0.650013489192747"
[1] "Newton iter: 1, lambda:0.675676481439639, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.676029893761638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.676029960294595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.676029960294597, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.676029960294595"
[1] "Starting iterative with newton 0.676029960294595"
[1] "Starting newton at: 0.632034569575987"
[1] "Newton iter: 1, lambda:0.626575569100166, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.626590621086659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.626590621201262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.626590621201262"
[1] "Starting iterative with newton 0.626590621201262"
[1] "Starting newton at: 0.641109678792512"
[1] "Newton iter: 1, lambda:0.610408291994755, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.610873267072328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610873374623399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610873374623405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.610873374623399"
[1] "Starting iterative with newton 0.610873374623399"
[1] "Starting newton at: 0.641039639262234"
[1] "Newton iter: 1, lambda:0.605239462043437, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.605867472009884, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605867667156802, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605867667156821, diff to last: 0"
[1] "Final threshold is: 0.0401837995252753"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.16599085523377"
[1] "Starting iterative with newton 1.16599085523377"
[1] "Starting newton at: 1.02168991170934"
[1] "Newton iter: 1, lambda:0.9033545376695, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.912322307705804, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.912377531778383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912377533863575, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.912377531778383"
[1] "Starting iterative with newton 0.912377531778383"
[1] "Starting newton at: 0.772934291850416"
[1] "Newton iter: 1, lambda:0.81762233759595, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.818915894452086, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.818916960119438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818916960120161, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.818916960119438"
[1] "Starting iterative with newton 0.818916960119438"
[1] "Starting newton at: 0.79942880110197"
[1] "Newton iter: 1, lambda:0.783668647081901, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.783821359595566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.783821374025689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783821374025689, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.783821374025689"
[1] "Starting iterative with newton 0.783821374025689"
[1] "Starting newton at: 0.814184943167893"
[1] "Newton iter: 1, lambda:0.769369930322779, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.77057684295099, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.770577734786605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770577734787092, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.770577734786605"
[1] "Starting iterative with newton 0.770577734786605"
[1] "Starting newton at: 0.809901083071347"
[1] "Newton iter: 1, lambda:0.764329156511507, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.765571786106427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.765572727570655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765572727571195, diff to last: 0"
[1] "Final threshold is: 0.0507761392039338"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15760020948986"
[1] "Starting iterative with newton 1.15760020948986"
[1] "Starting newton at: 0.83771708648057"
[1] "Newton iter: 1, lambda:0.867142466315221, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.867710163328267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.867710372042067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.867710372042095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.867710372042067"
[1] "Starting iterative with newton 0.867710372042067"
[1] "Starting newton at: 0.841719952785387"
[1] "Newton iter: 1, lambda:0.766707973089629, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.769952754037999, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.769959024166331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769959024189716, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.769959024166331"
[1] "Starting iterative with newton 0.769959024166331"
[1] "Starting newton at: 0.865397409611664"
[1] "Newton iter: 1, lambda:0.725747873004441, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.736369077856316, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.736434437237917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.736434439703908, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.736434437237917"
[1] "Starting iterative with newton 0.736434437237917"
[1] "Starting newton at: 0.597978850299965"
[1] "Newton iter: 1, lambda:0.716529112642193, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.72482424184312, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.724863659051749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724863659939307, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724863659051749"
[1] "Starting iterative with newton 0.724863659051749"
[1] "Starting newton at: 0.59202818836132"
[1] "Newton iter: 1, lambda:0.712310885843223, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.720819506040789, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.720860829700188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720860830672136, diff to last: 0"
[1] "Final threshold is: 0.0478106501411937"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.96670522544162"
[1] "Starting iterative with newton 0.96670522544162"
[1] "Starting newton at: 0.898997462616453"
[1] "Newton iter: 1, lambda:1.00571201735263, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.01521760399895, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01528967684711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01528968096872, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01528968096872"
[1] "Starting iterative with newton 1.01528968096872"
[1] "Starting newton at: 0.88978951695893"
[1] "Newton iter: 1, lambda:1.02233128636361, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.03738975725774, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03757407841538, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03757410579785, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03757410579785, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03757410579785"
[1] "Starting iterative with newton 1.03757410579785"
[1] "Starting newton at: 1.20487643698542"
[1] "Newton iter: 1, lambda:1.02393738672086, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.04731677872931, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.04776637561547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04776653971471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04776653971474, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04776653971471"
[1] "Starting iterative with newton 1.04776653971471"
[1] "Starting newton at: 1.2032283137515"
[1] "Newton iter: 1, lambda:1.03055366436569, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.05204191167932, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.05242256704713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05242268505284, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05242268505285, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05242268505284"
[1] "Starting iterative with newton 1.05242268505284"
[1] "Starting newton at: 1.20168913496781"
[1] "Newton iter: 1, lambda:1.0337861417086, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.05420447488875, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.054548476439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05454857295225, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05454857295226, diff to last: 0"
[1] "Final threshold is: 0.0699422840040908"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.771032328265103"
[1] "Starting iterative with newton 0.771032328265103"
[1] "Starting newton at: 1.24367246886276"
[1] "Newton iter: 1, lambda:1.22474671846453, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.22510548984376, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2251056207214, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22510562072141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22510562072141"
[1] "Starting iterative with newton 1.22510562072141"
[1] "Starting newton at: 1.72747469236267"
[1] "Newton iter: 1, lambda:1.46847961571332, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.5274296705574, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.53184987389835, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.53187352665017, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53187352732449, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53187352665017"
[1] "Starting iterative with newton 1.53187352665017"
[1] "Starting newton at: 1.6624109641975"
[1] "Newton iter: 1, lambda:1.72962504154469, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.73608320416025, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.73613918038533, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7361391845598, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73613918038533"
[1] "Starting iterative with newton 1.73613918038533"
[1] "Starting newton at: 1.60669952541259"
[1] "Newton iter: 1, lambda:1.80117940641285, diff to last: 0.194"
[1] "Newton iter: 2, lambda:1.86433842022447, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.87040980185888, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.87046235895005, diff to last: 0"
[1] "Newton iter: 5, lambda:1.87046236285885, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87046236285885"
[1] "Starting iterative with newton 1.87046236285885"
[1] "Starting newton at: 1.6069106123263"
[1] "Newton iter: 1, lambda:1.84322394373163, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.94164592861219, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.95756285300712, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.95794262417816, diff to last: 0"
[1] "Newton iter: 5, lambda:1.95794283604006, diff to last: 0"
[1] "Newton iter: 6, lambda:1.95794283604013, diff to last: 0"
[1] "Final threshold is: 0.12985935158844"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.843600879847967"
[1] "Starting iterative with newton 0.843600879847967"
[1] "Starting newton at: 1.08788416894164"
[1] "Newton iter: 1, lambda:1.08217870247994, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.08220630555258, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08220630620101, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08220630620101"
[1] "Starting iterative with newton 1.08220630620101"
[1] "Starting newton at: 1.07934153638"
[1] "Newton iter: 1, lambda:1.18974062452279, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.20167117648955, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.20180261264333, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20180262846355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20180262846355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20180262846355"
[1] "Starting iterative with newton 1.20180262846355"
[1] "Starting newton at: 1.473186117734"
[1] "Newton iter: 1, lambda:1.20389261787883, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.25741767855249, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.26023819587976, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26024575325719, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26024575331133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26024575331133"
[1] "Starting iterative with newton 1.26024575331133"
[1] "Starting newton at: 1.49184408793333"
[1] "Newton iter: 1, lambda:1.23673905688445, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.2860199792965, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.28844641053933, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28845209536814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28845209539929, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28845209539929"
[1] "Starting iterative with newton 1.28845209539929"
[1] "Starting newton at: 1.49201558408234"
[1] "Newton iter: 1, lambda:1.25728800696178, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.30014244216143, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.3019844426435, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30198774327453, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30198774328511, diff to last: 0"
[1] "Final threshold is: 0.0863535344377313"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43473115573925"
[1] "Newton iter: 1, lambda:1.40878634496287, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.40957814462531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40957890159058, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40957890159128, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40957890159128"
[1] "Starting iterative with newton 1.40957890159128"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.292189744189064"
threshold is:
[{'ad': 0.0031366560853222187, 'da': 0.006416762818873576, 'dd': 0.010325634001178322}, {'ad': 0.00903513269398832, 'da': 0.011752901270916126, 'dd': 0.020219384054250618}, {'ad': 0.02429596986569582, 'da': 0.0275069352666018, 'dd': 0.04018379952527531}, {'ad': 0.05077613920393381, 'da': 0.04781065014119368, 'dd': 0.0699422840040908}, {'ad': 0.12985935158843975, 'da': 0.08635353443773135, 'dd': 0.292189744189064}]
Number of points in noise estimation: 128
Estimated noise: 0.06632438353056103
0.06632438353056103
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.6013199551474"
[1] "Starting iterative with newton 19.6013199551474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.82016949419402"
[1] "Starting iterative with newton 9.82016949419402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8598970338635"
[1] "Starting iterative with newton 4.8598970338635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.46810280607603"
[1] "Starting iterative with newton 4.46810280607603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.40890705537069"
[1] "Starting iterative with newton 3.40890705537069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.24261773182228"
[1] "Starting iterative with newton 2.24261773182228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01565616802299"
[1] "Starting iterative with newton 2.01565616802299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78261652899656"
[1] "Starting iterative with newton 1.78261652899656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33105700568313"
[1] "Starting iterative with newton 1.33105700568313"
[1] "Starting newton at: 1.54140591733756"
[1] "Newton iter: 1, lambda:1.27215714572455, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.2099136517214, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.20497088571237, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.20493858399072, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20493858260925, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20493858399072"
[1] "Starting iterative with newton 1.20493858399072"
[1] "Starting newton at: 1.42705154387276"
[1] "Newton iter: 1, lambda:1.15681675332654, diff to last: 0.27"
[1] "Newton iter: 2, lambda:1.07566151444416, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.06498260131865, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.0647913474979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06479128620575, diff to last: 0"
[1] "Newton iter: 6, lambda:1.06479128620574, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06479128620574"
[1] "Starting iterative with newton 1.06479128620574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16599085523377"
[1] "Starting iterative with newton 1.16599085523377"
[1] "Starting newton at: 1.33019547216451"
[1] "Newton iter: 1, lambda:1.15318995054116, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.11496269240854, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.11278652961908, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.11277938876256, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11277938868566, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11277938868566"
[1] "Starting iterative with newton 1.11277938868566"
[1] "Starting newton at: 1.28572716757036"
[1] "Newton iter: 1, lambda:1.08174191860721, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.02471965556773, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.01902653868423, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.01896901812515, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01896901225886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.01896901225886"
[1] "Starting iterative with newton 1.01896901225886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15760020948986"
[1] "Starting iterative with newton 1.15760020948986"
[1] "Starting newton at: 1.34974406442002"
[1] "Newton iter: 1, lambda:1.19413817803493, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.16567279617212, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.16455490580103, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16455316416937, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16455316416514, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16455316416937"
[1] "Starting iterative with newton 1.16455316416937"
[1] "Starting newton at: 1.35509083178584"
[1] "Newton iter: 1, lambda:1.20205669164607, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.17490315635381, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.17390243103481, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17390105795188, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1739010579493, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1739010579493"
[1] "Starting iterative with newton 1.1739010579493"
[1] "Starting newton at: 1.36577957758983"
[1] "Newton iter: 1, lambda:1.21415928268202, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.18814528876621, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.18724837488481, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18724729742064, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18724729741908, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18724729741908"
[1] "Starting iterative with newton 1.18724729741908"
[1] "Starting newton at: 1.37260525025289"
[1] "Newton iter: 1, lambda:1.22601206003831, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.20216209574442, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.20142663618834, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20142592958203, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20142592958138, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20142592958138"
[1] "Starting iterative with newton 1.20142592958138"
[1] "Starting newton at: 1.38341188664386"
[1] "Newton iter: 1, lambda:1.23802806321592, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.21513838406731, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.21447662996236, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.21447607094838, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21447607094798, diff to last: 0"
[1] "Final threshold is: 0.0805493767182425"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.96670522544162"
[1] "Starting iterative with newton 0.96670522544162"
[1] "Starting newton at: 1.10067194036517"
[1] "Newton iter: 1, lambda:1.09541257739559, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.09537032924369, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09537032651553, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09537032924369"
[1] "Starting iterative with newton 1.09537032924369"
[1] "Starting newton at: 1.23788492617519"
[1] "Newton iter: 1, lambda:1.32413729313367, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.31637179637524, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.31631179965202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31631179604519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31631179604519"
[1] "Starting iterative with newton 1.31631179604519"
[1] "Starting newton at: 1.60546564393095"
[1] "Newton iter: 1, lambda:1.55928105108348, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.55819314124886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.55819247194948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55819247194923, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55819247194923"
[1] "Starting iterative with newton 1.55819247194923"
[1] "Starting newton at: 1.68516017625012"
[1] "Newton iter: 1, lambda:1.75821845043521, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.75622302514662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.75622186268298, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75622186268258, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75622186268258"
[1] "Starting iterative with newton 1.75622186268258"
[1] "Starting newton at: 1.87817532565522"
[1] "Newton iter: 1, lambda:1.89667813644172, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.89662337017429, diff to last: 0"
[1] "Newton iter: 3, lambda:1.896623369754, diff to last: 0"
[1] "Final threshold is: 0.125792375788589"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.771032328265103"
[1] "Starting iterative with newton 0.771032328265103"
[1] "Starting newton at: 1.29492521319065"
[1] "Newton iter: 1, lambda:1.34143863161591, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.33942256641201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.33941895855452, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33941895854294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33941895855452"
[1] "Starting iterative with newton 1.33941895855452"
[1] "Starting newton at: 1.9800048385654"
[1] "Newton iter: 1, lambda:1.95117359583867, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.95128869810903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9512886995157, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.95128869810903"
[1] "Starting iterative with newton 1.95128869810903"
[1] "Starting newton at: 2.38893206210192"
[1] "Newton iter: 1, lambda:2.3319165995643, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.33344829391759, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.33344931699199, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33344931699244, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33344931699199"
[1] "Starting iterative with newton 2.33344931699199"
[1] "Starting newton at: 2.5260391283441"
[1] "Newton iter: 1, lambda:2.54353147368515, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.54369785455946, diff to last: 0"
[1] "Newton iter: 3, lambda:2.54369786981768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54369786981768, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54369786981768"
[1] "Starting iterative with newton 2.54369786981768"
[1] "Starting newton at: 2.63603534460779"
[1] "Newton iter: 1, lambda:2.65616571064544, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.65640704951915, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65640708452907, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65640708452907, diff to last: 0"
[1] "Final threshold is: 0.176184562287605"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.843600879847967"
[1] "Starting iterative with newton 0.843600879847967"
[1] "Starting newton at: 1.26457614429413"
[1] "Newton iter: 1, lambda:1.22158737109505, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.21945159784405, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21944614490328, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21944614486769, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21944614490328"
[1] "Starting iterative with newton 1.21944614490328"
[1] "Starting newton at: 1.61921982719034"
[1] "Newton iter: 1, lambda:1.67987922591865, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.67837274447794, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.67837197992039, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67837197992019, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67837197992039"
[1] "Starting iterative with newton 1.67837197992039"
[1] "Starting newton at: 2.07944997354133"
[1] "Newton iter: 1, lambda:2.01257304124153, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.01308342218899, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.01308343491481, diff to last: 0"
[1] "Newton iter: 4, lambda:2.01308343491481, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.01308342218899"
[1] "Starting iterative with newton 2.01308342218899"
[1] "Starting newton at: 2.27135515465535"
[1] "Newton iter: 1, lambda:2.20451818613738, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.20561800365585, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.20561823954758, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20561823954759, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.20561823954758"
[1] "Starting iterative with newton 2.20561823954758"
[1] "Starting newton at: 2.32004927981333"
[1] "Newton iter: 1, lambda:2.30624651885203, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.30629693074558, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30629693139392, diff to last: 0"
[1] "Final threshold is: 0.152963722170126"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.066324383530561"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.11030192458951"
[1] "Newton iter: 1, lambda:1.90660109607573, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.91821224945253, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.91822358461609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91822358462858, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.91822358461609"
[1] "Starting iterative with newton 1.91822358461609"
[1] "Starting newton at: 2.54126849346541"
[1] "Newton iter: 1, lambda:2.61842190747439, diff to last: 0.077"
[1] "Newton iter: 2, lambda:2.62339381037624, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.62341496306868, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62341496345175, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.62341496345175"
[1] "Starting iterative with newton 2.62341496345175"
[1] "Starting newton at: 2.97984428491936"
[1] "Newton iter: 1, lambda:2.99436733935137, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.99457642500654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99457646807683, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99457646807684, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.99457646807683"
[1] "Starting iterative with newton 2.99457646807683"
[1] "Starting newton at: 3.13813960448303"
[1] "Newton iter: 1, lambda:3.17319287961836, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.17448851791693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.17449025033179, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17449025033489, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.17449025033489"
[1] "Starting iterative with newton 3.17449025033489"
[1] "Starting newton at: 3.25712810304539"
[1] "Newton iter: 1, lambda:3.26223814630621, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.26226575027705, diff to last: 0"
[1] "Newton iter: 3, lambda:3.26226575107929, diff to last: 0"
[1] "Final threshold is: 0.216367764853196"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.08054937671824247, 'dd': 0.12579237578858943}, {'ad': 0.17618456228760537, 'da': 0.15296372217012563, 'dd': 0.21636776485319628}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.406550778063252. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02487478853191325
0.02487478853191325
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.2635784719348"
[1] "Starting iterative with newton 52.2635784719348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.1838080364956"
[1] "Starting iterative with newton 26.1838080364956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9580870357738"
[1] "Starting iterative with newton 12.9580870357738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9134345115725"
[1] "Starting iterative with newton 11.9134345115725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.08926958998558"
[1] "Starting iterative with newton 9.08926958998558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.97955791129604"
[1] "Starting iterative with newton 5.97955791129604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.37440358868512"
[1] "Starting iterative with newton 5.37440358868512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.75304311453342"
[1] "Starting iterative with newton 4.75304311453342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.54903661724427"
[1] "Starting iterative with newton 3.54903661724427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10891586380466"
[1] "Starting iterative with newton 3.10891586380466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.08654363717551"
[1] "Starting iterative with newton 3.08654363717551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57755470165824"
[1] "Starting iterative with newton 2.57755470165824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05582627521468"
[1] "Starting iterative with newton 2.05582627521468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.24931794816958"
[1] "Starting iterative with newton 2.24931794816958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79841194718275"
[1] "Starting iterative with newton 1.79841194718275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.406550778063252. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02487478853191325
0.02487478853191325
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0559291506112811, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0560444828287896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0560444833189967, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0560444833189967"
[1] "Starting iterative with newton 0.0560444833189967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00895472011393003, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00895622768102469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00895622768106741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00895622768106741"
[1] "Starting iterative with newton 0.00895622768106741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822722905182144, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822844320043695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822844320046339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00822844320043695"
[1] "Starting iterative with newton 0.00822844320043695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00821632453813773, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00821753456702448, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00821753456705073, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00821753456702448"
[1] "Starting iterative with newton 0.00821753456702448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00821616117049328, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00821737113772163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00821737113774787, diff to last: 0"
[1] "Final threshold is: 0.000204405369339073"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101985512138407, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102732764543428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102732804616822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102732804616822, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.102732804616822"
[1] "Starting iterative with newton 0.102732804616822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328370569993948, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328797868407789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328797869131297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0328797869131297"
[1] "Starting iterative with newton 0.0328797869131297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304209373491011, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0304564448060772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0304564448544509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0304564448544509"
[1] "Starting iterative with newton 0.0304564448544509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030338429958019, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303737034588626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303737035065447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0303737034588626"
[1] "Starting iterative with newton 0.0303737034588626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030335614501141, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303708800333141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303708800809728, diff to last: 0"
[1] "Final threshold is: 0.000755469218356796"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.204457153338416"
[1] "Newton iter: 1, lambda:0.190063588205022, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.190090465789034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190090465882877, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.190090465789034"
[1] "Starting iterative with newton 0.190090465789034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0395104328517729, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0395873814678605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03958738175978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.03958738175978"
[1] "Starting iterative with newton 0.03958738175978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0330643816806485, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0331139851867792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033113985298437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0331139851867792"
[1] "Starting iterative with newton 0.0331139851867792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032798709760619, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328473342324764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328473343393631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0328473343393631"
[1] "Starting iterative with newton 0.0328473343393631"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327877882474832, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.03283637271485, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328363728215441, diff to last: 0"
[1] "Final threshold is: 0.00081679782743698"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.118906488301373"
[1] "Newton iter: 1, lambda:0.176245811179425, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.176597640996731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17659765419653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17659765419653, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.17659765419653"
[1] "Starting iterative with newton 0.17659765419653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442820332978629, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443701171054189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443701174540218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0443701171054189"
[1] "Starting iterative with newton 0.0443701171054189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399600861591521, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0400270289643976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400270291523084, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0400270289643976"
[1] "Starting iterative with newton 0.0400270289643976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398193405052005, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398856610477137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398856612317268, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0398856610477137"
[1] "Starting iterative with newton 0.0398856610477137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398147603956352, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398810607561702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398810609400576, diff to last: 0"
[1] "Final threshold is: 0.000992032952738117"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.203761761530628, diff to last: 0.204"
[1] "Newton iter: 2, lambda:0.20955408028558, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.209558726350561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209558726353549, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.209558726350561"
[1] "Starting iterative with newton 0.209558726350561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0691656752178693, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0694652167323947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0694652223490786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0694652167323947"
[1] "Starting iterative with newton 0.0694652167323947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0626153205006112, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0628495641133553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0628495673911063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0628495641133553"
[1] "Starting iterative with newton 0.0628495641133553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0623042946618414, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0625356899884411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625356931797112, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0625356899884411"
[1] "Starting iterative with newton 0.0625356899884411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0622895313645561, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.062520792055541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625207952427548, diff to last: 0"
[1] "Final threshold is: 0.00155519156051057"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.537739226380671"
[1] "Newton iter: 1, lambda:0.321484213313089, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.331214188757701, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.331234649617577, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331234649707941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331234649617577"
[1] "Starting iterative with newton 0.331234649617577"
[1] "Starting newton at: 0.224868228277367"
[1] "Newton iter: 1, lambda:0.121237771940443, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.12238086169087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122381001241463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122381001241465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122381001241463"
[1] "Starting iterative with newton 0.122381001241463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105536688892633, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106649173025545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106649296551881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106649296551883, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106649296551881"
[1] "Starting iterative with newton 0.106649296551881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104370515838946, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105452621289774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105452737530488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105452737530489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105452737530489"
[1] "Starting iterative with newton 0.105452737530489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104281732823631, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105361547217362, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105361662918479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10536166291848, diff to last: 0"
[1] "Final threshold is: 0.00262084908446793"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.437692867502632"
[1] "Newton iter: 1, lambda:0.411607963579897, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.411782472837172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.411782480685739, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.411782480685739"
[1] "Starting iterative with newton 0.411782480685739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14768994417636, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150554544986119, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150555620925984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150555620926136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150555620925984"
[1] "Starting iterative with newton 0.150555620925984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124830377235581, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.12669781420657, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126698231899407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126698231899428, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126698231899407"
[1] "Starting iterative with newton 0.126698231899407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122718826858329, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124507682446636, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124508062370258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124508062370275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124508062370275"
[1] "Starting iterative with newton 0.124508062370275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122524800554485, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124306544416557, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124306921019415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124306921019432, diff to last: 0"
[1] "Final threshold is: 0.00309210837341118"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.252687563897789"
[1] "Newton iter: 1, lambda:0.450627421134228, diff to last: 0.198"
[1] "Newton iter: 2, lambda:0.462232399866445, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.462271091306873, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462271091735877, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.462271091735877"
[1] "Starting iterative with newton 0.462271091735877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157619038435872, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161159928712466, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161161713633165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161161713633619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.161161713633619"
[1] "Starting iterative with newton 0.161161713633619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129427411711655, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.131555782642847, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.1315563581661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131556358166143, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1315563581661"
[1] "Starting iterative with newton 0.1315563581661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126654980907361, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128668798846304, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128669307969202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128669307969235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128669307969235"
[1] "Starting iterative with newton 0.128669307969235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126384702257731, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128387570740824, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128388073752367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128388073752398, diff to last: 0"
[1] "Final threshold is: 0.0031936261846098"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.54903661724427"
[1] "Starting iterative with newton 3.54903661724427"
[1] "Starting newton at: 0.684725001909044"
[1] "Newton iter: 1, lambda:0.575397535801815, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.579609362226831, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.579615835247648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579615835262919, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579615835247648"
[1] "Starting iterative with newton 0.579615835247648"
[1] "Starting newton at: 0.293583065581628"
[1] "Newton iter: 1, lambda:0.231899339336561, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.232641924801626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.232642032824818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232642032824821, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.232642032824818"
[1] "Starting iterative with newton 0.232642032824818"
[1] "Starting newton at: 0.371272213017104"
[1] "Newton iter: 1, lambda:0.181226130537363, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.187450165678944, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.187456899074149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187456899082028, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187456899074149"
[1] "Starting iterative with newton 0.187456899074149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176256297334172, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.181568840144041, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181573663317581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181573663321556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181573663321556"
[1] "Starting iterative with newton 0.181573663321556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17554535656666, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180803235157361, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180807949060705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180807949064493, diff to last: 0"
[1] "Final threshold is: 0.00449755949777397"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.10891586380466"
[1] "Starting iterative with newton 3.10891586380466"
[1] "Starting newton at: 0.565057964321279"
[1] "Newton iter: 1, lambda:0.618801150451373, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.619970830536916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.61997137640587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.619971376405989, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.61997137640587"
[1] "Starting iterative with newton 0.61997137640587"
[1] "Starting newton at: 0.343711100542873"
[1] "Newton iter: 1, lambda:0.270238878929621, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.271444763686108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.271445090438208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271445090438232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.271445090438208"
[1] "Starting iterative with newton 0.271445090438208"
[1] "Starting newton at: 0.373985997569387"
[1] "Newton iter: 1, lambda:0.215117320348718, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.220119590416899, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.220124597198449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220124597203464, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220124597198449"
[1] "Starting iterative with newton 0.220124597198449"
[1] "Starting newton at: 0.383545713169815"
[1] "Newton iter: 1, lambda:0.206445925074382, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.212544286708978, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.212551591228851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212551591239328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.212551591239328"
[1] "Starting iterative with newton 0.212551591239328"
[1] "Starting newton at: 0.379426057222282"
[1] "Newton iter: 1, lambda:0.205563921444818, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.21142723577036, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.211433969272126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211433969281005, diff to last: 0"
[1] "Final threshold is: 0.00525937527410718"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.08654363717551"
[1] "Starting iterative with newton 3.08654363717551"
[1] "Starting newton at: 0.641368031942735"
[1] "Newton iter: 1, lambda:0.59832938275324, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.599028074710425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.599028261301819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599028261301832, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599028261301819"
[1] "Starting iterative with newton 0.599028261301819"
[1] "Starting newton at: 0.342307632189472"
[1] "Newton iter: 1, lambda:0.268747978494934, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.269945338568467, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.26994565771702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269945657717043, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26994565771702"
[1] "Starting iterative with newton 0.26994565771702"
[1] "Starting newton at: 0.341737009260379"
[1] "Newton iter: 1, lambda:0.219189344497612, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.222168706690667, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.222170480075398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222170480076026, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.222170480075398"
[1] "Starting iterative with newton 0.222170480075398"
[1] "Starting newton at: 0.331034606153424"
[1] "Newton iter: 1, lambda:0.212441282307445, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.215186800475338, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.215188281077496, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215188281077926, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215188281077496"
[1] "Starting iterative with newton 0.215188281077496"
[1] "Starting newton at: 0.33580715614631"
[1] "Newton iter: 1, lambda:0.211139288024876, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.214164708959755, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.214166502362579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214166502363209, diff to last: 0"
[1] "Final threshold is: 0.00532734645688865"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.57755470165824"
[1] "Starting iterative with newton 2.57755470165824"
[1] "Starting newton at: 0.553382228769413"
[1] "Newton iter: 1, lambda:0.653119151281743, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.65759380246983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657602571839048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657602571872681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.657602571872681"
[1] "Starting iterative with newton 0.657602571872681"
[1] "Starting newton at: 0.329891140998044"
[1] "Newton iter: 1, lambda:0.330569146781138, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.330569271730301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330569271730305, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.330569271730305"
[1] "Starting iterative with newton 0.330569271730305"
[1] "Starting newton at: 0.314922350014575"
[1] "Newton iter: 1, lambda:0.27376418749576, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.274174253975579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.274174294785886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274174294785887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.274174294785886"
[1] "Starting iterative with newton 0.274174294785886"
[1] "Starting newton at: 0.33362904066281"
[1] "Newton iter: 1, lambda:0.26323324381404, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.264406221214451, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.264406548305821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264406548305847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264406548305821"
[1] "Starting iterative with newton 0.264406548305821"
[1] "Starting newton at: 0.332150254029628"
[1] "Newton iter: 1, lambda:0.26153715044128, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.262713177875772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262713505481571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262713505481596, diff to last: 0"
[1] "Final threshold is: 0.00653494289333234"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05582627521468"
[1] "Starting iterative with newton 2.05582627521468"
[1] "Starting newton at: 0.821674501696741"
[1] "Newton iter: 1, lambda:0.721128363115058, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.726085461779341, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.726098008476485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726098008556725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.726098008556725"
[1] "Starting iterative with newton 0.726098008556725"
[1] "Starting newton at: 0.307485311045163"
[1] "Newton iter: 1, lambda:0.426157918436954, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.431175058169989, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.431183921441433, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431183921469075, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.431183921441433"
[1] "Starting iterative with newton 0.431183921441433"
[1] "Starting newton at: 0.307351231130679"
[1] "Newton iter: 1, lambda:0.364783368708393, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.365835894129341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.365836245963536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365836245963575, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.365836245963575"
[1] "Starting iterative with newton 0.365836245963575"
[1] "Starting newton at: 0.304491727487431"
[1] "Newton iter: 1, lambda:0.350737861987415, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.35140325063092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351403387885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351403387885006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.351403387885"
[1] "Starting iterative with newton 0.351403387885"
[1] "Starting newton at: 0.301055031293575"
[1] "Newton iter: 1, lambda:0.347548494379524, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.348217349753297, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34821748769402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348217487694026, diff to last: 0"
[1] "Final threshold is: 0.00866183636950286"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.24931794816958"
[1] "Starting iterative with newton 2.24931794816958"
[1] "Starting newton at: 0.546844353373535"
[1] "Newton iter: 1, lambda:0.676507949102676, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.684622244284466, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.68465297722757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.684652977667274, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68465297722757"
[1] "Starting iterative with newton 0.68465297722757"
[1] "Starting newton at: 0.326975858092037"
[1] "Newton iter: 1, lambda:0.381309062789504, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.382236563301568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.382236832091777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382236832091799, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.382236832091777"
[1] "Starting iterative with newton 0.382236832091777"
[1] "Starting newton at: 0.325983339112494"
[1] "Newton iter: 1, lambda:0.322340606331849, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.322344345684424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322344345688366, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322344345684424"
[1] "Starting iterative with newton 0.322344345684424"
[1] "Starting newton at: 0.320813573830738"
[1] "Newton iter: 1, lambda:0.310464240274993, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.310493758934783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310493759175108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.310493758934783"
[1] "Starting iterative with newton 0.310493758934783"
[1] "Starting newton at: 0.318516699925342"
[1] "Newton iter: 1, lambda:0.308119725810848, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.308149387289776, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308149387531375, diff to last: 0"
[1] "Final threshold is: 0.00766515084507183"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0248747885319133"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.79841194718275"
[1] "Starting iterative with newton 1.79841194718275"
[1] "Starting newton at: 0.737214505767732"
[1] "Newton iter: 1, lambda:0.789549359779743, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.791158902353856, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.791160396961011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791160396962298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791160396961011"
[1] "Starting iterative with newton 0.791160396961011"
[1] "Starting newton at: 0.580956795288955"
[1] "Newton iter: 1, lambda:0.51104176641714, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.513083158648154, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.513084925536083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513084925537406, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513084925536083"
[1] "Starting iterative with newton 0.513084925536083"
[1] "Starting newton at: 0.587744582204617"
[1] "Newton iter: 1, lambda:0.429245910236986, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.43857085662937, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.438604119893312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43860412031605, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438604119893312"
[1] "Starting iterative with newton 0.438604119893312"
[1] "Starting newton at: 0.299006232035922"
[1] "Newton iter: 1, lambda:0.413964430138483, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.418914474462925, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.418923570119056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418923570149749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418923570119056"
[1] "Starting iterative with newton 0.418923570119056"
[1] "Starting newton at: 0.299454165255181"
[1] "Newton iter: 1, lambda:0.409259014764599, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.413737138228461, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.413744523162872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413744523182946, diff to last: 0"
[1] "Final threshold is: 0.0102918075204131"
threshold is:
[{'ad': 0.00020440536933907284, 'da': 0.0007554692183567958, 'dd': 0.00081679782743698}, {'ad': 0.0009920329527381175, 'da': 0.0015551915605105748, 'dd': 0.0026208490844679268}, {'ad': 0.003092108373411183, 'da': 0.0031936261846097994, 'dd': 0.004497559497773975}, {'ad': 0.005259375274107182, 'da': 0.005327346456888646, 'dd': 0.006534942893332341}, {'ad': 0.00866183636950286, 'da': 0.007665150845071827, 'dd': 0.010291807520413053}]
Number of points in noise estimation: 128
Estimated noise: 0.06632438353056103
0.06632438353056103
threshold is:
[{'ad': 0.042432007107755965, 'da': 0.013741165374868585, 'dd': 0.027643433842702514}, {'ad': 0.00980016331429745, 'da': 0.010881355274133015, 'dd': 0.015444803225627746}, {'ad': 0.020067592938294968, 'da': 0.024286155734717207, 'dd': 0.032023776604352516}, {'ad': 0.04936432816559311, 'da': 0.04005563040744409, 'dd': 0.054809707957471664}, {'ad': 0.07981186772687487, 'da': 0.06280351788529023, 'dd': 0.292189744189064}]
['baboon256', 0.05, 3, 0.0024855960562236708, 0.0023760819176434494, 0.0022223784030261816, 0.008215800777243761, 0.0028652749914049804, 0.003020312669617921, 0.002136374268866018, 0.0024855960562236725, 26.04569448826809, 26.2413859072483, 26.53181992040283, 20.85350100373864, 25.428336907930568, 25.199480955657634, 26.70322661444708, 26.045694488268087]
baboon256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.065677036501708
0.065677036501708
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.226686445204449"
[1] "Newton iter: 1, lambda:0.132812804558713, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.133472286232041, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.133472319076729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133472319076729, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133472319076729"
[1] "Starting iterative with newton 0.133472319076729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502373499242822, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503609036341021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503609043814256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0503609036341021"
[1] "Starting iterative with newton 0.0503609036341021"
[1] "Starting newton at: 0.0564058875886518"
[1] "Newton iter: 1, lambda:0.0477587118079903, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.047762223030487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0477622230310659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.047762223030487"
[1] "Starting iterative with newton 0.047762223030487"
[1] "Starting newton at: 0.0590045681922669"
[1] "Newton iter: 1, lambda:0.0476760552615429, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0476820736244469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0476820736261454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0476820736261454"
[1] "Starting iterative with newton 0.0476820736261454"
[1] "Starting newton at: 0.0590847175966084"
[1] "Newton iter: 1, lambda:0.0476734951471412, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0476796014606781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0476796014624266, diff to last: 0"
[1] "Final threshold is: 0.00313145492551985"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.208623963104098"
[1] "Newton iter: 1, lambda:0.264958253433016, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.265461498230077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265461538107974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265461538107974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265461538107974"
[1] "Starting iterative with newton 0.265461538107974"
[1] "Starting newton at: 0.108173050271003"
[1] "Newton iter: 1, lambda:0.120713430635922, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.12072844826251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12072844828404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.12072844828404"
[1] "Starting iterative with newton 0.12072844828404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109079001861015, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110187183177057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110187297377714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110187297377715, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110187297377714"
[1] "Starting iterative with newton 0.110187297377714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10829650019937, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109386803032154, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109386913372995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109386913372996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109386913372995"
[1] "Starting iterative with newton 0.109386913372995"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108236927965856, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109325877327985, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10932598737956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109325987379561, diff to last: 0"
[1] "Final threshold is: 0.00718020686371263"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.319063899921749, diff to last: 0.319"
[1] "Newton iter: 2, lambda:0.34403359446799, diff to last: 0.025"
[1] "Newton iter: 3, lambda:0.344185952993888, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344185958655896, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344185952993888"
[1] "Starting iterative with newton 0.344185952993888"
[1] "Starting newton at: 0.217650636591842"
[1] "Newton iter: 1, lambda:0.173833622559271, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.17409075731057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17409076619104, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17409076619104"
[1] "Starting iterative with newton 0.17409076619104"
[1] "Starting newton at: 0.151177893559136"
[1] "Newton iter: 1, lambda:0.158393500411546, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.158400273716239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.158400273722205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158400273722205"
[1] "Starting iterative with newton 0.158400273722205"
[1] "Starting newton at: 0.16686838602797"
[1] "Newton iter: 1, lambda:0.15687134203574, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.156884293063495, diff to last: 0"
[1] "Newton iter: 3, lambda:0.156884293085241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156884293063495"
[1] "Starting iterative with newton 0.156884293063495"
[1] "Starting newton at: 0.168384366686681"
[1] "Newton iter: 1, lambda:0.156719629509891, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.156737255175094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.15673725521536, diff to last: 0"
[1] "Final threshold is: 0.0102940384293122"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.405274034454685"
[1] "Newton iter: 1, lambda:0.434018603453317, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.434253465000371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434253480601767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434253480601767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.434253480601767"
[1] "Starting iterative with newton 0.434253480601767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163428879343952, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.167334261236826, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167336487610684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167336487611407, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.167336487610684"
[1] "Starting iterative with newton 0.167336487610684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137726363040723, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140247779058016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.140248623688552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140248623688647, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.140248623688552"
[1] "Starting iterative with newton 0.140248623688552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135092471703096, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137493610912702, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137494369136771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137494369136846, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.137494369136846"
[1] "Starting iterative with newton 0.137494369136846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134824530872579, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137213644940803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137214394808546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13721439480862, diff to last: 0"
[1] "Final threshold is: 0.00901183481640063"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.619541209362598"
[1] "Newton iter: 1, lambda:0.548965812999116, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.550580158786209, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.550581021843611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550581021843858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550581021843858"
[1] "Starting iterative with newton 0.550581021843858"
[1] "Starting newton at: 0.266579356455041"
[1] "Newton iter: 1, lambda:0.237145954572017, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.237314929311337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237314934888336, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237314929311337"
[1] "Starting iterative with newton 0.237314929311337"
[1] "Starting newton at: 0.302872769623369"
[1] "Newton iter: 1, lambda:0.1977702775177, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.199690972652865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.199691616461184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199691616461256, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199691616461184"
[1] "Starting iterative with newton 0.199691616461184"
[1] "Starting newton at: 0.325311506367505"
[1] "Newton iter: 1, lambda:0.19208254501533, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.195123355578248, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.19512494717743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195124947177866, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19512494717743"
[1] "Starting iterative with newton 0.19512494717743"
[1] "Starting newton at: 0.322985900051758"
[1] "Newton iter: 1, lambda:0.191616381082867, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.194568306120687, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.194569803512172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194569803512557, diff to last: 0"
[1] "Final threshold is: 0.0127787680874244"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41783095239906"
[1] "Starting iterative with newton 2.41783095239906"
[1] "Starting newton at: 0.789023265678332"
[1] "Newton iter: 1, lambda:0.693280956818929, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.697578345396499, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.697587330714119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.697587330753344, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.697587330714119"
[1] "Starting iterative with newton 0.697587330714119"
[1] "Starting newton at: 0.260151058604985"
[1] "Newton iter: 1, lambda:0.369252154803432, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.372840805180286, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.372844654439147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372844654443574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372844654439147"
[1] "Starting iterative with newton 0.372844654439147"
[1] "Starting newton at: 0.490061279460159"
[1] "Newton iter: 1, lambda:0.303799231779696, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.312926781090374, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.312949176974333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312949177109073, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312949176974333"
[1] "Starting iterative with newton 0.312949176974333"
[1] "Starting newton at: 0.175682156899563"
[1] "Newton iter: 1, lambda:0.297749541005372, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.301693478840188, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.301697573895095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301697573899509, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.301697573895095"
[1] "Starting iterative with newton 0.301697573895095"
[1] "Starting newton at: 0.186933759978801"
[1] "Newton iter: 1, lambda:0.296411750842973, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.299570617330141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.299573234036863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299573234038658, diff to last: 0"
[1] "Final threshold is: 0.0196750822268917"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.08808304598231"
[1] "Starting iterative with newton 2.08808304598231"
[1] "Starting newton at: 0.535212266776286"
[1] "Newton iter: 1, lambda:0.675985160063987, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.685568257919303, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.685611150629557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685611151486209, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685611150629557"
[1] "Starting iterative with newton 0.685611150629557"
[1] "Starting newton at: 0.29576195747437"
[1] "Newton iter: 1, lambda:0.405741341904255, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.409795261471877, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.409800706841127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409800706850946, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.409800706841127"
[1] "Starting iterative with newton 0.409800706841127"
[1] "Starting newton at: 0.266871726720011"
[1] "Newton iter: 1, lambda:0.349511058678208, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.351596910818469, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.351598231094046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351598231094574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.351598231094046"
[1] "Starting iterative with newton 0.351598231094046"
[1] "Starting newton at: 0.284468941666956"
[1] "Newton iter: 1, lambda:0.338458416770406, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.339328957593728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339329182964993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339329182965009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.339329182964993"
[1] "Starting iterative with newton 0.339329182964993"
[1] "Starting newton at: 0.290367909416202"
[1] "Newton iter: 1, lambda:0.336121371844016, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.336743482110335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.336743596707403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336743596707407, diff to last: 0"
[1] "Final threshold is: 0.0221163214926685"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.76061527690156"
[1] "Starting iterative with newton 1.76061527690156"
[1] "Starting newton at: 0.703563224352663"
[1] "Newton iter: 1, lambda:0.708022976840249, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.7080326705887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.70803267063443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.7080326705887"
[1] "Starting iterative with newton 0.7080326705887"
[1] "Starting newton at: 0.441014073085157"
[1] "Newton iter: 1, lambda:0.480444065306841, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.481036147756229, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.481036280353191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481036280353198, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.481036280353191"
[1] "Starting iterative with newton 0.481036280353191"
[1] "Starting newton at: 0.491843087179091"
[1] "Newton iter: 1, lambda:0.425210180912734, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.426766032691538, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.426766890889034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426766890889295, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.426766890889034"
[1] "Starting iterative with newton 0.426766890889034"
[1] "Starting newton at: 0.521725218958452"
[1] "Newton iter: 1, lambda:0.409204031972765, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.413532360183606, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.413538895688106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413538895702997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.413538895702997"
[1] "Starting iterative with newton 0.413538895702997"
[1] "Starting newton at: 0.532457596534475"
[1] "Newton iter: 1, lambda:0.404755947502672, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.410292348071302, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.410302998893053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410302998932441, diff to last: 0"
[1] "Final threshold is: 0.0269474850350593"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39628466855333"
[1] "Starting iterative with newton 1.39628466855333"
[1] "Starting newton at: 0.867365739870474"
[1] "Newton iter: 1, lambda:0.853126305672753, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.853253567350225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.853253577580615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853253577580615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853253567350225"
[1] "Starting iterative with newton 0.853253567350225"
[1] "Starting newton at: 0.603616924211486"
[1] "Newton iter: 1, lambda:0.672533578244064, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.675140764079216, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.675144429146636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675144429153873, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.675144429153873"
[1] "Starting iterative with newton 0.675144429153873"
[1] "Starting newton at: 0.678485523945259"
[1] "Newton iter: 1, lambda:0.6129928102993, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.615130242258492, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.615132564366465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.615132564369204, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615132564366465"
[1] "Starting iterative with newton 0.615132564366465"
[1] "Starting newton at: 0.4891065038085"
[1] "Newton iter: 1, lambda:0.589718874661166, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.594858332273538, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.59487149126395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594871491350105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59487149126395"
[1] "Starting iterative with newton 0.59487149126395"
[1] "Starting newton at: 0.499305886762716"
[1] "Newton iter: 1, lambda:0.584388798847567, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.588027704820629, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.58803425216411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588034252185287, diff to last: 0"
[1] "Final threshold is: 0.0386203470436368"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.18170011237931"
[1] "Starting iterative with newton 1.18170011237931"
[1] "Starting newton at: 1.0113774968689"
[1] "Newton iter: 1, lambda:0.910114980526469, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.916747224486613, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.916777396883464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916777397505918, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.916777396883464"
[1] "Starting iterative with newton 0.916777396883464"
[1] "Starting newton at: 0.780358993615677"
[1] "Newton iter: 1, lambda:0.818302619409112, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.819231630266398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.819232179055976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.819232179056167, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.819232179055976"
[1] "Starting iterative with newton 0.819232179055976"
[1] "Starting newton at: 0.796929015806883"
[1] "Newton iter: 1, lambda:0.782327181160636, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.782458056631171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.782458067207263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782458067207263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.782458067207263"
[1] "Starting iterative with newton 0.782458067207263"
[1] "Starting newton at: 0.798101140643318"
[1] "Newton iter: 1, lambda:0.767946356756536, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.768494851996738, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.768495035702522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768495035702543, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.768495035702543"
[1] "Starting iterative with newton 0.768495035702543"
[1] "Starting newton at: 0.801865547665786"
[1] "Newton iter: 1, lambda:0.762240722061027, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.763180128506732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.763180665124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.763180665124175, diff to last: 0"
[1] "Final threshold is: 0.0501234444007582"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.21163551140533"
[1] "Starting iterative with newton 1.21163551140533"
[1] "Starting newton at: 0.803029610490443"
[1] "Newton iter: 1, lambda:0.875440918299416, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.878965769852464, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.878973887964711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.878973888007703, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.878973887964711"
[1] "Starting iterative with newton 0.878973887964711"
[1] "Starting newton at: 0.822426131389019"
[1] "Newton iter: 1, lambda:0.76305158643251, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.765095922088942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765098406679052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765098406682719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.765098406679052"
[1] "Starting iterative with newton 0.765098406679052"
[1] "Starting newton at: 0.82689085436189"
[1] "Newton iter: 1, lambda:0.718710903373914, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.725143050293055, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.725166843192238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.725166843517082, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.725166843517082"
[1] "Starting iterative with newton 0.725166843517082"
[1] "Starting newton at: 0.60118544306271"
[1] "Newton iter: 1, lambda:0.704780271237112, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.711039595365135, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.711061844222221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.711061844502743, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.711061844222221"
[1] "Starting iterative with newton 0.711061844222221"
[1] "Starting newton at: 0.605613371068151"
[1] "Newton iter: 1, lambda:0.700802541719911, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.706052308219267, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.706067883711885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.706067883848751, diff to last: 0"
[1] "Final threshold is: 0.0463724461802182"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.972944126861046"
[1] "Starting iterative with newton 0.972944126861046"
[1] "Starting newton at: 1.18324920396028"
[1] "Newton iter: 1, lambda:1.00233492156474, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.02536333190799, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.02579161746126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02579176374264, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02579176374266, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02579176374264"
[1] "Starting iterative with newton 1.02579176374264"
[1] "Starting newton at: 1.1804455025767"
[1] "Newton iter: 1, lambda:1.03417069255819, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.04984134451596, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05004217849911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05004221118967, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05004221118967, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05004221118967"
[1] "Starting iterative with newton 1.05004221118967"
[1] "Starting newton at: 1.17481705043173"
[1] "Newton iter: 1, lambda:1.04918326108362, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.06100098685396, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0611158072784, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0611158180423, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0611158180423, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0611158180423"
[1] "Starting iterative with newton 1.0611158180423"
[1] "Starting newton at: 1.17581875992777"
[1] "Newton iter: 1, lambda:1.05507321359737, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.06606135385492, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.06616090850989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06616091662895, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06616090850989"
[1] "Starting iterative with newton 1.06616090850989"
[1] "Starting newton at: 1.18922202144763"
[1] "Newton iter: 1, lambda:1.05481653249233, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.06830672091122, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.06845722869642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06845724728195, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06845724728195, diff to last: 0"
[1] "Final threshold is: 0.0701731056302514"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.764190207584722"
[1] "Starting iterative with newton 0.764190207584722"
[1] "Starting newton at: 1.24118157204704"
[1] "Newton iter: 1, lambda:1.21815014124311, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.21867461904813, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2186748960515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21867489605158, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21867489605158"
[1] "Starting iterative with newton 1.21867489605158"
[1] "Starting newton at: 1.69626315088687"
[1] "Newton iter: 1, lambda:1.47010933298278, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.51657193657654, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.51924728536581, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.51925580641028, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5192558064965, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5192558064965"
[1] "Starting iterative with newton 1.5192558064965"
[1] "Starting newton at: 1.69661482475334"
[1] "Newton iter: 1, lambda:1.712726123851, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.71307157669205, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71307173275816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71307173275819, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71307173275819"
[1] "Starting iterative with newton 1.71307173275819"
[1] "Starting newton at: 1.68429804014783"
[1] "Newton iter: 1, lambda:1.81037180654361, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.83533160355529, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.83622033802139, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.83622143301104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8362214330127, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83622143301104"
[1] "Starting iterative with newton 1.83622143301104"
[1] "Starting newton at: 1.66526840838817"
[1] "Newton iter: 1, lambda:1.85053462027756, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.90867023981816, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.91386386829149, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.91390280652269, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91390280869699, diff to last: 0"
[1] "Final threshold is: 0.125699464627514"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.857686848996925"
[1] "Starting iterative with newton 0.857686848996925"
[1] "Starting newton at: 1.07759451177846"
[1] "Newton iter: 1, lambda:1.0886377130676, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.08874308121983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08874309074741, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08874309074741"
[1] "Starting iterative with newton 1.08874309074741"
[1] "Starting newton at: 1.06280245795069"
[1] "Newton iter: 1, lambda:1.18985328991865, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.20589590499341, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.20613601835311, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20613607154796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20613607154796, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20613607154796"
[1] "Starting iterative with newton 1.20613607154796"
[1] "Starting newton at: 1.47367075421266"
[1] "Newton iter: 1, lambda:1.2096092945068, diff to last: 0.264"
[1] "Newton iter: 2, lambda:1.26166706991226, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.26435319884306, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.26436010491814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2643601049637, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26436010491814"
[1] "Starting iterative with newton 1.26436010491814"
[1] "Starting newton at: 1.47808575787604"
[1] "Newton iter: 1, lambda:1.25069856902145, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.29126690579508, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.29291462174357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29291726257301, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29291726257978, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.29291726257301"
[1] "Starting iterative with newton 1.29291726257301"
[1] "Starting newton at: 1.47735610312251"
[1] "Newton iter: 1, lambda:1.27145345231585, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.3056715031428, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30684848279905, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30684984083572, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30684984083752, diff to last: 0"
[1] "Final threshold is: 0.0858300246988186"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.44677614333394"
[1] "Newton iter: 1, lambda:1.3936516246825, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.39684051579371, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.39685266451017, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39685266468598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39685266451017"
[1] "Starting iterative with newton 1.39685266451017"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.28933787957015"
threshold is:
[{'ad': 0.0031314549255198458, 'da': 0.007180206863712626, 'dd': 0.010294038429312164}, {'ad': 0.009011834816400633, 'da': 0.012778768087424381, 'dd': 0.019675082226891658}, {'ad': 0.022116321492668543, 'da': 0.026947485035059306, 'dd': 0.0386203470436368}, {'ad': 0.05012344440075821, 'da': 0.04637244618021817, 'dd': 0.07017310563025135}, {'ad': 0.12569946462751364, 'da': 0.08583002469881858, 'dd': 0.2893378795701496}]
Number of points in noise estimation: 128
Estimated noise: 0.065677036501708
0.065677036501708
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.3074044739612"
[1] "Starting iterative with newton 20.3074044739612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.37874432044431"
[1] "Starting iterative with newton 9.37874432044431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.18454478147722"
[1] "Starting iterative with newton 5.18454478147722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74281101485228"
[1] "Starting iterative with newton 4.74281101485228"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.3349872781983"
[1] "Starting iterative with newton 3.3349872781983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41783095239906"
[1] "Starting iterative with newton 2.41783095239906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.08808304598231"
[1] "Starting iterative with newton 2.08808304598231"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76061527690156"
[1] "Starting iterative with newton 1.76061527690156"
[1] "Starting newton at: 2.03816160008552"
[1] "Newton iter: 1, lambda:1.56145990562137, diff to last: 0.477"
[1] "Newton iter: 2, lambda:1.4979337672906, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.49474610124474, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49473752993793, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49473752987579, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49473752987579"
[1] "Starting iterative with newton 1.49473752987579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39628466855333"
[1] "Starting iterative with newton 1.39628466855333"
[1] "Starting newton at: 1.5897445949404"
[1] "Newton iter: 1, lambda:1.27899323225001, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.20380019241379, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.19656348964546, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.19649324782292, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19649324119239, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19649324782292"
[1] "Starting iterative with newton 1.19649324782292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.18170011237931"
[1] "Starting iterative with newton 1.18170011237931"
[1] "Starting newton at: 1.34462745068599"
[1] "Newton iter: 1, lambda:1.15317892250423, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.10955868711429, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.10671095862521, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.10669863237427, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10669863214327, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10669863237427"
[1] "Starting iterative with newton 1.10669863237427"
[1] "Starting newton at: 1.28275600141493"
[1] "Newton iter: 1, lambda:1.05532842493201, diff to last: 0.227"
[1] "Newton iter: 2, lambda:0.983334877470323, diff to last: 0.072"
[1] "Newton iter: 3, lambda:0.973598061482196, diff to last: 0.01"
[1] "Newton iter: 4, lambda:0.973416288857286, diff to last: 0"
[1] "Newton iter: 5, lambda:0.973416225668844, diff to last: 0"
[1] "Newton iter: 6, lambda:0.973416225668836, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.973416225668836"
[1] "Starting iterative with newton 0.973416225668836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.21163551140533"
[1] "Starting iterative with newton 1.21163551140533"
[1] "Starting newton at: 1.40154912378506"
[1] "Newton iter: 1, lambda:1.19851454821382, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.15377007304212, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.15097347936964, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.15096234535682, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15096234518025, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15096234535682"
[1] "Starting iterative with newton 1.15096234535682"
[1] "Starting newton at: 1.32932500942307"
[1] "Newton iter: 1, lambda:1.11485736525948, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.05597912913959, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.05020553984363, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.0501490806527, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05014907525678, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05014907525678"
[1] "Starting iterative with newton 1.05014907525678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.972944126861046"
[1] "Starting iterative with newton 0.972944126861046"
[1] "Starting newton at: 1.10591601953049"
[1] "Newton iter: 1, lambda:1.09272503889873, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.09245941524475, diff to last: 0"
[1] "Newton iter: 3, lambda:1.0924593072622, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09245930726218, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09245930726218"
[1] "Starting iterative with newton 1.09245930726218"
[1] "Starting newton at: 1.3714731293897"
[1] "Newton iter: 1, lambda:1.30831594431464, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.30453699446103, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.30452246444937, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30452246423385, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30452246423385"
[1] "Starting iterative with newton 1.30452246423385"
[1] "Starting newton at: 1.56810338059501"
[1] "Newton iter: 1, lambda:1.55127728380849, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.55112111804859, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55112110411268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55112110411268, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55112110411268"
[1] "Starting iterative with newton 1.55112110411268"
[1] "Starting newton at: 1.84230449895847"
[1] "Newton iter: 1, lambda:1.77714150174523, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.77634831295417, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77634814839624, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77634814839623, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.77634814839623"
[1] "Starting iterative with newton 1.77634814839623"
[1] "Starting newton at: 1.89894835570651"
[1] "Newton iter: 1, lambda:1.92218845590148, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.92211765299283, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92211765245929, diff to last: 0"
[1] "Final threshold is: 0.126238991221146"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.764190207584722"
[1] "Starting iterative with newton 0.764190207584722"
[1] "Starting newton at: 1.28642381066332"
[1] "Newton iter: 1, lambda:1.3556418224482, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.35121132439119, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.35119439891642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35119439866798, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35119439866798"
[1] "Starting iterative with newton 1.35119439866798"
[1] "Starting newton at: 1.99171402392386"
[1] "Newton iter: 1, lambda:1.97132513230241, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.97138722389394, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97138722438343, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.97138722438343"
[1] "Starting iterative with newton 1.97138722438343"
[1] "Starting newton at: 2.28164955673145"
[1] "Newton iter: 1, lambda:2.34759757714133, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.34931162069949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.34931291988726, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34931291988801, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34931291988726"
[1] "Starting iterative with newton 2.34931291988726"
[1] "Starting newton at: 2.53880123599392"
[1] "Newton iter: 1, lambda:2.5525277275773, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.55263011312758, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55263011888183, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55263011888183"
[1] "Starting iterative with newton 2.55263011888183"
[1] "Starting newton at: 2.65576238768059"
[1] "Newton iter: 1, lambda:2.65668360846251, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.656684110837, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65668411083715, diff to last: 0"
[1] "Final threshold is: 0.174483139320959"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.857686848996925"
[1] "Starting iterative with newton 0.857686848996925"
[1] "Starting newton at: 1.12321293798015"
[1] "Newton iter: 1, lambda:1.20201038946359, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.19417291756728, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.19409620494848, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19409619756826, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19409619756826"
[1] "Starting iterative with newton 1.19409619756826"
[1] "Starting newton at: 1.58926440613741"
[1] "Newton iter: 1, lambda:1.64166639702561, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.64041339866656, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.64041278055293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64041278055278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.64041278055278"
[1] "Starting iterative with newton 1.64041278055278"
[1] "Starting newton at: 2.03939237864215"
[1] "Newton iter: 1, lambda:1.98367404510034, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.9839131846005, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98391318577453, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.9839131846005"
[1] "Starting iterative with newton 1.9839131846005"
[1] "Starting newton at: 2.22749195178586"
[1] "Newton iter: 1, lambda:2.18152908082015, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.18198544401601, diff to last: 0"
[1] "Newton iter: 3, lambda:2.18198548124535, diff to last: 0"
[1] "Newton iter: 4, lambda:2.18198548124535, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.18198548124535"
[1] "Starting iterative with newton 2.18198548124535"
[1] "Starting newton at: 2.29284338714151"
[1] "Newton iter: 1, lambda:2.28759900516372, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.28760582612544, diff to last: 0"
[1] "Newton iter: 3, lambda:2.2876058261368, diff to last: 0"
[1] "Final threshold is: 0.150243171343961"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.065677036501708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.7118014730582"
[1] "Newton iter: 1, lambda:1.91547870890489, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.90804200779866, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.90804540067653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90804540067714, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.90804540067653"
[1] "Starting iterative with newton 1.90804540067653"
[1] "Starting newton at: 2.58334018289546"
[1] "Newton iter: 1, lambda:2.60424982918486, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.60460553002434, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60460563345758, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60460563345759, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.60460563345758"
[1] "Starting iterative with newton 2.60460563345758"
[1] "Starting newton at: 2.97723221116568"
[1] "Newton iter: 1, lambda:2.94483516186242, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.945817132119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.94581804690969, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94581804691048, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.94581804691048"
[1] "Starting iterative with newton 2.94581804691048"
[1] "Starting newton at: 3.08801596576488"
[1] "Newton iter: 1, lambda:3.10922655571739, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.10968316613728, diff to last: 0"
[1] "Newton iter: 3, lambda:3.10968337534194, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10968337534199, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.10968337534199"
[1] "Starting iterative with newton 3.10968337534199"
[1] "Starting newton at: 3.16208076043713"
[1] "Newton iter: 1, lambda:3.19275033045029, diff to last: 0.031"
[1] "Newton iter: 2, lambda:3.19374085990568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.19374187327033, diff to last: 0"
[1] "Newton iter: 4, lambda:3.19374187327139, diff to last: 0"
[1] "Final threshold is: 0.209755501587879"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.1262389912211459}, {'ad': 0.1744831393209591, 'da': 0.1502431713439605, 'dd': 0.20975550158787856}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.407806377451786. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025022728407282376
0.025022728407282376
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 53.3007481511546"
[1] "Starting iterative with newton 53.3007481511546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.6163457097165"
[1] "Starting iterative with newton 24.6163457097165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6078500839549"
[1] "Starting iterative with newton 13.6078500839549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4484335630043"
[1] "Starting iterative with newton 12.4484335630043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.7533252824347"
[1] "Starting iterative with newton 8.7533252824347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.3460694266041"
[1] "Starting iterative with newton 6.3460694266041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.48058166149725"
[1] "Starting iterative with newton 5.48058166149725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.62107856203546"
[1] "Starting iterative with newton 4.62107856203546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66482174328616"
[1] "Starting iterative with newton 3.66482174328616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.10160267703748"
[1] "Starting iterative with newton 3.10160267703748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.18017397679841"
[1] "Starting iterative with newton 3.18017397679841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55368183252864"
[1] "Starting iterative with newton 2.55368183252864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.00576641127523"
[1] "Starting iterative with newton 2.00576641127523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25116660228835"
[1] "Starting iterative with newton 2.25116660228835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77033004645344"
[1] "Starting iterative with newton 1.77033004645344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.407806377451786. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.025022728407282376
0.025022728407282376
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504752459604864, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0505794318842057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505794323279973, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0505794318842057"
[1] "Starting iterative with newton 0.0505794318842057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026238475598265, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262501240212462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262501240235417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0262501240212462"
[1] "Starting iterative with newton 0.0262501240212462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260539318137103, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260653645555264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260653645577276, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0260653645555264"
[1] "Starting iterative with newton 0.0260653645555264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026052488413559, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260639195093007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260639195115011, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0260639195093007"
[1] "Starting iterative with newton 0.0260639195093007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260524771219126, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260639082047794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260639082069799, diff to last: 0"
[1] "Final threshold is: 0.000652190096240533"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0532700888963582"
[1] "Newton iter: 1, lambda:0.133016899154089, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.133473945062899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.133473960003006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133473960003006, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133473960003006"
[1] "Starting iterative with newton 0.133473960003006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358413536691764, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359015430157458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359015431855054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0359015431855054"
[1] "Starting iterative with newton 0.0359015431855054"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318906739324651, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319357092685848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319357093584079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0319357092685848"
[1] "Starting iterative with newton 0.0319357092685848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0317348668849963, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0317793555495593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0317793556370034, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0317793556370034"
[1] "Starting iterative with newton 0.0317793556370034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0317287320946714, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0317731993126115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0317731993999629, diff to last: 0"
[1] "Final threshold is: 0.000795052137029928"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169761721652929, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.172914515018067, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.172915594920785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172915594920911, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.172915594920911"
[1] "Starting iterative with newton 0.172915594920911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0629614539742139, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0632297076764022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.063229712545066, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0632297076764022"
[1] "Starting iterative with newton 0.0632297076764022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569677491946706, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571769440041317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571769468251045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0571769440041317"
[1] "Starting iterative with newton 0.0571769440041317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.056641302080797, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.05684752147109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568475242046591, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.05684752147109"
[1] "Starting iterative with newton 0.05684752147109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566235501300486, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568296084259052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568296111547846, diff to last: 0"
[1] "Final threshold is: 0.00142203185713363"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171610275196346, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.174868814405576, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174869981009015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174869981009164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.174869981009015"
[1] "Starting iterative with newton 0.174869981009015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514944241999861, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0516237611413121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.051623761957261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0516237611413121"
[1] "Starting iterative with newton 0.0516237611413121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0469644334112075, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0470669062362642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0470669067241401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0470669067241401"
[1] "Starting iterative with newton 0.0470669067241401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046797014480291, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0468985725825675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046898573060899, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0468985725825675"
[1] "Starting iterative with newton 0.0468985725825675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0467908306024354, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0468923550197236, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0468923554977056, diff to last: 0"
[1] "Final threshold is: 0.00117337466403641"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.393597368330738"
[1] "Newton iter: 1, lambda:0.219683376965244, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.223843170831371, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223845595618249, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223845595619072, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.223845595618249"
[1] "Starting iterative with newton 0.223845595618249"
[1] "Starting newton at: 0.16638128658733"
[1] "Newton iter: 1, lambda:0.0851909171828442, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0856932216109092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0856932408639759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0856932408639759, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0856932408639759"
[1] "Starting iterative with newton 0.0856932408639759"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776643123849628, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.078103562604635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781035766507528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781035766507528, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0781035766507528"
[1] "Starting iterative with newton 0.0781035766507528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772492442407091, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0776826535442708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0776826671830208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0776826671830208, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0776826671830208"
[1] "Starting iterative with newton 0.0776826671830208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772262120222168, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0776592987092867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0776593123257297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0776593123257297, diff to last: 0"
[1] "Final threshold is: 0.00194324788062305"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.423541499654259"
[1] "Newton iter: 1, lambda:0.3368597948929, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.338443674686879, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.338444212023144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338444212023206, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.338444212023206"
[1] "Starting iterative with newton 0.338444212023206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118319917963464, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119847735609743, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119847990065226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119847990065233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.119847990065226"
[1] "Starting iterative with newton 0.119847990065226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101568371801311, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.10260969361213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102609803021309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10260980302131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102609803021309"
[1] "Starting iterative with newton 0.102609803021309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10026144815879, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101269360458947, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101269462279887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101269462279888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101269462279887"
[1] "Starting iterative with newton 0.101269462279887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100159917308635, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101165261300337, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101165362550229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10116536255023, diff to last: 0"
[1] "Final threshold is: 0.00253143339131863"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.442624875876695"
[1] "Newton iter: 1, lambda:0.406758694061004, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.407078968112128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.407078993834092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407078993834092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.407078993834092"
[1] "Starting iterative with newton 0.407078993834092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137768337089247, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.139991018518954, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139991596108877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139991596108916, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139991596108916"
[1] "Starting iterative with newton 0.139991596108916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116866080754606, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118340524371884, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118340758851727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118340758851733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118340758851733"
[1] "Starting iterative with newton 0.118340758851733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115146513892363, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116567897058591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116568113457241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116568113457246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.116568113457241"
[1] "Starting iterative with newton 0.116568113457241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115005588642644, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116422677177582, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116422892147508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116422892147513, diff to last: 0"
[1] "Final threshold is: 0.00291321841059741"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.332328176634974"
[1] "Newton iter: 1, lambda:0.464914300094604, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.470161479249303, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.470169497507083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470169497525784, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.470169497507083"
[1] "Starting iterative with newton 0.470169497507083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158751802069684, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.162315839841182, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.162317634436682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162317634437137, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162317634436682"
[1] "Starting iterative with newton 0.162317634436682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131194195282374, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133356206725888, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133356793860786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133356793860829, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133356793860786"
[1] "Starting iterative with newton 0.133356793860786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128589565308897, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130642529218771, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130643052520628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130643052520662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130643052520628"
[1] "Starting iterative with newton 0.130643052520628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128345408723822, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130388343279459, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130388860915938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130388860915972, diff to last: 0"
[1] "Final threshold is: 0.00326268505403444"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.66482174328616"
[1] "Starting iterative with newton 3.66482174328616"
[1] "Starting newton at: 0.58587947467516"
[1] "Newton iter: 1, lambda:0.599573131082315, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.599643934421685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.599643936307029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599643936307029"
[1] "Starting iterative with newton 0.599643936307029"
[1] "Starting newton at: 0.394588902740371"
[1] "Newton iter: 1, lambda:0.216034603550937, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.221772963241317, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.22177895688668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221778956893218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.22177895688668"
[1] "Starting iterative with newton 0.22177895688668"
[1] "Starting newton at: 0.315870583801209"
[1] "Newton iter: 1, lambda:0.175264707546963, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.178411691591744, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178413276189492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178413276189894, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178413276189894"
[1] "Starting iterative with newton 0.178413276189894"
[1] "Starting newton at: 0.329873772173675"
[1] "Newton iter: 1, lambda:0.169337286936382, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.173374348490099, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173376916228797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173376916229836, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.173376916228797"
[1] "Starting iterative with newton 0.173376916228797"
[1] "Starting newton at: 0.334910132134772"
[1] "Newton iter: 1, lambda:0.168456578935648, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.172787849916252, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.172790800232345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172790800233714, diff to last: 0"
[1] "Final threshold is: 0.0043236972655252"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.10160267703748"
[1] "Starting iterative with newton 3.10160267703748"
[1] "Starting newton at: 0.58379190200462"
[1] "Newton iter: 1, lambda:0.626318828065719, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.627064022474598, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627064248509896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627064248509916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627064248509896"
[1] "Starting iterative with newton 0.627064248509896"
[1] "Starting newton at: 0.349625969067911"
[1] "Newton iter: 1, lambda:0.271610578211388, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.272971290390394, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272971706829615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272971706829654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272971706829615"
[1] "Starting iterative with newton 0.272971706829615"
[1] "Starting newton at: 0.335654716985455"
[1] "Newton iter: 1, lambda:0.219864453820686, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.222517960989403, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22251936283788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222519362838271, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.222519362838271"
[1] "Starting iterative with newton 0.222519362838271"
[1] "Starting newton at: 0.314337065046293"
[1] "Newton iter: 1, lambda:0.213319592486318, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.215304878928051, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.215305649233616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215305649233731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215305649233616"
[1] "Starting iterative with newton 0.215305649233616"
[1] "Starting newton at: 0.31261551675442"
[1] "Newton iter: 1, lambda:0.212320207084226, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.21427219191657, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.214272934611481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214272934611589, diff to last: 0"
[1] "Final threshold is: 0.00536169344781716"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.18017397679841"
[1] "Starting iterative with newton 3.18017397679841"
[1] "Starting newton at: 0.635385098073744"
[1] "Newton iter: 1, lambda:0.611053372183917, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.611282674460415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611282694981628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611282694981628, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611282694981628"
[1] "Starting iterative with newton 0.611282694981628"
[1] "Starting newton at: 0.369023673016354"
[1] "Newton iter: 1, lambda:0.258444562606214, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.261087864467264, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.261089388572911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261089388573418, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261089388573418"
[1] "Starting iterative with newton 0.261089388573418"
[1] "Starting newton at: 0.402491144927038"
[1] "Newton iter: 1, lambda:0.202390128434031, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.210066278296386, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.210077711475272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210077711500629, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210077711475272"
[1] "Starting iterative with newton 0.210077711475272"
[1] "Starting newton at: 0.404225872677453"
[1] "Newton iter: 1, lambda:0.194361143847084, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.202650169400302, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.202663253415142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202663253447734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.202663253415142"
[1] "Starting iterative with newton 0.202663253415142"
[1] "Starting newton at: 0.40376873176843"
[1] "Newton iter: 1, lambda:0.193255280794891, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.201573497554086, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.201586637450495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201586637483275, diff to last: 0"
[1] "Final threshold is: 0.00504424768028127"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.55368183252864"
[1] "Starting iterative with newton 2.55368183252864"
[1] "Starting newton at: 0.540886083922764"
[1] "Newton iter: 1, lambda:0.662354459843949, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.669173910763708, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.669194726437561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669194726631074, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669194726437561"
[1] "Starting iterative with newton 0.669194726437561"
[1] "Starting newton at: 0.337196823607861"
[1] "Newton iter: 1, lambda:0.332434173311676, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.332440454115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.332440454125927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.332440454125927"
[1] "Starting iterative with newton 0.332440454125927"
[1] "Starting newton at: 0.343285443811958"
[1] "Newton iter: 1, lambda:0.271283706980384, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.272550149748104, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.27255054336827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272550543368308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.27255054336827"
[1] "Starting iterative with newton 0.27255054336827"
[1] "Starting newton at: 0.336980197073587"
[1] "Newton iter: 1, lambda:0.260567132951356, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.261961273813852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261961739962353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261961739962405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261961739962353"
[1] "Starting iterative with newton 0.261961739962353"
[1] "Starting newton at: 0.341564805587536"
[1] "Newton iter: 1, lambda:0.258448859253355, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.260090911470629, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.260091555492509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260091555492608, diff to last: 0"
[1] "Final threshold is: 0.00650820035411665"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.00576641127523"
[1] "Starting iterative with newton 2.00576641127523"
[1] "Starting newton at: 0.831838034345063"
[1] "Newton iter: 1, lambda:0.722452085132281, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.728344308185916, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.728362189161843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.728362189326177, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.728362189161843"
[1] "Starting iterative with newton 0.728362189161843"
[1] "Starting newton at: 0.289530230629701"
[1] "Newton iter: 1, lambda:0.430405044984145, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.437616621414425, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.437635277607396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437635277732125, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.437635277607396"
[1] "Starting iterative with newton 0.437635277607396"
[1] "Starting newton at: 0.315421068180744"
[1] "Newton iter: 1, lambda:0.370885494406097, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.371885286846743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371885610192647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37188561019268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.37188561019268"
[1] "Starting iterative with newton 0.37188561019268"
[1] "Starting newton at: 0.319317603086621"
[1] "Newton iter: 1, lambda:0.356635443070766, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.357076302313032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.357076363654079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35707636365408, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357076363654079"
[1] "Starting iterative with newton 0.357076363654079"
[1] "Starting newton at: 0.322643998358948"
[1] "Newton iter: 1, lambda:0.353446041800039, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.353744547615543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.353744575580532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353744575580532, diff to last: 0"
[1] "Final threshold is: 0.00885165444030102"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25116660228835"
[1] "Starting iterative with newton 2.25116660228835"
[1] "Starting newton at: 0.557236419135842"
[1] "Newton iter: 1, lambda:0.683513981877626, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.691329630732139, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.691358591411341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691358591807957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691358591411341"
[1] "Starting iterative with newton 0.691358591411341"
[1] "Starting newton at: 0.295158937007986"
[1] "Newton iter: 1, lambda:0.382826290839866, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.385259582274159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.385261442081826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385261442082912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385261442081826"
[1] "Starting iterative with newton 0.385261442081826"
[1] "Starting newton at: 0.3249570179923"
[1] "Newton iter: 1, lambda:0.324214397381043, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.324214553457883, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32421455345789, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.32421455345789"
[1] "Starting iterative with newton 0.32421455345789"
[1] "Starting newton at: 0.339143023216518"
[1] "Newton iter: 1, lambda:0.311774136010805, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.311981096475583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311981108335596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311981108335596, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311981108335596"
[1] "Starting iterative with newton 0.311981108335596"
[1] "Starting newton at: 0.336132252964456"
[1] "Newton iter: 1, lambda:0.309330834467003, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.309528437173788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309528447937515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309528447937515, diff to last: 0"
[1] "Final threshold is: 0.00774524628706809"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0250227284072824"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.77033004645344"
[1] "Starting iterative with newton 1.77033004645344"
[1] "Starting newton at: 0.710157350635703"
[1] "Newton iter: 1, lambda:0.792149713867108, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.796161506328488, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.796170852644194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796170852694842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.796170852694842"
[1] "Starting iterative with newton 0.796170852694842"
[1] "Starting newton at: 0.551672483207175"
[1] "Newton iter: 1, lambda:0.522718797082097, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.523078704884115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.523078760830955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523078760830956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.523078760830955"
[1] "Starting iterative with newton 0.523078760830955"
[1] "Starting newton at: 0.586309257121439"
[1] "Newton iter: 1, lambda:0.439846905623081, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.447994204912764, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.448020146988525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448020147251247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.448020146988525"
[1] "Starting iterative with newton 0.448020146988525"
[1] "Starting newton at: 0.300766316970378"
[1] "Newton iter: 1, lambda:0.422024143435224, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.427655850451549, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.427667880057427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427667880112276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427667880112276"
[1] "Starting iterative with newton 0.427667880112276"
[1] "Starting newton at: 0.301194891680635"
[1] "Newton iter: 1, lambda:0.417065005527433, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.422162523050884, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.422172298018716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422172298054638, diff to last: 0"
[1] "Final threshold is: 0.0105639027544006"
threshold is:
[{'ad': 0.0006521900962405334, 'da': 0.0007950521370299282, 'dd': 0.0014220318571336328}, {'ad': 0.001173374664036408, 'da': 0.001943247880623051, 'dd': 0.0025314333913186338}, {'ad': 0.0029132184105974137, 'da': 0.003262685054034442, 'dd': 0.0043236972655252}, {'ad': 0.005361693447817156, 'da': 0.005044247680281268, 'dd': 0.006508200354116654}, {'ad': 0.008851654440301022, 'da': 0.00774524628706809, 'dd': 0.010563902754400613}]
Number of points in noise estimation: 128
Estimated noise: 0.065677036501708
0.065677036501708
threshold is:
[{'ad': 0.007012126444307043, 'da': 0.019241884308355026, 'dd': 0.017506593938621057}, {'ad': 0.006922575151565802, 'da': 0.010382121905476882, 'dd': 0.00975703164647207}, {'ad': 0.02216724020301486, 'da': 0.020643747812283737, 'dd': 0.033823190642917694}, {'ad': 0.03717060490520174, 'da': 0.040851856671854814, 'dd': 0.050526842512156556}, {'ad': 0.07533519513107378, 'da': 0.0547112778998022, 'dd': 0.2893378795701496}]
['baboon256', 0.05, 4, 0.002486595887937574, 0.0023028012273716815, 0.0022162610000224397, 0.008181112580959842, 0.002857621209039602, 0.0029853427531187906, 0.002133858373112041, 0.0024865958879375753, 26.04394788875259, 26.37743547741914, 26.543790958412497, 20.871876309356743, 25.43995339480138, 25.250057994617126, 26.70834408630883, 26.04394788875259]
baboon256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145851692548461, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147883087646147, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147883480118378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147883480118393, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147883480118393"
[1] "Starting iterative with newton 0.147883480118393"
[1] "Starting newton at: 0.0966027661024276"
[1] "Newton iter: 1, lambda:0.0630131270203384, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0630740093943064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0630740095943882, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0630740093943064"
[1] "Starting iterative with newton 0.0630740093943064"
[1] "Starting newton at: 0.0338709043237259"
[1] "Newton iter: 1, lambda:0.0599806567706835, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0600164160856457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060016416152712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0600164160856457"
[1] "Starting iterative with newton 0.0600164160856457"
[1] "Starting newton at: 0.0369284976323866"
[1] "Newton iter: 1, lambda:0.0598778975461356, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599054947656399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599054948055426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0599054947656399"
[1] "Starting iterative with newton 0.0599054947656399"
[1] "Starting newton at: 0.0370394189523924"
[1] "Newton iter: 1, lambda:0.0598741471192848, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599014681842588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599014682233654, diff to last: 0"
[1] "Final threshold is: 0.00530633681775936"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.456302567442752"
[1] "Newton iter: 1, lambda:0.299805813707246, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.30398345750099, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.303986512465229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303986512466861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.303986512465229"
[1] "Starting iterative with newton 0.303986512465229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140724421668359, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143243941568718, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143244747758191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143244747758273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143244747758273"
[1] "Starting iterative with newton 0.143244747758273"
[1] "Starting newton at: 0.0776241354792464"
[1] "Newton iter: 1, lambda:0.12891501214062, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.129230701468744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129230713420283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129230713420283, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129230713420283"
[1] "Starting iterative with newton 0.129230713420283"
[1] "Starting newton at: 0.0916381698172366"
[1] "Newton iter: 1, lambda:0.12784098721389, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.127997419088912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127997422008294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127997419088912"
[1] "Starting iterative with newton 0.127997419088912"
[1] "Starting newton at: 0.0928714641486078"
[1] "Newton iter: 1, lambda:0.127743644009876, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.127888718836044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127888721345761, diff to last: 0"
[1] "Final threshold is: 0.0113289482081761"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.615621581809337"
[1] "Newton iter: 1, lambda:0.523035614456958, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.526164797153798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.526168464079946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526168464084978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.526168464079946"
[1] "Starting iterative with newton 0.526168464079946"
[1] "Starting newton at: 0.142391178824801"
[1] "Newton iter: 1, lambda:0.228346093605915, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.229655003270679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229655305694727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229655305694743, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.229655305694743"
[1] "Starting iterative with newton 0.229655305694743"
[1] "Starting newton at: 0.126539431237826"
[1] "Newton iter: 1, lambda:0.197510122285239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.198331856813489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198331966699332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198331966699334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198331966699332"
[1] "Starting iterative with newton 0.198331966699332"
[1] "Starting newton at: 0.125505796683509"
[1] "Newton iter: 1, lambda:0.194113830134878, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.194875057943825, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194875151433029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19487515143303, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19487515143303"
[1] "Starting iterative with newton 0.19487515143303"
[1] "Starting newton at: 0.128962611949811"
[1] "Newton iter: 1, lambda:0.19381194511979, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.194491328108446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194491402503893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194491402503894, diff to last: 0"
[1] "Final threshold is: 0.0172289080906913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.559834588928021"
[1] "Newton iter: 1, lambda:0.583272392849, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.583484963021497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58348498039153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58348498039153, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.58348498039153"
[1] "Starting iterative with newton 0.58348498039153"
[1] "Starting newton at: 0.28360518902189"
[1] "Newton iter: 1, lambda:0.248294490012719, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.248539120164771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248539131939217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248539131939217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248539131939217"
[1] "Starting iterative with newton 0.248539131939217"
[1] "Starting newton at: 0.342905676100344"
[1] "Newton iter: 1, lambda:0.199268178512048, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.202966017742121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.202968494300768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202968494301879, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202968494301879"
[1] "Starting iterative with newton 0.202968494301879"
[1] "Starting newton at: 0.356985988306788"
[1] "Newton iter: 1, lambda:0.191738890644778, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.196564963700966, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.196569129029428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19656912903253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196569129029428"
[1] "Starting iterative with newton 0.196569129029428"
[1] "Starting newton at: 0.363385353579239"
[1] "Newton iter: 1, lambda:0.190386348278557, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.195663016987818, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195667987483332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195667987487741, diff to last: 0"
[1] "Final threshold is: 0.0173331351887052"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0.656062631051246"
[1] "Newton iter: 1, lambda:0.613884059752559, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.614552695807765, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.614552866180831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614552866180842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.614552866180831"
[1] "Starting iterative with newton 0.614552866180831"
[1] "Starting newton at: 0.257142306117848"
[1] "Newton iter: 1, lambda:0.317894117506581, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.318893571400779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318893840548764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318893840548784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318893840548764"
[1] "Starting iterative with newton 0.318893840548764"
[1] "Starting newton at: 0.386665551434514"
[1] "Newton iter: 1, lambda:0.261299325740262, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.265093337499175, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.265096847550557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26509684755356, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265096847550557"
[1] "Starting iterative with newton 0.265096847550557"
[1] "Starting newton at: 0.427616636599843"
[1] "Newton iter: 1, lambda:0.247870835204354, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.255478370378662, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.255492198346046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255492198391715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255492198346046"
[1] "Starting iterative with newton 0.255492198346046"
[1] "Starting newton at: 0.437221285804354"
[1] "Newton iter: 1, lambda:0.245119271721797, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.253767118901012, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.253784921289283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253784921364695, diff to last: 0"
[1] "Final threshold is: 0.0224813900635472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0.746186699115607"
[1] "Newton iter: 1, lambda:0.790499095882552, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.791606078060553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.791606757924466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791606757924723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791606757924723"
[1] "Starting iterative with newton 0.791606757924723"
[1] "Starting newton at: 0.446329076999099"
[1] "Newton iter: 1, lambda:0.494203282706672, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.495158448057804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.495158825375778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495158825375837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495158825375778"
[1] "Starting iterative with newton 0.495158825375778"
[1] "Starting newton at: 0.343405400077912"
[1] "Newton iter: 1, lambda:0.414862787229505, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.416762498641819, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.416763832393979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416763832394637, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416763832393979"
[1] "Starting iterative with newton 0.416763832393979"
[1] "Starting newton at: 0.297690991501475"
[1] "Newton iter: 1, lambda:0.393170207533628, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.396455210285843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.396459072299966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396459072305302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.396459072299966"
[1] "Starting iterative with newton 0.396459072299966"
[1] "Starting newton at: 0.317995751595488"
[1] "Newton iter: 1, lambda:0.389414086561177, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.39123372712305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.39123490187699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39123490187748, diff to last: 0"
[1] "Final threshold is: 0.0346573168764249"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 0.737913051517772"
[1] "Newton iter: 1, lambda:0.763218318462262, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.763571736617237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763571804933451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.763571804933453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.763571804933451"
[1] "Starting iterative with newton 0.763571804933451"
[1] "Starting newton at: 0.442796532630234"
[1] "Newton iter: 1, lambda:0.554901979484057, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.560577593314091, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.560591863606257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560591863696355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.560591863606257"
[1] "Starting iterative with newton 0.560591863606257"
[1] "Starting newton at: 0.435048729998044"
[1] "Newton iter: 1, lambda:0.503319597905505, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.505277007889946, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.505278599461178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50527859946223, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.505278599461178"
[1] "Starting iterative with newton 0.505278599461178"
[1] "Starting newton at: 0.447834330587397"
[1] "Newton iter: 1, lambda:0.489262798353575, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.489967599308092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.48996780192273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.489967801922747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.48996780192273"
[1] "Starting iterative with newton 0.48996780192273"
[1] "Starting newton at: 0.458615172270494"
[1] "Newton iter: 1, lambda:0.48542247087225, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.485715398509981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.485715433330484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485715433330485, diff to last: 0"
[1] "Final threshold is: 0.0430268199588601"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 0.896087779762853"
[1] "Newton iter: 1, lambda:0.807407140467187, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.811792275082462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.811803453523101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.811803453595612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.811803453595612"
[1] "Starting iterative with newton 0.811803453595612"
[1] "Starting newton at: 0.666064490751118"
[1] "Newton iter: 1, lambda:0.626490987664623, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.627248670853708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627248951933778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627248951933817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627248951933778"
[1] "Starting iterative with newton 0.627248951933778"
[1] "Starting newton at: 0.653029326600308"
[1] "Newton iter: 1, lambda:0.569369921461314, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.572538582910465, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.572543237003921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572543237013954, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.572543237013954"
[1] "Starting iterative with newton 0.572543237013954"
[1] "Starting newton at: 0.663850989961995"
[1] "Newton iter: 1, lambda:0.550428390794661, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.556108087159571, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.556122793031396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556122793129858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556122793129858"
[1] "Starting iterative with newton 0.556122793129858"
[1] "Starting newton at: 0.663126809106019"
[1] "Newton iter: 1, lambda:0.545038046183063, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.551156250147784, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.551173226565092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551173226695619, diff to last: 0"
[1] "Final threshold is: 0.048825360608676"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 0.977198299255475"
[1] "Newton iter: 1, lambda:0.965821105525546, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.965917023525572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965917030385196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.965917030385196"
[1] "Starting iterative with newton 0.965917030385196"
[1] "Starting newton at: 0.9871252373846"
[1] "Newton iter: 1, lambda:0.873645212366159, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.882134770450962, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.882185444199103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882185445997549, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.882185444199103"
[1] "Starting iterative with newton 0.882185444199103"
[1] "Starting newton at: 0.751409472142471"
[1] "Newton iter: 1, lambda:0.840768420373932, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.846391218934199, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.846412802807314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846412803124583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.846412803124583"
[1] "Starting iterative with newton 0.846412803124583"
[1] "Starting newton at: 0.756455456821478"
[1] "Newton iter: 1, lambda:0.827588176771862, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.831084493976225, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.831092729812375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831092729858006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.831092729858006"
[1] "Starting iterative with newton 0.831092729858006"
[1] "Starting newton at: 0.752810173618589"
[1] "Newton iter: 1, lambda:0.821300780298523, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.824521202094563, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.82452815153921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824528151571528, diff to last: 0"
[1] "Final threshold is: 0.0730403480985349"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.09894004777886"
[1] "Newton iter: 1, lambda:1.04625466103563, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.04844488013376, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.048448801222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04844880123455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04844880123455"
[1] "Starting iterative with newton 1.04844880123455"
[1] "Starting newton at: 1.09023442355445"
[1] "Newton iter: 1, lambda:1.08319872470211, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.08323979256026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08323979396583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08323979396583"
[1] "Starting iterative with newton 1.08323979396583"
[1] "Starting newton at: 1.09848466313587"
[1] "Newton iter: 1, lambda:1.09979414909841, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.09979559310842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09979559311018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09979559310842"
[1] "Starting iterative with newton 1.09979559310842"
[1] "Starting newton at: 1.0899619391421"
[1] "Newton iter: 1, lambda:1.10737997975171, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.10763925960906, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10763931643712, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10763931643712, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10763931643712"
[1] "Starting iterative with newton 1.10763931643712"
[1] "Starting newton at: 1.08914166592253"
[1] "Newton iter: 1, lambda:1.11093927359612, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.11134731854733, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11134745960617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11134745960619, diff to last: 0"
[1] "Final threshold is: 0.0984480701556715"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 0.950174436934487"
[1] "Newton iter: 1, lambda:1.00760431620247, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.01032077505615, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01032668385349, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0103266838814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01032668385349"
[1] "Starting iterative with newton 1.01032668385349"
[1] "Starting newton at: 0.951068601543124"
[1] "Newton iter: 1, lambda:1.00729511681016, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00989663524033, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00990205259971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00990205262316, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00990205259971"
[1] "Starting iterative with newton 1.00990205259971"
[1] "Starting newton at: 0.951493232796903"
[1] "Newton iter: 1, lambda:1.00714744366497, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00969520286466, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00970039774173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0097003977633, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00970039774173"
[1] "Starting iterative with newton 1.00970039774173"
[1] "Starting newton at: 0.951138697931992"
[1] "Newton iter: 1, lambda:1.00702975749462, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00959934883441, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00960463282942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00960463285173, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.00960463282942"
[1] "Starting iterative with newton 1.00960463282942"
[1] "Starting newton at: 0.950505397654314"
[1] "Newton iter: 1, lambda:1.00693384990582, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00955366195152, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00955915448527, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00955915450938, diff to last: 0"
[1] "Final threshold is: 0.0894312121811893"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.29915966595897"
[1] "Newton iter: 1, lambda:1.15504195700688, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.17285144331317, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.17316210853457, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17316220192808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17316220192809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17316220192809"
[1] "Starting iterative with newton 1.17316220192809"
[1] "Starting newton at: 1.24839892026274"
[1] "Newton iter: 1, lambda:1.35466909006502, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.36789198414646, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.36808371142397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36808375128995, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36808375128996, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36808375128995"
[1] "Starting iterative with newton 1.36808375128995"
[1] "Starting newton at: 1.25560087323634"
[1] "Newton iter: 1, lambda:1.44232005338946, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.48802297063792, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.49054290756545, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49055027794613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49055027800903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49055027800903"
[1] "Starting iterative with newton 1.49055027800903"
[1] "Starting newton at: 1.79696968896505"
[1] "Newton iter: 1, lambda:1.47361624295578, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.55750089301801, diff to last: 0.084"
[1] "Newton iter: 3, lambda:1.56663277821001, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56673408199048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56673409434465, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56673409434465, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56673409434465"
[1] "Starting iterative with newton 1.56673409434465"
[1] "Starting newton at: 1.76532256544483"
[1] "Newton iter: 1, lambda:1.577954199765, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.61230859865979, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.61381384140261, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.61381663731642, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61381663732605, diff to last: 0"
[1] "Final threshold is: 0.142959010843662"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.47789360074648"
[1] "Newton iter: 1, lambda:1.37990727184381, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.39028859117233, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39041891740912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39041893775836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39041893775836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39041893775836"
[1] "Starting iterative with newton 1.39041893775836"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.23585192377946"
[1] "Newton iter: 1, lambda:1.22901095748957, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.22905827247368, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22905827474911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22905827474911"
[1] "Starting iterative with newton 1.22905827474911"
[1] "Starting newton at: 1.67288824169172"
[1] "Newton iter: 1, lambda:1.49082344655171, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.52286872383677, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52413356595138, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52413548005664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52413548006102, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52413548005664"
[1] "Starting iterative with newton 1.52413548005664"
[1] "Starting newton at: 1.66290417222758"
[1] "Newton iter: 1, lambda:1.7137246670078, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.71731510751457, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.71733216050667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71733216088981, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71733216088981"
[1] "Starting iterative with newton 1.71733216088981"
[1] "Starting newton at: 1.69309914013553"
[1] "Newton iter: 1, lambda:1.81735696419591, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.84184445569522, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.8427095428099, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.84271059251653, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84271059251807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84271059251653"
[1] "Starting iterative with newton 1.84271059251653"
[1] "Starting newton at: 1.65291715650806"
[1] "Newton iter: 1, lambda:1.84997941586009, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.91695800647769, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.92403112860738, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.92410470835166, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92410471624298, diff to last: 0"
[1] "Final threshold is: 0.170445700356099"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29198673779478"
[1] "Newton iter: 1, lambda:1.47344291503074, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.52399889494517, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52765578084676, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.52767406270662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52767406316177, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52767406316177"
[1] "Starting iterative with newton 1.52767406316177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
threshold is:
[{'ad': 0.0053063368177593585, 'da': 0.01132894820817613, 'dd': 0.017228908090691317}, {'ad': 0.017333135188705186, 'da': 0.022481390063547164, 'dd': 0.034657316876424905}, {'ad': 0.04302681995886011, 'da': 0.048825360608676, 'dd': 0.07304034809853495}, {'ad': 0.09844807015567149, 'da': 0.08943121218118928, 'dd': 0.14295901084366222}, {'ad': 0.3902555538170579, 'da': 0.1704457003560987, 'dd': 0.3902555538170579}]
Number of points in noise estimation: 128
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8721827771863"
[1] "Starting iterative with newton 14.8721827771863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21390020084599"
[1] "Starting iterative with newton 7.21390020084599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.71158375469472"
[1] "Starting iterative with newton 3.71158375469472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.67482916618787"
[1] "Starting iterative with newton 3.67482916618787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 1.8294584837638"
[1] "Newton iter: 1, lambda:1.42702456894029, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.35137012391912, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.34564536861598, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.3456104359267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34561043462176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34561043462176"
[1] "Starting iterative with newton 1.34561043462176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 1.67107952088096"
[1] "Newton iter: 1, lambda:1.34574842870462, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.27724799951766, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.27197735117372, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27194453378013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2719445325048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2719445325048"
[1] "Starting iterative with newton 1.2719445325048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 1.32411950827415"
[1] "Newton iter: 1, lambda:1.10521782289906, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.04509551761833, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.03905723551805, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.03899510849066, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03899510191667, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03899510191667"
[1] "Starting iterative with newton 1.03899510191667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.10820020414934"
[1] "Newton iter: 1, lambda:1.05511163753786, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.05061099697095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05057796394079, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05057796216088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05057796394079"
[1] "Starting iterative with newton 1.05057796394079"
[1] "Starting newton at: 1.19825711974067"
[1] "Newton iter: 1, lambda:1.20380533324191, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.20376751090617, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20376750915368, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20376750915368"
[1] "Starting iterative with newton 1.20376750915368"
[1] "Starting newton at: 1.46605690800747"
[1] "Newton iter: 1, lambda:1.40897772962445, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40661856467372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40661414325366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40661414323808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40661414323808"
[1] "Starting iterative with newton 1.40661414323808"
[1] "Starting newton at: 1.67576100369405"
[1] "Newton iter: 1, lambda:1.64180181790594, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.64137351706773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.64137344121809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64137344121809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64137344121809"
[1] "Starting iterative with newton 1.64137344121809"
[1] "Starting newton at: 1.8754747713998"
[1] "Newton iter: 1, lambda:1.83066578743704, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.83041807090567, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83041806018185, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83041806018185, diff to last: 0"
[1] "Final threshold is: 0.162146522264825"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 1.16846778129552"
[1] "Newton iter: 1, lambda:1.05245362596489, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.03138257168064, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03062378785413, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.03062280270815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03062280270649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03062280270815"
[1] "Starting iterative with newton 1.03062280270815"
[1] "Starting newton at: 1.18132356203582"
[1] "Newton iter: 1, lambda:1.0754567366653, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.0585805629389, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.05811732496612, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05811697528392, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05811697528372, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05811697528372"
[1] "Starting iterative with newton 1.05811697528372"
[1] "Starting newton at: 1.21818692469544"
[1] "Newton iter: 1, lambda:1.12256491639566, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.10997314423832, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10973834536798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10973826347371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1097382634737, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1097382634737"
[1] "Starting iterative with newton 1.1097382634737"
[1] "Starting newton at: 1.2711216894957"
[1] "Newton iter: 1, lambda:1.20360392927511, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.19817521897088, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19813812916003, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19813812742406, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19813812916003"
[1] "Starting iterative with newton 1.19813812916003"
[1] "Starting newton at: 1.33716338822781"
[1] "Newton iter: 1, lambda:1.30590783446061, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.30493820342073, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30493724099741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30493724099646, diff to last: 0"
[1] "Final threshold is: 0.11559710866293"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.11885880503643"
[1] "Newton iter: 1, lambda:1.09054651627708, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.08936679492992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.0893647221547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0893647221483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0893647221483"
[1] "Starting iterative with newton 1.0893647221483"
[1] "Starting newton at: 1.45632853967525"
[1] "Newton iter: 1, lambda:1.47093467072465, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.47079651935587, diff to last: 0"
[1] "Newton iter: 3, lambda:1.47079650734544, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47079650734544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47079650734544"
[1] "Starting iterative with newton 1.47079650734544"
[1] "Starting newton at: 1.8115511444808"
[1] "Newton iter: 1, lambda:1.86588668485117, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.86554951823374, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86554951278164, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86554951278164"
[1] "Starting iterative with newton 1.86554951278164"
[1] "Starting newton at: 2.17067988004093"
[1] "Newton iter: 1, lambda:2.14730485780278, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.14743919304268, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14743919709878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14743919709878"
[1] "Starting iterative with newton 2.14743919709878"
[1] "Starting newton at: 2.34578999199688"
[1] "Newton iter: 1, lambda:2.33188594552916, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.33195608823953, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33195608997766, diff to last: 0"
[1] "Final threshold is: 0.206574977754859"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.53464925029865"
[1] "Newton iter: 1, lambda:1.55091980623038, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.55080443157538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55080442608015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55080443157538"
[1] "Starting iterative with newton 1.55080443157538"
[1] "Starting newton at: 2.24310813652535"
[1] "Newton iter: 1, lambda:2.30743505529498, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.30974100223834, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30974422268929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30974422269559, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30974422268929"
[1] "Starting iterative with newton 2.30974422268929"
[1] "Starting newton at: 2.75109428377012"
[1] "Newton iter: 1, lambda:2.74141380246731, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.74149419364272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74149419918968, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74149419364272"
[1] "Starting iterative with newton 2.74149419364272"
[1] "Starting newton at: 3.03844064044838"
[1] "Newton iter: 1, lambda:3.001147660837, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.002451796742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.00245342312235, diff to last: 0"
[1] "Newton iter: 4, lambda:3.00245342312488, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.00245342312488"
[1] "Starting iterative with newton 3.00245342312488"
[1] "Starting newton at: 3.17385132523277"
[1] "Newton iter: 1, lambda:3.16826279938862, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.16829387759983, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16829387856462, diff to last: 0"
[1] "Final threshold is: 0.280661475701976"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.30510497514224"
[1] "Newton iter: 1, lambda:1.30152597658866, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30151367214223, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30151367199622, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30151367214223"
[1] "Starting iterative with newton 1.30151367214223"
[1] "Starting newton at: 1.94179089987835"
[1] "Newton iter: 1, lambda:1.91251198938509, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.91259143847694, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91259143884761, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91259143847694"
[1] "Starting iterative with newton 1.91259143847694"
[1] "Starting newton at: 2.36858212745753"
[1] "Newton iter: 1, lambda:2.30553992940475, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.30734836674989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30734972262897, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30734972262973, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.30734972262897"
[1] "Starting iterative with newton 2.30734972262897"
[1] "Starting newton at: 2.4994399310995"
[1] "Newton iter: 1, lambda:2.52327345422635, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.52357137184064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5235714193448, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5235714193448, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5235714193448"
[1] "Starting iterative with newton 2.5235714193448"
[1] "Starting newton at: 2.60214435776555"
[1] "Newton iter: 1, lambda:2.63512015419978, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.63574406840748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63574429571769, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63574429571772, diff to last: 0"
[1] "Final threshold is: 0.233485879770832"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96647648799086"
[1] "Newton iter: 1, lambda:2.12223320388837, diff to last: 0.156"
[1] "Newton iter: 2, lambda:2.13165933053136, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.13170800686226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13170800817733, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.13170800686226"
[1] "Starting iterative with newton 2.13170800686226"
[1] "Starting newton at: 2.81035158815284"
[1] "Newton iter: 1, lambda:2.91292865440003, diff to last: 0.103"
[1] "Newton iter: 2, lambda:2.92576568038747, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.92596303622684, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92596308257119, diff to last: 0"
[1] "Newton iter: 5, lambda:2.92596308257119, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.92596308257119"
[1] "Starting iterative with newton 2.92596308257119"
[1] "Starting newton at: 3.32349345660927"
[1] "Newton iter: 1, lambda:3.3749366800413, diff to last: 0.051"
[1] "Newton iter: 2, lambda:3.3786348949745, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.3786531923597, diff to last: 0"
[1] "Newton iter: 4, lambda:3.37865319280593, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3786531923597"
[1] "Starting iterative with newton 3.3786531923597"
[1] "Starting newton at: 3.64254602898333"
[1] "Newton iter: 1, lambda:3.63140219859909, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.63157630905797, diff to last: 0"
[1] "Newton iter: 3, lambda:3.63157635219031, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63157635219031, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.63157635219031"
[1] "Starting iterative with newton 3.63157635219031"
[1] "Starting newton at: 3.73550548136211"
[1] "Newton iter: 1, lambda:3.73227466155284, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.73228990976078, diff to last: 0"
[1] "Newton iter: 3, lambda:3.73228991010197, diff to last: 0"
[1] "Final threshold is: 0.330622737052216"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.1621465222648247, 'da': 0.11559710866293023, 'dd': 0.2065749777548586}, {'ad': 0.2806614757019762, 'da': 0.23348587977083185, 'dd': 0.3306227370522158}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.377466743830853. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8721827771863"
[1] "Starting iterative with newton 14.8721827771863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.21390020084599"
[1] "Starting iterative with newton 7.21390020084599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.71158375469472"
[1] "Starting iterative with newton 3.71158375469472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.67482916618787"
[1] "Starting iterative with newton 3.67482916618787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 1.8294584837638"
[1] "Newton iter: 1, lambda:1.42702456894029, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.35137012391912, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.34564536861598, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.3456104359267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34561043462176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34561043462176"
[1] "Starting iterative with newton 1.34561043462176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 1.67107952088096"
[1] "Newton iter: 1, lambda:1.34574842870462, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.27724799951766, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.27197735117372, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27194453378013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2719445325048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2719445325048"
[1] "Starting iterative with newton 1.2719445325048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 1.32411950827415"
[1] "Newton iter: 1, lambda:1.10521782289906, diff to last: 0.219"
[1] "Newton iter: 2, lambda:1.04509551761833, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.03905723551805, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.03899510849066, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03899510191667, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03899510191667"
[1] "Starting iterative with newton 1.03899510191667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.10820020414934"
[1] "Newton iter: 1, lambda:1.05511163753786, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.05061099697095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.05057796394079, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05057796216088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05057796394079"
[1] "Starting iterative with newton 1.05057796394079"
[1] "Starting newton at: 1.19825711974067"
[1] "Newton iter: 1, lambda:1.20380533324191, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.20376751090617, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20376750915368, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20376750915368"
[1] "Starting iterative with newton 1.20376750915368"
[1] "Starting newton at: 1.46605690800747"
[1] "Newton iter: 1, lambda:1.40897772962445, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40661856467372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40661414325366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40661414323808, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40661414323808"
[1] "Starting iterative with newton 1.40661414323808"
[1] "Starting newton at: 1.67576100369405"
[1] "Newton iter: 1, lambda:1.64180181790594, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.64137351706773, diff to last: 0"
[1] "Newton iter: 3, lambda:1.64137344121809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64137344121809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64137344121809"
[1] "Starting iterative with newton 1.64137344121809"
[1] "Starting newton at: 1.8754747713998"
[1] "Newton iter: 1, lambda:1.83066578743704, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.83041807090567, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83041806018185, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83041806018185, diff to last: 0"
[1] "Final threshold is: 0.162146522264825"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 1.16846778129552"
[1] "Newton iter: 1, lambda:1.05245362596489, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.03138257168064, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.03062378785413, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.03062280270815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03062280270649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03062280270815"
[1] "Starting iterative with newton 1.03062280270815"
[1] "Starting newton at: 1.18132356203582"
[1] "Newton iter: 1, lambda:1.0754567366653, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.0585805629389, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.05811732496612, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05811697528392, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05811697528372, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05811697528372"
[1] "Starting iterative with newton 1.05811697528372"
[1] "Starting newton at: 1.21818692469544"
[1] "Newton iter: 1, lambda:1.12256491639566, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.10997314423832, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10973834536798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10973826347371, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1097382634737, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1097382634737"
[1] "Starting iterative with newton 1.1097382634737"
[1] "Starting newton at: 1.2711216894957"
[1] "Newton iter: 1, lambda:1.20360392927511, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.19817521897088, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19813812916003, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19813812742406, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19813812916003"
[1] "Starting iterative with newton 1.19813812916003"
[1] "Starting newton at: 1.33716338822781"
[1] "Newton iter: 1, lambda:1.30590783446061, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.30493820342073, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30493724099741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30493724099646, diff to last: 0"
[1] "Final threshold is: 0.11559710866293"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.11885880503643"
[1] "Newton iter: 1, lambda:1.09054651627708, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.08936679492992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.0893647221547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0893647221483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0893647221483"
[1] "Starting iterative with newton 1.0893647221483"
[1] "Starting newton at: 1.45632853967525"
[1] "Newton iter: 1, lambda:1.47093467072465, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.47079651935587, diff to last: 0"
[1] "Newton iter: 3, lambda:1.47079650734544, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47079650734544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47079650734544"
[1] "Starting iterative with newton 1.47079650734544"
[1] "Starting newton at: 1.8115511444808"
[1] "Newton iter: 1, lambda:1.86588668485117, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.86554951823374, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86554951278164, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86554951278164"
[1] "Starting iterative with newton 1.86554951278164"
[1] "Starting newton at: 2.17067988004093"
[1] "Newton iter: 1, lambda:2.14730485780278, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.14743919304268, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14743919709878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14743919709878"
[1] "Starting iterative with newton 2.14743919709878"
[1] "Starting newton at: 2.34578999199688"
[1] "Newton iter: 1, lambda:2.33188594552916, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.33195608823953, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33195608997766, diff to last: 0"
[1] "Final threshold is: 0.206574977754859"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.53464925029865"
[1] "Newton iter: 1, lambda:1.55091980623038, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.55080443157538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55080442608015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55080443157538"
[1] "Starting iterative with newton 1.55080443157538"
[1] "Starting newton at: 2.24310813652535"
[1] "Newton iter: 1, lambda:2.30743505529498, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.30974100223834, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30974422268929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30974422269559, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30974422268929"
[1] "Starting iterative with newton 2.30974422268929"
[1] "Starting newton at: 2.75109428377012"
[1] "Newton iter: 1, lambda:2.74141380246731, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.74149419364272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.74149419918968, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74149419364272"
[1] "Starting iterative with newton 2.74149419364272"
[1] "Starting newton at: 3.03844064044838"
[1] "Newton iter: 1, lambda:3.001147660837, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.002451796742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.00245342312235, diff to last: 0"
[1] "Newton iter: 4, lambda:3.00245342312488, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.00245342312488"
[1] "Starting iterative with newton 3.00245342312488"
[1] "Starting newton at: 3.17385132523277"
[1] "Newton iter: 1, lambda:3.16826279938862, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.16829387759983, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16829387856462, diff to last: 0"
[1] "Final threshold is: 0.280661475701976"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.30510497514224"
[1] "Newton iter: 1, lambda:1.30152597658866, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.30151367214223, diff to last: 0"
[1] "Newton iter: 3, lambda:1.30151367199622, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30151367214223"
[1] "Starting iterative with newton 1.30151367214223"
[1] "Starting newton at: 1.94179089987835"
[1] "Newton iter: 1, lambda:1.91251198938509, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.91259143847694, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91259143884761, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91259143847694"
[1] "Starting iterative with newton 1.91259143847694"
[1] "Starting newton at: 2.36858212745753"
[1] "Newton iter: 1, lambda:2.30553992940475, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.30734836674989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30734972262897, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30734972262973, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.30734972262897"
[1] "Starting iterative with newton 2.30734972262897"
[1] "Starting newton at: 2.4994399310995"
[1] "Newton iter: 1, lambda:2.52327345422635, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.52357137184064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5235714193448, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5235714193448, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5235714193448"
[1] "Starting iterative with newton 2.5235714193448"
[1] "Starting newton at: 2.60214435776555"
[1] "Newton iter: 1, lambda:2.63512015419978, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.63574406840748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63574429571769, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63574429571772, diff to last: 0"
[1] "Final threshold is: 0.233485879770832"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96647648799086"
[1] "Newton iter: 1, lambda:2.12223320388837, diff to last: 0.156"
[1] "Newton iter: 2, lambda:2.13165933053136, diff to last: 0.009"
[1] "Newton iter: 3, lambda:2.13170800686226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13170800817733, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.13170800686226"
[1] "Starting iterative with newton 2.13170800686226"
[1] "Starting newton at: 2.81035158815284"
[1] "Newton iter: 1, lambda:2.91292865440003, diff to last: 0.103"
[1] "Newton iter: 2, lambda:2.92576568038747, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.92596303622684, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92596308257119, diff to last: 0"
[1] "Newton iter: 5, lambda:2.92596308257119, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.92596308257119"
[1] "Starting iterative with newton 2.92596308257119"
[1] "Starting newton at: 3.32349345660927"
[1] "Newton iter: 1, lambda:3.3749366800413, diff to last: 0.051"
[1] "Newton iter: 2, lambda:3.3786348949745, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.3786531923597, diff to last: 0"
[1] "Newton iter: 4, lambda:3.37865319280593, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3786531923597"
[1] "Starting iterative with newton 3.3786531923597"
[1] "Starting newton at: 3.64254602898333"
[1] "Newton iter: 1, lambda:3.63140219859909, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.63157630905797, diff to last: 0"
[1] "Newton iter: 3, lambda:3.63157635219031, diff to last: 0"
[1] "Newton iter: 4, lambda:3.63157635219031, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.63157635219031"
[1] "Starting iterative with newton 3.63157635219031"
[1] "Starting newton at: 3.73550548136211"
[1] "Newton iter: 1, lambda:3.73227466155284, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.73228990976078, diff to last: 0"
[1] "Newton iter: 3, lambda:3.73228991010197, diff to last: 0"
[1] "Final threshold is: 0.330622737052216"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.1621465222648247, 'da': 0.11559710866293023, 'dd': 0.2065749777548586}, {'ad': 0.2806614757019762, 'da': 0.23348587977083185, 'dd': 0.3306227370522158}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.377466743830853. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08858442002518035
0.08858442002518035
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145851692548461, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147883087646147, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147883480118378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147883480118393, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147883480118393"
[1] "Starting iterative with newton 0.147883480118393"
[1] "Starting newton at: 0.0966027661024276"
[1] "Newton iter: 1, lambda:0.0630131270203384, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0630740093943064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0630740095943882, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0630740093943064"
[1] "Starting iterative with newton 0.0630740093943064"
[1] "Starting newton at: 0.0338709043237259"
[1] "Newton iter: 1, lambda:0.0599806567706835, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0600164160856457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060016416152712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0600164160856457"
[1] "Starting iterative with newton 0.0600164160856457"
[1] "Starting newton at: 0.0369284976323866"
[1] "Newton iter: 1, lambda:0.0598778975461356, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599054947656399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599054948055426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0599054947656399"
[1] "Starting iterative with newton 0.0599054947656399"
[1] "Starting newton at: 0.0370394189523924"
[1] "Newton iter: 1, lambda:0.0598741471192848, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0599014681842588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599014682233654, diff to last: 0"
[1] "Final threshold is: 0.00530633681775936"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.456302567442752"
[1] "Newton iter: 1, lambda:0.299805813707246, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.30398345750099, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.303986512465229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303986512466861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.303986512465229"
[1] "Starting iterative with newton 0.303986512465229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140724421668359, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143243941568718, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143244747758191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143244747758273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143244747758273"
[1] "Starting iterative with newton 0.143244747758273"
[1] "Starting newton at: 0.0776241354792464"
[1] "Newton iter: 1, lambda:0.12891501214062, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.129230701468744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129230713420283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129230713420283, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129230713420283"
[1] "Starting iterative with newton 0.129230713420283"
[1] "Starting newton at: 0.0916381698172366"
[1] "Newton iter: 1, lambda:0.12784098721389, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.127997419088912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127997422008294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127997419088912"
[1] "Starting iterative with newton 0.127997419088912"
[1] "Starting newton at: 0.0928714641486078"
[1] "Newton iter: 1, lambda:0.127743644009876, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.127888718836044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.127888721345761, diff to last: 0"
[1] "Final threshold is: 0.0113289482081761"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.615621581809337"
[1] "Newton iter: 1, lambda:0.523035614456958, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.526164797153798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.526168464079946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526168464084978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.526168464079946"
[1] "Starting iterative with newton 0.526168464079946"
[1] "Starting newton at: 0.142391178824801"
[1] "Newton iter: 1, lambda:0.228346093605915, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.229655003270679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.229655305694727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229655305694743, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.229655305694743"
[1] "Starting iterative with newton 0.229655305694743"
[1] "Starting newton at: 0.126539431237826"
[1] "Newton iter: 1, lambda:0.197510122285239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.198331856813489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198331966699332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198331966699334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198331966699332"
[1] "Starting iterative with newton 0.198331966699332"
[1] "Starting newton at: 0.125505796683509"
[1] "Newton iter: 1, lambda:0.194113830134878, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.194875057943825, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194875151433029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19487515143303, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19487515143303"
[1] "Starting iterative with newton 0.19487515143303"
[1] "Starting newton at: 0.128962611949811"
[1] "Newton iter: 1, lambda:0.19381194511979, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.194491328108446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194491402503893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194491402503894, diff to last: 0"
[1] "Final threshold is: 0.0172289080906913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.559834588928021"
[1] "Newton iter: 1, lambda:0.583272392849, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.583484963021497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58348498039153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58348498039153, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.58348498039153"
[1] "Starting iterative with newton 0.58348498039153"
[1] "Starting newton at: 0.28360518902189"
[1] "Newton iter: 1, lambda:0.248294490012719, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.248539120164771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248539131939217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248539131939217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248539131939217"
[1] "Starting iterative with newton 0.248539131939217"
[1] "Starting newton at: 0.342905676100344"
[1] "Newton iter: 1, lambda:0.199268178512048, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.202966017742121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.202968494300768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202968494301879, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202968494301879"
[1] "Starting iterative with newton 0.202968494301879"
[1] "Starting newton at: 0.356985988306788"
[1] "Newton iter: 1, lambda:0.191738890644778, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.196564963700966, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.196569129029428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19656912903253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196569129029428"
[1] "Starting iterative with newton 0.196569129029428"
[1] "Starting newton at: 0.363385353579239"
[1] "Newton iter: 1, lambda:0.190386348278557, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.195663016987818, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195667987483332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195667987487741, diff to last: 0"
[1] "Final threshold is: 0.0173331351887052"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.55225754242083"
[1] "Starting iterative with newton 2.55225754242083"
[1] "Starting newton at: 0.656062631051246"
[1] "Newton iter: 1, lambda:0.613884059752559, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.614552695807765, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.614552866180831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614552866180842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.614552866180831"
[1] "Starting iterative with newton 0.614552866180831"
[1] "Starting newton at: 0.257142306117848"
[1] "Newton iter: 1, lambda:0.317894117506581, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.318893571400779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318893840548764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318893840548784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318893840548764"
[1] "Starting iterative with newton 0.318893840548764"
[1] "Starting newton at: 0.386665551434514"
[1] "Newton iter: 1, lambda:0.261299325740262, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.265093337499175, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.265096847550557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26509684755356, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265096847550557"
[1] "Starting iterative with newton 0.265096847550557"
[1] "Starting newton at: 0.427616636599843"
[1] "Newton iter: 1, lambda:0.247870835204354, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.255478370378662, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.255492198346046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255492198391715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255492198346046"
[1] "Starting iterative with newton 0.255492198346046"
[1] "Starting newton at: 0.437221285804354"
[1] "Newton iter: 1, lambda:0.245119271721797, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.253767118901012, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.253784921289283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253784921364695, diff to last: 0"
[1] "Final threshold is: 0.0224813900635472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.89878646554291"
[1] "Starting iterative with newton 1.89878646554291"
[1] "Starting newton at: 0.746186699115607"
[1] "Newton iter: 1, lambda:0.790499095882552, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.791606078060553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.791606757924466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791606757924723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791606757924723"
[1] "Starting iterative with newton 0.791606757924723"
[1] "Starting newton at: 0.446329076999099"
[1] "Newton iter: 1, lambda:0.494203282706672, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.495158448057804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.495158825375778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495158825375837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.495158825375778"
[1] "Starting iterative with newton 0.495158825375778"
[1] "Starting newton at: 0.343405400077912"
[1] "Newton iter: 1, lambda:0.414862787229505, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.416762498641819, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.416763832393979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416763832394637, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416763832393979"
[1] "Starting iterative with newton 0.416763832393979"
[1] "Starting newton at: 0.297690991501475"
[1] "Newton iter: 1, lambda:0.393170207533628, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.396455210285843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.396459072299966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396459072305302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.396459072299966"
[1] "Starting iterative with newton 0.396459072299966"
[1] "Starting newton at: 0.317995751595488"
[1] "Newton iter: 1, lambda:0.389414086561177, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.39123372712305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.39123490187699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39123490187748, diff to last: 0"
[1] "Final threshold is: 0.0346573168764249"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.54264616985152"
[1] "Starting iterative with newton 1.54264616985152"
[1] "Starting newton at: 0.737913051517772"
[1] "Newton iter: 1, lambda:0.763218318462262, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.763571736617237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763571804933451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.763571804933453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.763571804933451"
[1] "Starting iterative with newton 0.763571804933451"
[1] "Starting newton at: 0.442796532630234"
[1] "Newton iter: 1, lambda:0.554901979484057, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.560577593314091, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.560591863606257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560591863696355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.560591863606257"
[1] "Starting iterative with newton 0.560591863606257"
[1] "Starting newton at: 0.435048729998044"
[1] "Newton iter: 1, lambda:0.503319597905505, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.505277007889946, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.505278599461178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50527859946223, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.505278599461178"
[1] "Starting iterative with newton 0.505278599461178"
[1] "Starting newton at: 0.447834330587397"
[1] "Newton iter: 1, lambda:0.489262798353575, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.489967599308092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.48996780192273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.489967801922747, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.48996780192273"
[1] "Starting iterative with newton 0.48996780192273"
[1] "Starting newton at: 0.458615172270494"
[1] "Newton iter: 1, lambda:0.48542247087225, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.485715398509981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.485715433330484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485715433330485, diff to last: 0"
[1] "Final threshold is: 0.0430268199588601"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46562354253482"
[1] "Starting iterative with newton 1.46562354253482"
[1] "Starting newton at: 0.896087779762853"
[1] "Newton iter: 1, lambda:0.807407140467187, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.811792275082462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.811803453523101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.811803453595612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.811803453595612"
[1] "Starting iterative with newton 0.811803453595612"
[1] "Starting newton at: 0.666064490751118"
[1] "Newton iter: 1, lambda:0.626490987664623, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.627248670853708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627248951933778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627248951933817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627248951933778"
[1] "Starting iterative with newton 0.627248951933778"
[1] "Starting newton at: 0.653029326600308"
[1] "Newton iter: 1, lambda:0.569369921461314, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.572538582910465, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.572543237003921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572543237013954, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.572543237013954"
[1] "Starting iterative with newton 0.572543237013954"
[1] "Starting newton at: 0.663850989961995"
[1] "Newton iter: 1, lambda:0.550428390794661, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.556108087159571, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.556122793031396, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556122793129858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556122793129858"
[1] "Starting iterative with newton 0.556122793129858"
[1] "Starting newton at: 0.663126809106019"
[1] "Newton iter: 1, lambda:0.545038046183063, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.551156250147784, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.551173226565092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551173226695619, diff to last: 0"
[1] "Final threshold is: 0.048825360608676"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.16356754894275"
[1] "Starting iterative with newton 1.16356754894275"
[1] "Starting newton at: 0.977198299255475"
[1] "Newton iter: 1, lambda:0.965821105525546, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.965917023525572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965917030385196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.965917030385196"
[1] "Starting iterative with newton 0.965917030385196"
[1] "Starting newton at: 0.9871252373846"
[1] "Newton iter: 1, lambda:0.873645212366159, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.882134770450962, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.882185444199103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882185445997549, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.882185444199103"
[1] "Starting iterative with newton 0.882185444199103"
[1] "Starting newton at: 0.751409472142471"
[1] "Newton iter: 1, lambda:0.840768420373932, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.846391218934199, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.846412802807314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846412803124583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.846412803124583"
[1] "Starting iterative with newton 0.846412803124583"
[1] "Starting newton at: 0.756455456821478"
[1] "Newton iter: 1, lambda:0.827588176771862, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.831084493976225, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.831092729812375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831092729858006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.831092729858006"
[1] "Starting iterative with newton 0.831092729858006"
[1] "Starting newton at: 0.752810173618589"
[1] "Newton iter: 1, lambda:0.821300780298523, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.824521202094563, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.82452815153921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824528151571528, diff to last: 0"
[1] "Final threshold is: 0.0730403480985349"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97597182776568"
[1] "Starting iterative with newton 0.97597182776568"
[1] "Starting newton at: 1.09894004777886"
[1] "Newton iter: 1, lambda:1.04625466103563, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.04844488013376, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.048448801222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04844880123455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04844880123455"
[1] "Starting iterative with newton 1.04844880123455"
[1] "Starting newton at: 1.09023442355445"
[1] "Newton iter: 1, lambda:1.08319872470211, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.08323979256026, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08323979396583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08323979396583"
[1] "Starting iterative with newton 1.08323979396583"
[1] "Starting newton at: 1.09848466313587"
[1] "Newton iter: 1, lambda:1.09979414909841, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.09979559310842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.09979559311018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09979559310842"
[1] "Starting iterative with newton 1.09979559310842"
[1] "Starting newton at: 1.0899619391421"
[1] "Newton iter: 1, lambda:1.10737997975171, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.10763925960906, diff to last: 0"
[1] "Newton iter: 3, lambda:1.10763931643712, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10763931643712, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10763931643712"
[1] "Starting iterative with newton 1.10763931643712"
[1] "Starting newton at: 1.08914166592253"
[1] "Newton iter: 1, lambda:1.11093927359612, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.11134731854733, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11134745960617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11134745960619, diff to last: 0"
[1] "Final threshold is: 0.0984480701556715"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01122084846212"
[1] "Starting iterative with newton 1.01122084846212"
[1] "Starting newton at: 0.950174436934487"
[1] "Newton iter: 1, lambda:1.00760431620247, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.01032077505615, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01032668385349, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0103266838814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01032668385349"
[1] "Starting iterative with newton 1.01032668385349"
[1] "Starting newton at: 0.951068601543124"
[1] "Newton iter: 1, lambda:1.00729511681016, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00989663524033, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00990205259971, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00990205262316, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00990205259971"
[1] "Starting iterative with newton 1.00990205259971"
[1] "Starting newton at: 0.951493232796903"
[1] "Newton iter: 1, lambda:1.00714744366497, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00969520286466, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00970039774173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0097003977633, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00970039774173"
[1] "Starting iterative with newton 1.00970039774173"
[1] "Starting newton at: 0.951138697931992"
[1] "Newton iter: 1, lambda:1.00702975749462, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00959934883441, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00960463282942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00960463285173, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.00960463282942"
[1] "Starting iterative with newton 1.00960463282942"
[1] "Starting newton at: 0.950505397654314"
[1] "Newton iter: 1, lambda:1.00693384990582, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.00955366195152, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00955915448527, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00955915450938, diff to last: 0"
[1] "Final threshold is: 0.0894312121811893"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.866250901307609"
[1] "Starting iterative with newton 0.866250901307609"
[1] "Starting newton at: 1.29915966595897"
[1] "Newton iter: 1, lambda:1.15504195700688, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.17285144331317, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.17316210853457, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17316220192808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17316220192809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17316220192809"
[1] "Starting iterative with newton 1.17316220192809"
[1] "Starting newton at: 1.24839892026274"
[1] "Newton iter: 1, lambda:1.35466909006502, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.36789198414646, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.36808371142397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36808375128995, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36808375128996, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36808375128995"
[1] "Starting iterative with newton 1.36808375128995"
[1] "Starting newton at: 1.25560087323634"
[1] "Newton iter: 1, lambda:1.44232005338946, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.48802297063792, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.49054290756545, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49055027794613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49055027800903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49055027800903"
[1] "Starting iterative with newton 1.49055027800903"
[1] "Starting newton at: 1.79696968896505"
[1] "Newton iter: 1, lambda:1.47361624295578, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.55750089301801, diff to last: 0.084"
[1] "Newton iter: 3, lambda:1.56663277821001, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56673408199048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56673409434465, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56673409434465, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56673409434465"
[1] "Starting iterative with newton 1.56673409434465"
[1] "Starting newton at: 1.76532256544483"
[1] "Newton iter: 1, lambda:1.577954199765, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.61230859865979, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.61381384140261, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.61381663731642, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61381663732605, diff to last: 0"
[1] "Final threshold is: 0.142959010843662"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.743667201422855"
[1] "Starting iterative with newton 0.743667201422855"
[1] "Starting newton at: 1.47789360074648"
[1] "Newton iter: 1, lambda:1.37990727184381, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.39028859117233, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39041891740912, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39041893775836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39041893775836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39041893775836"
[1] "Starting iterative with newton 1.39041893775836"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.788650129721317"
[1] "Starting iterative with newton 0.788650129721317"
[1] "Starting newton at: 1.23585192377946"
[1] "Newton iter: 1, lambda:1.22901095748957, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.22905827247368, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22905827474911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22905827474911"
[1] "Starting iterative with newton 1.22905827474911"
[1] "Starting newton at: 1.67288824169172"
[1] "Newton iter: 1, lambda:1.49082344655171, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.52286872383677, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52413356595138, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52413548005664, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52413548006102, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52413548005664"
[1] "Starting iterative with newton 1.52413548005664"
[1] "Starting newton at: 1.66290417222758"
[1] "Newton iter: 1, lambda:1.7137246670078, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.71731510751457, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.71733216050667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71733216088981, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71733216088981"
[1] "Starting iterative with newton 1.71733216088981"
[1] "Starting newton at: 1.69309914013553"
[1] "Newton iter: 1, lambda:1.81735696419591, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.84184445569522, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.8427095428099, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.84271059251653, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84271059251807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84271059251653"
[1] "Starting iterative with newton 1.84271059251653"
[1] "Starting newton at: 1.65291715650806"
[1] "Newton iter: 1, lambda:1.84997941586009, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.91695800647769, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.92403112860738, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.92410470835166, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92410471624298, diff to last: 0"
[1] "Final threshold is: 0.170445700356099"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0885844200251804"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29198673779478"
[1] "Newton iter: 1, lambda:1.47344291503074, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.52399889494517, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52765578084676, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.52767406270662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52767406316177, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52767406316177"
[1] "Starting iterative with newton 1.52767406316177"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390255553817058"
threshold is:
[{'ad': 0.0053063368177593585, 'da': 0.01132894820817613, 'dd': 0.017228908090691317}, {'ad': 0.017333135188705186, 'da': 0.022481390063547164, 'dd': 0.034657316876424905}, {'ad': 0.04302681995886011, 'da': 0.048825360608676, 'dd': 0.07304034809853495}, {'ad': 0.09844807015567149, 'da': 0.08943121218118928, 'dd': 0.14295901084366222}, {'ad': 0.3902555538170579, 'da': 0.1704457003560987, 'dd': 0.3902555538170579}]
Number of points in noise estimation: 128
Estimated noise: 0.08858442002518035
0.08858442002518035
threshold is:
[{'ad': 0.005918736007853198, 'da': 0.025635522058210982, 'dd': 0.03223826421661444}, {'ad': 0.017090262476907814, 'da': 0.0175051077953899, 'dd': 0.031026507153723584}, {'ad': 0.037975148940534886, 'da': 0.030554042078422713, 'dd': 0.05143573121403175}, {'ad': 0.06882068941792419, 'da': 0.06872657312383107, 'dd': 0.0898128157271258}, {'ad': 0.3902555538170579, 'da': 0.1054656844687754, 'dd': 0.3902555538170579}]
['baboon256', 0.075, 0, 0.005560523160188646, 0.003914702810493144, 0.0036040528231261857, 0.009254191192091366, 0.004501139281027918, 0.004706938381053555, 0.004501139281027918, 0.004706938381053555, 22.548843460268525, 24.073012023574943, 24.432088523699722, 20.3366153219591, 23.46677548259926, 23.27261487043642, 23.46677548259926, 23.27261487043642]
baboon256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124216103275668"
[1] "Newton iter: 1, lambda:0.14061734325821, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.140640087568128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140640087611836, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140640087568128"
[1] "Starting iterative with newton 0.140640087568128"
[1] "Starting newton at: 0.0347487891352194"
[1] "Newton iter: 1, lambda:0.057933541337032, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0579616333885087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579616334297476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0579616333885087"
[1] "Starting iterative with newton 0.0579616333885087"
[1] "Starting newton at: 0.0779346551092237"
[1] "Newton iter: 1, lambda:0.0552357184033373, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0552616983519882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0552616983860234, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0552616983860234"
[1] "Starting iterative with newton 0.0552616983860234"
[1] "Starting newton at: 0.080634590111709"
[1] "Newton iter: 1, lambda:0.0551396219991331, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0551723579509224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551723580048976, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0551723579509224"
[1] "Starting iterative with newton 0.0551723579509224"
[1] "Starting newton at: 0.0807239305468099"
[1] "Newton iter: 1, lambda:0.0551364277589326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0551694004895891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551694005443457, diff to last: 0"
[1] "Final threshold is: 0.00489422030623212"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.428661683617503"
[1] "Newton iter: 1, lambda:0.313145273780849, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.315525915901487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.31552694954323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.315526949543424, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.31552694954323"
[1] "Starting iterative with newton 0.31552694954323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14871647077892, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15161275404174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15161384984672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151613849846877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.15161384984672"
[1] "Starting iterative with newton 0.15161384984672"
[1] "Starting newton at: 0.107543101856321"
[1] "Newton iter: 1, lambda:0.137518118609416, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.137629144630793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13762914615311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137629144630793"
[1] "Starting iterative with newton 0.137629144630793"
[1] "Starting newton at: 0.121527807072247"
[1] "Newton iter: 1, lambda:0.136393306209704, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.136420468620677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136420468711338, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136420468620677"
[1] "Starting iterative with newton 0.136420468620677"
[1] "Starting newton at: 0.122736483082363"
[1] "Newton iter: 1, lambda:0.13629328753876, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.136315867575424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136315867638048, diff to last: 0"
[1] "Final threshold is: 0.0120929334237588"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.688590103010907"
[1] "Newton iter: 1, lambda:0.498439129085739, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.511084673495542, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.511143872286913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.511143873580571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.511143873580571"
[1] "Starting iterative with newton 0.511143873580571"
[1] "Starting newton at: 0.23858427816121"
[1] "Newton iter: 1, lambda:0.211159506341485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.211283724979273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211283727529702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211283724979273"
[1] "Starting iterative with newton 0.211283724979273"
[1] "Starting newton at: 0.196587121816182"
[1] "Newton iter: 1, lambda:0.18216966007555, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.182200764202441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182200764347262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182200764202441"
[1] "Starting iterative with newton 0.182200764202441"
[1] "Starting newton at: 0.209604964096562"
[1] "Newton iter: 1, lambda:0.179119765984805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.179257523344822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179257526160033, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179257526160033"
[1] "Starting iterative with newton 0.179257526160033"
[1] "Starting newton at: 0.21254820213897"
[1] "Newton iter: 1, lambda:0.178789704902219, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.178958464332951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17895846855403, diff to last: 0"
[1] "Final threshold is: 0.0158758689236548"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507641522253605"
[1] "Newton iter: 1, lambda:0.571456711261382, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.573050032818079, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573051010393084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573051010393452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573051010393452"
[1] "Starting iterative with newton 0.573051010393452"
[1] "Starting newton at: 0.344058916546027"
[1] "Newton iter: 1, lambda:0.224868475374784, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.227390106436291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.227391245527509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227391245527741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227391245527509"
[1] "Starting iterative with newton 0.227391245527509"
[1] "Starting newton at: 0.352547605419411"
[1] "Newton iter: 1, lambda:0.180349168789791, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.185168041832313, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.185171859956562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185171859958958, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.185171859956562"
[1] "Starting iterative with newton 0.185171859956562"
[1] "Starting newton at: 0.333277779580839"
[1] "Newton iter: 1, lambda:0.175889356382607, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.179875081416761, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179877662947925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179877662949008, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179877662949008"
[1] "Starting iterative with newton 0.179877662949008"
[1] "Starting newton at: 0.338571976588393"
[1] "Newton iter: 1, lambda:0.174907762132924, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.179209359619477, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179212362092481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179212362093943, diff to last: 0"
[1] "Final threshold is: 0.0158983924767049"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0.561731860873639"
[1] "Newton iter: 1, lambda:0.594241543184728, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.594643400408576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594643461250375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594643461250377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594643461250375"
[1] "Starting iterative with newton 0.594643461250375"
[1] "Starting newton at: 0.223217670276129"
[1] "Newton iter: 1, lambda:0.315854665413948, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.318040253863789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318041461784234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318041461784603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318041461784234"
[1] "Starting iterative with newton 0.318041461784234"
[1] "Starting newton at: 0.224114300138768"
[1] "Newton iter: 1, lambda:0.272005375532868, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.272543349681005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272543417364135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272543417364136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272543417364136"
[1] "Starting iterative with newton 0.272543417364136"
[1] "Starting newton at: 0.237473763442698"
[1] "Newton iter: 1, lambda:0.264666802693107, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.264837674275424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264837681010763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264837681010763"
[1] "Starting iterative with newton 0.264837681010763"
[1] "Starting newton at: 0.245179499796071"
[1] "Newton iter: 1, lambda:0.263449754063132, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.263526665806454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263526667167859, diff to last: 0"
[1] "Final threshold is: 0.0233781327011156"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0.802201481144496"
[1] "Newton iter: 1, lambda:0.810569561917157, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.810608613439543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810608614287014, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810608613439543"
[1] "Starting iterative with newton 0.810608613439543"
[1] "Starting newton at: 0.549407901723854"
[1] "Newton iter: 1, lambda:0.484457171403235, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.486177742693146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.486178966073135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486178966073753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486178966073135"
[1] "Starting iterative with newton 0.486178966073135"
[1] "Starting newton at: 0.299971562851578"
[1] "Newton iter: 1, lambda:0.397087152556596, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.400532882139336, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.400537190085386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400537190092117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400537190085386"
[1] "Starting iterative with newton 0.400537190085386"
[1] "Starting newton at: 0.239850487517666"
[1] "Newton iter: 1, lambda:0.372714681659935, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.378920113200349, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.378933568206792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.378933568270015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.378933568270015"
[1] "Starting iterative with newton 0.378933568270015"
[1] "Starting newton at: 0.241652574960245"
[1] "Newton iter: 1, lambda:0.367980254894574, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.373533012270538, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.373543680370678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373543680410037, diff to last: 0"
[1] "Final threshold is: 0.0331380266905833"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 0.77091072325071"
[1] "Newton iter: 1, lambda:0.76259909007097, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.762637259822011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.762637260629448, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.762637259822011"
[1] "Starting iterative with newton 0.762637259822011"
[1] "Starting newton at: 0.502696690057179"
[1] "Newton iter: 1, lambda:0.555936997303533, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.557194486839031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.557195181059192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557195181059404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.557195181059404"
[1] "Starting iterative with newton 0.557195181059404"
[1] "Starting newton at: 0.46290882030495"
[1] "Newton iter: 1, lambda:0.501526989297475, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.502144522847993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502144679717684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502144679717695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.502144679717684"
[1] "Starting iterative with newton 0.502144679717684"
[1] "Starting newton at: 0.493697837413852"
[1] "Newton iter: 1, lambda:0.487173578645276, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.487190754765762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487190754884948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.487190754765762"
[1] "Starting iterative with newton 0.487190754765762"
[1] "Starting newton at: 0.493172522004364"
[1] "Newton iter: 1, lambda:0.483074489209921, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.483115408108957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483115408782067, diff to last: 0"
[1] "Final threshold is: 0.0428584182470257"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 0.890155815963003"
[1] "Newton iter: 1, lambda:0.799164526373873, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.803770961797975, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.803783280720375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.803783280808314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.803783280720375"
[1] "Starting iterative with newton 0.803783280720375"
[1] "Starting newton at: 0.626563224067204"
[1] "Newton iter: 1, lambda:0.629305659959504, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.629309367301028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629309367307798, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629309367301028"
[1] "Starting iterative with newton 0.629309367301028"
[1] "Starting newton at: 0.641001836907611"
[1] "Newton iter: 1, lambda:0.575151470125043, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.57714134501456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.577143195227458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577143195229057, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.577143195227458"
[1] "Starting iterative with newton 0.577143195227458"
[1] "Starting newton at: 0.65034753320545"
[1] "Newton iter: 1, lambda:0.55747400702147, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.561339561303497, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.56134643147688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561346431498562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561346431498562"
[1] "Starting iterative with newton 0.561346431498562"
[1] "Starting newton at: 0.658719110586133"
[1] "Newton iter: 1, lambda:0.551425533964047, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.556537903336182, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.556549862281277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556549862346641, diff to last: 0"
[1] "Final threshold is: 0.0493729787388524"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.0289880244469"
[1] "Newton iter: 1, lambda:0.950870584534219, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.955221770828683, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.955235909218722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.955235909367667, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.955235909367667"
[1] "Starting iterative with newton 0.955235909367667"
[1] "Starting newton at: 1.01877842010569"
[1] "Newton iter: 1, lambda:0.876190290674151, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.889477003844005, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.889602479061217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889602490185063, diff to last: 0"
[1] "Newton iter: 5, lambda:0.889602490185063, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.889602479061217"
[1] "Starting iterative with newton 0.889602479061217"
[1] "Starting newton at: 0.979124154469881"
[1] "Newton iter: 1, lambda:0.851265563585208, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.861829908440103, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.861907311530835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861907315667179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.861907311530835"
[1] "Starting iterative with newton 0.861907311530835"
[1] "Starting newton at: 0.997832363251026"
[1] "Newton iter: 1, lambda:0.832971943534853, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.850007449201219, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.850207260677382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850207287972184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.850207287972184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.850207287972184"
[1] "Starting iterative with newton 0.850207287972184"
[1] "Starting newton at: 0.697700555646366"
[1] "Newton iter: 1, lambda:0.832264302664708, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.845148039503443, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.845261648538471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.845261657325248, diff to last: 0"
[1] "Final threshold is: 0.0749853485382153"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.1367547242885"
[1] "Newton iter: 1, lambda:1.03188358633519, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.0402497629737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04030714052274, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04030714320846, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04030714320846"
[1] "Starting iterative with newton 1.04030714320846"
[1] "Starting newton at: 1.14234280007471"
[1] "Newton iter: 1, lambda:1.04683550221395, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.05387726903045, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.0539182555642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05391825694696, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05391825694696"
[1] "Starting iterative with newton 1.05391825694696"
[1] "Starting newton at: 1.13475221008019"
[1] "Newton iter: 1, lambda:1.05548750632391, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.06041401502898, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06043413699759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06043413733229, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06043413699759"
[1] "Starting iterative with newton 1.06043413699759"
[1] "Starting newton at: 1.13074263595865"
[1] "Newton iter: 1, lambda:1.05952993894816, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.06353671187815, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06355004175071, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06355004189788, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06355004175071"
[1] "Starting iterative with newton 1.06355004175071"
[1] "Starting newton at: 1.1362956530022"
[1] "Newton iter: 1, lambda:1.06049322421946, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.06502222345684, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06503927642142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06503927666253, diff to last: 0"
[1] "Final threshold is: 0.0944823907336123"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 0.977101997270291"
[1] "Newton iter: 1, lambda:0.995569103813736, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.995838633742617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.995838690601743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995838690601746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995838690601743"
[1] "Starting iterative with newton 0.995838690601743"
[1] "Starting newton at: 0.980551762565039"
[1] "Newton iter: 1, lambda:1.0067164208934, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.00726433183973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.00726456882949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00726456882954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00726456882949"
[1] "Starting iterative with newton 1.00726456882949"
[1] "Starting newton at: 0.975773312204621"
[1] "Newton iter: 1, lambda:1.01141963079449, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01244554168209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01244637592938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01244637592993, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.01244637592938"
[1] "Starting iterative with newton 1.01244637592938"
[1] "Starting newton at: 0.977895566773495"
[1] "Newton iter: 1, lambda:1.01375505172522, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01479523094979, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01479609004611, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01479609004669, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01479609004611"
[1] "Starting iterative with newton 1.01479609004611"
[1] "Starting newton at: 0.976610959427969"
[1] "Newton iter: 1, lambda:1.01468551181784, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.01586042201486, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01586151901299, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01586151901394, diff to last: 0"
[1] "Final threshold is: 0.0901197045926949"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.32748920590821"
[1] "Newton iter: 1, lambda:1.16898187679208, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.19060383723745, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19107251457368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19107273153567, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19107273153572, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19107273153567"
[1] "Starting iterative with newton 1.19107273153567"
[1] "Starting newton at: 1.25757341021065"
[1] "Newton iter: 1, lambda:1.37284497976765, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.38886545142765, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.38915411977706, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38915421223508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38915421223508, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38915421223508"
[1] "Starting iterative with newton 1.38915421223508"
[1] "Starting newton at: 1.69305429458484"
[1] "Newton iter: 1, lambda:1.47091492497751, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.51600715383987, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51852612423464, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.51853368319943, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51853368326733, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51853368326733"
[1] "Starting iterative with newton 1.51853368326733"
[1] "Starting newton at: 1.7255680146539"
[1] "Newton iter: 1, lambda:1.57977363670281, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.60189893680881, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.60251979539617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.60252027369039, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60252027369067, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60252027369067"
[1] "Starting iterative with newton 1.60252027369067"
[1] "Starting newton at: 1.75385346122259"
[1] "Newton iter: 1, lambda:1.6428534892132, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65656657970041, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.6568096455633, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65680972083594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65680972083595, diff to last: 0"
[1] "Final threshold is: 0.146979878471005"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.48833761009285"
[1] "Newton iter: 1, lambda:1.35837676538449, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.37602628518181, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.37640631617595, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37640648969646, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3764064896965, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3764064896965"
[1] "Starting iterative with newton 1.3764064896965"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.22951865694591"
[1] "Newton iter: 1, lambda:1.23437897315956, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.23440327589754, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23440327650294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23440327650294"
[1] "Starting iterative with newton 1.23440327650294"
[1] "Starting newton at: 1.67149085856885"
[1] "Newton iter: 1, lambda:1.51738343702005, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.54152869710057, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.54225465982748, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54225530136979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54225530137029, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54225530136979"
[1] "Starting iterative with newton 1.54225530136979"
[1] "Starting newton at: 1.65970557766946"
[1] "Newton iter: 1, lambda:1.74030502034154, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.74986679463499, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.74999205865709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74999207992336, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74999207992336, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74999205865709"
[1] "Starting iterative with newton 1.74999205865709"
[1] "Starting newton at: 1.66219794506733"
[1] "Newton iter: 1, lambda:1.83570121308945, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.88684503735346, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.89088765070852, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89091154738332, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89091154821407, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89091154821407"
[1] "Starting iterative with newton 1.89091154821407"
[1] "Starting newton at: 1.64939847865619"
[1] "Newton iter: 1, lambda:1.87753276395303, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.97217704888486, diff to last: 0.095"
[1] "Newton iter: 3, lambda:1.98742448350878, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.98778643085918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.98778663083132, diff to last: 0"
[1] "Newton iter: 6, lambda:1.98778663083139, diff to last: 0"
[1] "Final threshold is: 0.176341696787285"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31080613726205"
[1] "Newton iter: 1, lambda:1.47521685303591, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.51637164908078, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.51876598695062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51877378835715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51877378843977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51877378835715"
[1] "Starting iterative with newton 1.51877378835715"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
threshold is:
[{'ad': 0.0048942203062321225, 'da': 0.01209293342375882, 'dd': 0.015875868923654845}, {'ad': 0.015898392476704885, 'da': 0.023378132701115637, 'dd': 0.033138026690583314}, {'ad': 0.04285841824702574, 'da': 0.04937297873885244, 'dd': 0.0749853485382153}, {'ad': 0.09448239073361232, 'da': 0.09011970459269489, 'dd': 0.14697987847100538}, {'ad': 0.39082019416230934, 'da': 0.1763416967872848, 'dd': 0.39082019416230934}]
Number of points in noise estimation: 128
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8226542155791"
[1] "Starting iterative with newton 14.8226542155791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33626666188907"
[1] "Starting iterative with newton 7.33626666188907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.86210411378117"
[1] "Starting iterative with newton 3.86210411378117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.80327050971286"
[1] "Starting iterative with newton 3.80327050971286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 1.80826273042847"
[1] "Newton iter: 1, lambda:1.43557641859682, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.36265004081308, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.35732678186906, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.35729672798565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35729672702495, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35729672702495"
[1] "Starting iterative with newton 1.35729672702495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 1.62871509013436"
[1] "Newton iter: 1, lambda:1.3299772375766, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.26644107513949, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.26179566253112, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26176971238784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26176971157646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26176971157646"
[1] "Starting iterative with newton 1.26176971157646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.28831326379411"
[1] "Newton iter: 1, lambda:1.10812838075503, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.0646929943462, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.06161526511816, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.06159965511705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06159965471555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06159965471555"
[1] "Starting iterative with newton 1.06159965471555"
[1] "Starting newton at: 1.21451367854332"
[1] "Newton iter: 1, lambda:0.999589099928446, diff to last: 0.215"
[1] "Newton iter: 2, lambda:0.925812144415749, diff to last: 0.074"
[1] "Newton iter: 3, lambda:0.914377378263206, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.914098542432622, diff to last: 0"
[1] "Newton iter: 5, lambda:0.914098377468098, diff to last: 0"
[1] "Newton iter: 6, lambda:0.91409837746804, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.914098377468098"
[1] "Starting iterative with newton 0.914098377468098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.14972844509595"
[1] "Newton iter: 1, lambda:1.05250469257072, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.03756571525493, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03719005028403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03718981256594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03718981256584, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03718981256594"
[1] "Starting iterative with newton 1.03718981256594"
[1] "Starting newton at: 1.16821214095177"
[1] "Newton iter: 1, lambda:1.09222763252354, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.08368296719336, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.08356991579836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08356989598319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08356989598319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08356989598319"
[1] "Starting iterative with newton 1.08356989598319"
[1] "Starting newton at: 1.21037146266113"
[1] "Newton iter: 1, lambda:1.17302521706639, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.1712253489977, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17122107442798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17122107440385, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17122107440385"
[1] "Starting iterative with newton 1.17122107440385"
[1] "Starting newton at: 1.30402023364015"
[1] "Newton iter: 1, lambda:1.32225930952124, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.3219274604785, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32192735234759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32192735234758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32192735234758"
[1] "Starting iterative with newton 1.32192735234758"
[1] "Starting newton at: 1.45197687639228"
[1] "Newton iter: 1, lambda:1.52044172682818, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.51719024669941, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.51718367062632, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51718367059926, diff to last: 0"
[1] "Final threshold is: 0.134593290178391"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 1.11331876466512"
[1] "Newton iter: 1, lambda:1.09269025040599, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.09203565067828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.09203498870803, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09203498870736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09203498870736"
[1] "Starting iterative with newton 1.09203498870736"
[1] "Starting newton at: 1.25376266649324"
[1] "Newton iter: 1, lambda:1.2876542318747, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2863980173431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28639632642012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28639632641705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28639632641705"
[1] "Starting iterative with newton 1.28639632641705"
[1] "Starting newton at: 1.42542517773176"
[1] "Newton iter: 1, lambda:1.49295891548536, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.48954177477574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48953379478766, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4895337947439, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4895337947439"
[1] "Starting iterative with newton 1.4895337947439"
[1] "Starting newton at: 1.63374578492987"
[1] "Newton iter: 1, lambda:1.67203710116414, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67136751513931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.67136732975667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67136732975665, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67136732975665"
[1] "Starting iterative with newton 1.67136732975665"
[1] "Starting newton at: 1.81459362425274"
[1] "Newton iter: 1, lambda:1.80431580837044, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.80429043562427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80429043546226, diff to last: 0"
[1] "Final threshold is: 0.160063274373377"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.1152018960509"
[1] "Newton iter: 1, lambda:1.08240604993222, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.08079720935861, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.08079328441091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08079328438754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08079328438754"
[1] "Starting iterative with newton 1.08079328438754"
[1] "Starting newton at: 1.45692965783409"
[1] "Newton iter: 1, lambda:1.46258915461367, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46256824878345, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46256824850131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46256824850131"
[1] "Starting iterative with newton 1.46256824850131"
[1] "Starting newton at: 1.81646689213138"
[1] "Newton iter: 1, lambda:1.85218029599211, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.85204535522051, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85204535409753, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85204535409753"
[1] "Starting iterative with newton 1.85204535409753"
[1] "Starting newton at: 2.06120186146785"
[1] "Newton iter: 1, lambda:2.1322265514239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.13297135492053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13297147619849, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13297147619849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13297147619849"
[1] "Starting iterative with newton 2.13297147619849"
[1] "Starting newton at: 2.34271310539899"
[1] "Newton iter: 1, lambda:2.30218804512356, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30279972632984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.30279985502694, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30279985502695, diff to last: 0"
[1] "Final threshold is: 0.204287335219241"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.54532480863827"
[1] "Newton iter: 1, lambda:1.52430544873323, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.52411630616379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52411628975821, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52411628975821, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52411628975821"
[1] "Starting iterative with newton 1.52411628975821"
[1] "Starting newton at: 2.19837325267678"
[1] "Newton iter: 1, lambda:2.27161179259355, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.27438704001146, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2743914939612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27439149397272, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2743914939612"
[1] "Starting iterative with newton 2.2743914939612"
[1] "Starting newton at: 2.70199709339428"
[1] "Newton iter: 1, lambda:2.72423979511844, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.72466651805064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72466667532233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72466667532235, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72466667532233"
[1] "Starting iterative with newton 2.72466667532233"
[1] "Starting newton at: 2.95873556621388"
[1] "Newton iter: 1, lambda:2.99842622831078, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.99999724668246, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.99999967455223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99999967455802, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99999967455802"
[1] "Starting iterative with newton 2.99999967455802"
[1] "Starting newton at: 3.10472899974026"
[1] "Newton iter: 1, lambda:3.14943219585208, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.15156656147554, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.15157130931755, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15157130934101, diff to last: 0"
[1] "Final threshold is: 0.279584047711848"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.30087388991689"
[1] "Newton iter: 1, lambda:1.29525866491296, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.29522819057467, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29522818967154, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29522818967154"
[1] "Starting iterative with newton 1.29522818967154"
[1] "Starting newton at: 1.93040758930251"
[1] "Newton iter: 1, lambda:1.91437564162291, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.91439691401217, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91439691404117, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91439691401217"
[1] "Starting iterative with newton 1.91439691401217"
[1] "Starting newton at: 2.3606803757533"
[1] "Newton iter: 1, lambda:2.3146410396863, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.31560418254473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3156045764014, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31560457640147, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3156045764014"
[1] "Starting iterative with newton 2.3156045764014"
[1] "Starting newton at: 2.49457895592227"
[1] "Newton iter: 1, lambda:2.53478602934606, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.53563762724389, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.53563802260214, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53563802260222, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.53563802260214"
[1] "Starting iterative with newton 2.53563802260214"
[1] "Starting newton at: 2.62284852252258"
[1] "Newton iter: 1, lambda:2.65060882666635, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.65106102818582, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65106114979964, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65106114979965, diff to last: 0"
[1] "Final threshold is: 0.235182496044359"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.98529588745813"
[1] "Newton iter: 1, lambda:2.07781955671235, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.08110387464213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08110904335066, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08110904336354, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.08110904335066"
[1] "Starting iterative with newton 2.08110904335066"
[1] "Starting newton at: 2.78066921374387"
[1] "Newton iter: 1, lambda:2.87061791009958, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.88031758527727, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.88042873458978, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88042874912082, diff to last: 0"
[1] "Newton iter: 5, lambda:2.88042874912082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.88042874912082"
[1] "Starting iterative with newton 2.88042874912082"
[1] "Starting newton at: 3.31352995602799"
[1] "Newton iter: 1, lambda:3.34858169750338, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.35029955579283, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.35030355455838, diff to last: 0"
[1] "Newton iter: 4, lambda:3.35030355458001, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.35030355458001"
[1] "Starting iterative with newton 3.35030355458001"
[1] "Starting newton at: 3.64899679480789"
[1] "Newton iter: 1, lambda:3.66211386105864, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.66236707959811, diff to last: 0"
[1] "Newton iter: 3, lambda:3.66236717237934, diff to last: 0"
[1] "Newton iter: 4, lambda:3.66236717237936, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.66236717237934"
[1] "Starting iterative with newton 3.66236717237934"
[1] "Starting newton at: 3.83181547502158"
[1] "Newton iter: 1, lambda:3.8129742372522, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.81348556266999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.81348595034415, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81348595034437, diff to last: 0"
[1] "Final threshold is: 0.338304208675031"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.13459329017839086, 'da': 0.16006327437337683, 'dd': 0.20428733521924083}, {'ad': 0.27958404771184814, 'da': 0.23518249604435948, 'dd': 0.33830420867503147}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378275674175471. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8226542155791"
[1] "Starting iterative with newton 14.8226542155791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.33626666188907"
[1] "Starting iterative with newton 7.33626666188907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.86210411378117"
[1] "Starting iterative with newton 3.86210411378117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.80327050971286"
[1] "Starting iterative with newton 3.80327050971286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 1.80826273042847"
[1] "Newton iter: 1, lambda:1.43557641859682, diff to last: 0.373"
[1] "Newton iter: 2, lambda:1.36265004081308, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.35732678186906, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.35729672798565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35729672702495, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35729672702495"
[1] "Starting iterative with newton 1.35729672702495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 1.62871509013436"
[1] "Newton iter: 1, lambda:1.3299772375766, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.26644107513949, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.26179566253112, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26176971238784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26176971157646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26176971157646"
[1] "Starting iterative with newton 1.26176971157646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.28831326379411"
[1] "Newton iter: 1, lambda:1.10812838075503, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.0646929943462, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.06161526511816, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.06159965511705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06159965471555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06159965471555"
[1] "Starting iterative with newton 1.06159965471555"
[1] "Starting newton at: 1.21451367854332"
[1] "Newton iter: 1, lambda:0.999589099928446, diff to last: 0.215"
[1] "Newton iter: 2, lambda:0.925812144415749, diff to last: 0.074"
[1] "Newton iter: 3, lambda:0.914377378263206, diff to last: 0.011"
[1] "Newton iter: 4, lambda:0.914098542432622, diff to last: 0"
[1] "Newton iter: 5, lambda:0.914098377468098, diff to last: 0"
[1] "Newton iter: 6, lambda:0.91409837746804, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.914098377468098"
[1] "Starting iterative with newton 0.914098377468098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.14972844509595"
[1] "Newton iter: 1, lambda:1.05250469257072, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.03756571525493, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.03719005028403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03718981256594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03718981256584, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03718981256594"
[1] "Starting iterative with newton 1.03718981256594"
[1] "Starting newton at: 1.16821214095177"
[1] "Newton iter: 1, lambda:1.09222763252354, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.08368296719336, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.08356991579836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08356989598319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08356989598319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.08356989598319"
[1] "Starting iterative with newton 1.08356989598319"
[1] "Starting newton at: 1.21037146266113"
[1] "Newton iter: 1, lambda:1.17302521706639, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.1712253489977, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.17122107442798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17122107440385, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17122107440385"
[1] "Starting iterative with newton 1.17122107440385"
[1] "Starting newton at: 1.30402023364015"
[1] "Newton iter: 1, lambda:1.32225930952124, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.3219274604785, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32192735234759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32192735234758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32192735234758"
[1] "Starting iterative with newton 1.32192735234758"
[1] "Starting newton at: 1.45197687639228"
[1] "Newton iter: 1, lambda:1.52044172682818, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.51719024669941, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.51718367062632, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51718367059926, diff to last: 0"
[1] "Final threshold is: 0.134593290178391"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 1.11331876466512"
[1] "Newton iter: 1, lambda:1.09269025040599, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.09203565067828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.09203498870803, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09203498870736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09203498870736"
[1] "Starting iterative with newton 1.09203498870736"
[1] "Starting newton at: 1.25376266649324"
[1] "Newton iter: 1, lambda:1.2876542318747, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.2863980173431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28639632642012, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28639632641705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28639632641705"
[1] "Starting iterative with newton 1.28639632641705"
[1] "Starting newton at: 1.42542517773176"
[1] "Newton iter: 1, lambda:1.49295891548536, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.48954177477574, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48953379478766, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4895337947439, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4895337947439"
[1] "Starting iterative with newton 1.4895337947439"
[1] "Starting newton at: 1.63374578492987"
[1] "Newton iter: 1, lambda:1.67203710116414, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.67136751513931, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.67136732975667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67136732975665, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67136732975665"
[1] "Starting iterative with newton 1.67136732975665"
[1] "Starting newton at: 1.81459362425274"
[1] "Newton iter: 1, lambda:1.80431580837044, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.80429043562427, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80429043546226, diff to last: 0"
[1] "Final threshold is: 0.160063274373377"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.1152018960509"
[1] "Newton iter: 1, lambda:1.08240604993222, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.08079720935861, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.08079328441091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08079328438754, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08079328438754"
[1] "Starting iterative with newton 1.08079328438754"
[1] "Starting newton at: 1.45692965783409"
[1] "Newton iter: 1, lambda:1.46258915461367, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46256824878345, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46256824850131, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46256824850131"
[1] "Starting iterative with newton 1.46256824850131"
[1] "Starting newton at: 1.81646689213138"
[1] "Newton iter: 1, lambda:1.85218029599211, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.85204535522051, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85204535409753, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85204535409753"
[1] "Starting iterative with newton 1.85204535409753"
[1] "Starting newton at: 2.06120186146785"
[1] "Newton iter: 1, lambda:2.1322265514239, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.13297135492053, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13297147619849, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13297147619849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13297147619849"
[1] "Starting iterative with newton 2.13297147619849"
[1] "Starting newton at: 2.34271310539899"
[1] "Newton iter: 1, lambda:2.30218804512356, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30279972632984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.30279985502694, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30279985502695, diff to last: 0"
[1] "Final threshold is: 0.204287335219241"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.54532480863827"
[1] "Newton iter: 1, lambda:1.52430544873323, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.52411630616379, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52411628975821, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52411628975821, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52411628975821"
[1] "Starting iterative with newton 1.52411628975821"
[1] "Starting newton at: 2.19837325267678"
[1] "Newton iter: 1, lambda:2.27161179259355, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.27438704001146, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.2743914939612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27439149397272, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2743914939612"
[1] "Starting iterative with newton 2.2743914939612"
[1] "Starting newton at: 2.70199709339428"
[1] "Newton iter: 1, lambda:2.72423979511844, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.72466651805064, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72466667532233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72466667532235, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72466667532233"
[1] "Starting iterative with newton 2.72466667532233"
[1] "Starting newton at: 2.95873556621388"
[1] "Newton iter: 1, lambda:2.99842622831078, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.99999724668246, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.99999967455223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99999967455802, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99999967455802"
[1] "Starting iterative with newton 2.99999967455802"
[1] "Starting newton at: 3.10472899974026"
[1] "Newton iter: 1, lambda:3.14943219585208, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.15156656147554, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.15157130931755, diff to last: 0"
[1] "Newton iter: 4, lambda:3.15157130934101, diff to last: 0"
[1] "Final threshold is: 0.279584047711848"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.30087388991689"
[1] "Newton iter: 1, lambda:1.29525866491296, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.29522819057467, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29522818967154, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29522818967154"
[1] "Starting iterative with newton 1.29522818967154"
[1] "Starting newton at: 1.93040758930251"
[1] "Newton iter: 1, lambda:1.91437564162291, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.91439691401217, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91439691404117, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91439691401217"
[1] "Starting iterative with newton 1.91439691401217"
[1] "Starting newton at: 2.3606803757533"
[1] "Newton iter: 1, lambda:2.3146410396863, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.31560418254473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3156045764014, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31560457640147, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3156045764014"
[1] "Starting iterative with newton 2.3156045764014"
[1] "Starting newton at: 2.49457895592227"
[1] "Newton iter: 1, lambda:2.53478602934606, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.53563762724389, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.53563802260214, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53563802260222, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.53563802260214"
[1] "Starting iterative with newton 2.53563802260214"
[1] "Starting newton at: 2.62284852252258"
[1] "Newton iter: 1, lambda:2.65060882666635, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.65106102818582, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65106114979964, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65106114979965, diff to last: 0"
[1] "Final threshold is: 0.235182496044359"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.98529588745813"
[1] "Newton iter: 1, lambda:2.07781955671235, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.08110387464213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.08110904335066, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08110904336354, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.08110904335066"
[1] "Starting iterative with newton 2.08110904335066"
[1] "Starting newton at: 2.78066921374387"
[1] "Newton iter: 1, lambda:2.87061791009958, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.88031758527727, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.88042873458978, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88042874912082, diff to last: 0"
[1] "Newton iter: 5, lambda:2.88042874912082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.88042874912082"
[1] "Starting iterative with newton 2.88042874912082"
[1] "Starting newton at: 3.31352995602799"
[1] "Newton iter: 1, lambda:3.34858169750338, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.35029955579283, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.35030355455838, diff to last: 0"
[1] "Newton iter: 4, lambda:3.35030355458001, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.35030355458001"
[1] "Starting iterative with newton 3.35030355458001"
[1] "Starting newton at: 3.64899679480789"
[1] "Newton iter: 1, lambda:3.66211386105864, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.66236707959811, diff to last: 0"
[1] "Newton iter: 3, lambda:3.66236717237934, diff to last: 0"
[1] "Newton iter: 4, lambda:3.66236717237936, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.66236717237934"
[1] "Starting iterative with newton 3.66236717237934"
[1] "Starting newton at: 3.83181547502158"
[1] "Newton iter: 1, lambda:3.8129742372522, diff to last: 0.019"
[1] "Newton iter: 2, lambda:3.81348556266999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.81348595034415, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81348595034437, diff to last: 0"
[1] "Final threshold is: 0.338304208675031"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.13459329017839086, 'da': 0.16006327437337683, 'dd': 0.20428733521924083}, {'ad': 0.27958404771184814, 'da': 0.23518249604435948, 'dd': 0.33830420867503147}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378275674175471. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08871258818836904
0.08871258818836904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124216103275668"
[1] "Newton iter: 1, lambda:0.14061734325821, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.140640087568128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140640087611836, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140640087568128"
[1] "Starting iterative with newton 0.140640087568128"
[1] "Starting newton at: 0.0347487891352194"
[1] "Newton iter: 1, lambda:0.057933541337032, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0579616333885087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579616334297476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0579616333885087"
[1] "Starting iterative with newton 0.0579616333885087"
[1] "Starting newton at: 0.0779346551092237"
[1] "Newton iter: 1, lambda:0.0552357184033373, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0552616983519882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0552616983860234, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0552616983860234"
[1] "Starting iterative with newton 0.0552616983860234"
[1] "Starting newton at: 0.080634590111709"
[1] "Newton iter: 1, lambda:0.0551396219991331, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0551723579509224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551723580048976, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0551723579509224"
[1] "Starting iterative with newton 0.0551723579509224"
[1] "Starting newton at: 0.0807239305468099"
[1] "Newton iter: 1, lambda:0.0551364277589326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0551694004895891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551694005443457, diff to last: 0"
[1] "Final threshold is: 0.00489422030623212"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.428661683617503"
[1] "Newton iter: 1, lambda:0.313145273780849, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.315525915901487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.31552694954323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.315526949543424, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.31552694954323"
[1] "Starting iterative with newton 0.31552694954323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14871647077892, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15161275404174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15161384984672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151613849846877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.15161384984672"
[1] "Starting iterative with newton 0.15161384984672"
[1] "Starting newton at: 0.107543101856321"
[1] "Newton iter: 1, lambda:0.137518118609416, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.137629144630793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13762914615311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137629144630793"
[1] "Starting iterative with newton 0.137629144630793"
[1] "Starting newton at: 0.121527807072247"
[1] "Newton iter: 1, lambda:0.136393306209704, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.136420468620677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136420468711338, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136420468620677"
[1] "Starting iterative with newton 0.136420468620677"
[1] "Starting newton at: 0.122736483082363"
[1] "Newton iter: 1, lambda:0.13629328753876, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.136315867575424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136315867638048, diff to last: 0"
[1] "Final threshold is: 0.0120929334237588"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.688590103010907"
[1] "Newton iter: 1, lambda:0.498439129085739, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.511084673495542, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.511143872286913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.511143873580571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.511143873580571"
[1] "Starting iterative with newton 0.511143873580571"
[1] "Starting newton at: 0.23858427816121"
[1] "Newton iter: 1, lambda:0.211159506341485, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.211283724979273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211283727529702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211283724979273"
[1] "Starting iterative with newton 0.211283724979273"
[1] "Starting newton at: 0.196587121816182"
[1] "Newton iter: 1, lambda:0.18216966007555, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.182200764202441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182200764347262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182200764202441"
[1] "Starting iterative with newton 0.182200764202441"
[1] "Starting newton at: 0.209604964096562"
[1] "Newton iter: 1, lambda:0.179119765984805, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.179257523344822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179257526160033, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179257526160033"
[1] "Starting iterative with newton 0.179257526160033"
[1] "Starting newton at: 0.21254820213897"
[1] "Newton iter: 1, lambda:0.178789704902219, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.178958464332951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17895846855403, diff to last: 0"
[1] "Final threshold is: 0.0158758689236548"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.507641522253605"
[1] "Newton iter: 1, lambda:0.571456711261382, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.573050032818079, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573051010393084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573051010393452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573051010393452"
[1] "Starting iterative with newton 0.573051010393452"
[1] "Starting newton at: 0.344058916546027"
[1] "Newton iter: 1, lambda:0.224868475374784, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.227390106436291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.227391245527509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227391245527741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227391245527509"
[1] "Starting iterative with newton 0.227391245527509"
[1] "Starting newton at: 0.352547605419411"
[1] "Newton iter: 1, lambda:0.180349168789791, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.185168041832313, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.185171859956562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185171859958958, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.185171859956562"
[1] "Starting iterative with newton 0.185171859956562"
[1] "Starting newton at: 0.333277779580839"
[1] "Newton iter: 1, lambda:0.175889356382607, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.179875081416761, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179877662947925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179877662949008, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179877662949008"
[1] "Starting iterative with newton 0.179877662949008"
[1] "Starting newton at: 0.338571976588393"
[1] "Newton iter: 1, lambda:0.174907762132924, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.179209359619477, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179212362092481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179212362093943, diff to last: 0"
[1] "Final threshold is: 0.0158983924767049"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59234843469282"
[1] "Starting iterative with newton 2.59234843469282"
[1] "Starting newton at: 0.561731860873639"
[1] "Newton iter: 1, lambda:0.594241543184728, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.594643400408576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594643461250375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594643461250377, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594643461250375"
[1] "Starting iterative with newton 0.594643461250375"
[1] "Starting newton at: 0.223217670276129"
[1] "Newton iter: 1, lambda:0.315854665413948, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.318040253863789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318041461784234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318041461784603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318041461784234"
[1] "Starting iterative with newton 0.318041461784234"
[1] "Starting newton at: 0.224114300138768"
[1] "Newton iter: 1, lambda:0.272005375532868, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.272543349681005, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272543417364135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272543417364136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272543417364136"
[1] "Starting iterative with newton 0.272543417364136"
[1] "Starting newton at: 0.237473763442698"
[1] "Newton iter: 1, lambda:0.264666802693107, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.264837674275424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264837681010763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264837681010763"
[1] "Starting iterative with newton 0.264837681010763"
[1] "Starting newton at: 0.245179499796071"
[1] "Newton iter: 1, lambda:0.263449754063132, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.263526665806454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263526667167859, diff to last: 0"
[1] "Final threshold is: 0.0233781327011156"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.99936189123894"
[1] "Starting iterative with newton 1.99936189123894"
[1] "Starting newton at: 0.802201481144496"
[1] "Newton iter: 1, lambda:0.810569561917157, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.810608613439543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810608614287014, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810608613439543"
[1] "Starting iterative with newton 0.810608613439543"
[1] "Starting newton at: 0.549407901723854"
[1] "Newton iter: 1, lambda:0.484457171403235, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.486177742693146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.486178966073135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486178966073753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486178966073135"
[1] "Starting iterative with newton 0.486178966073135"
[1] "Starting newton at: 0.299971562851578"
[1] "Newton iter: 1, lambda:0.397087152556596, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.400532882139336, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.400537190085386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400537190092117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400537190085386"
[1] "Starting iterative with newton 0.400537190085386"
[1] "Starting newton at: 0.239850487517666"
[1] "Newton iter: 1, lambda:0.372714681659935, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.378920113200349, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.378933568206792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.378933568270015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.378933568270015"
[1] "Starting iterative with newton 0.378933568270015"
[1] "Starting newton at: 0.241652574960245"
[1] "Newton iter: 1, lambda:0.367980254894574, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.373533012270538, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.373543680370678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373543680410037, diff to last: 0"
[1] "Final threshold is: 0.0331380266905833"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.55596537178316"
[1] "Starting iterative with newton 1.55596537178316"
[1] "Starting newton at: 0.77091072325071"
[1] "Newton iter: 1, lambda:0.76259909007097, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.762637259822011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.762637260629448, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.762637259822011"
[1] "Starting iterative with newton 0.762637259822011"
[1] "Starting newton at: 0.502696690057179"
[1] "Newton iter: 1, lambda:0.555936997303533, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.557194486839031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.557195181059192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557195181059404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.557195181059404"
[1] "Starting iterative with newton 0.557195181059404"
[1] "Starting newton at: 0.46290882030495"
[1] "Newton iter: 1, lambda:0.501526989297475, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.502144522847993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502144679717684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502144679717695, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.502144679717684"
[1] "Starting iterative with newton 0.502144679717684"
[1] "Starting newton at: 0.493697837413852"
[1] "Newton iter: 1, lambda:0.487173578645276, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.487190754765762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487190754884948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.487190754765762"
[1] "Starting iterative with newton 0.487190754765762"
[1] "Starting newton at: 0.493172522004364"
[1] "Newton iter: 1, lambda:0.483074489209921, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.483115408108957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483115408782067, diff to last: 0"
[1] "Final threshold is: 0.0428584182470257"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.41302440969705"
[1] "Starting iterative with newton 1.41302440969705"
[1] "Starting newton at: 0.890155815963003"
[1] "Newton iter: 1, lambda:0.799164526373873, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.803770961797975, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.803783280720375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.803783280808314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.803783280720375"
[1] "Starting iterative with newton 0.803783280720375"
[1] "Starting newton at: 0.626563224067204"
[1] "Newton iter: 1, lambda:0.629305659959504, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.629309367301028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629309367307798, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629309367301028"
[1] "Starting iterative with newton 0.629309367301028"
[1] "Starting newton at: 0.641001836907611"
[1] "Newton iter: 1, lambda:0.575151470125043, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.57714134501456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.577143195227458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577143195229057, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.577143195227458"
[1] "Starting iterative with newton 0.577143195227458"
[1] "Starting newton at: 0.65034753320545"
[1] "Newton iter: 1, lambda:0.55747400702147, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.561339561303497, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.56134643147688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561346431498562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561346431498562"
[1] "Starting iterative with newton 0.561346431498562"
[1] "Starting newton at: 0.658719110586133"
[1] "Newton iter: 1, lambda:0.551425533964047, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.556537903336182, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.556549862281277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556549862346641, diff to last: 0"
[1] "Final threshold is: 0.0493729787388524"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.11096654979507"
[1] "Starting iterative with newton 1.11096654979507"
[1] "Starting newton at: 1.0289880244469"
[1] "Newton iter: 1, lambda:0.950870584534219, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.955221770828683, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.955235909218722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.955235909367667, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.955235909367667"
[1] "Starting iterative with newton 0.955235909367667"
[1] "Starting newton at: 1.01877842010569"
[1] "Newton iter: 1, lambda:0.876190290674151, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.889477003844005, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.889602479061217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889602490185063, diff to last: 0"
[1] "Newton iter: 5, lambda:0.889602490185063, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.889602479061217"
[1] "Starting iterative with newton 0.889602479061217"
[1] "Starting newton at: 0.979124154469881"
[1] "Newton iter: 1, lambda:0.851265563585208, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.861829908440103, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.861907311530835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861907315667179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.861907311530835"
[1] "Starting iterative with newton 0.861907311530835"
[1] "Starting newton at: 0.997832363251026"
[1] "Newton iter: 1, lambda:0.832971943534853, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.850007449201219, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.850207260677382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850207287972184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.850207287972184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.850207287972184"
[1] "Starting iterative with newton 0.850207287972184"
[1] "Starting newton at: 0.697700555646366"
[1] "Newton iter: 1, lambda:0.832264302664708, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.845148039503443, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.845261648538471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.845261657325248, diff to last: 0"
[1] "Final threshold is: 0.0749853485382153"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01193714697885"
[1] "Starting iterative with newton 1.01193714697885"
[1] "Starting newton at: 1.1367547242885"
[1] "Newton iter: 1, lambda:1.03188358633519, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.0402497629737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04030714052274, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04030714320846, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04030714320846"
[1] "Starting iterative with newton 1.04030714320846"
[1] "Starting newton at: 1.14234280007471"
[1] "Newton iter: 1, lambda:1.04683550221395, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.05387726903045, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.0539182555642, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05391825694696, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05391825694696"
[1] "Starting iterative with newton 1.05391825694696"
[1] "Starting newton at: 1.13475221008019"
[1] "Newton iter: 1, lambda:1.05548750632391, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.06041401502898, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06043413699759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06043413733229, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06043413699759"
[1] "Starting iterative with newton 1.06043413699759"
[1] "Starting newton at: 1.13074263595865"
[1] "Newton iter: 1, lambda:1.05952993894816, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.06353671187815, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06355004175071, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06355004189788, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06355004175071"
[1] "Starting iterative with newton 1.06355004175071"
[1] "Starting newton at: 1.1362956530022"
[1] "Newton iter: 1, lambda:1.06049322421946, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.06502222345684, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.06503927642142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06503927666253, diff to last: 0"
[1] "Final threshold is: 0.0944823907336123"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.970653012024559"
[1] "Starting iterative with newton 0.970653012024559"
[1] "Starting newton at: 0.977101997270291"
[1] "Newton iter: 1, lambda:0.995569103813736, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.995838633742617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.995838690601743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995838690601746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.995838690601743"
[1] "Starting iterative with newton 0.995838690601743"
[1] "Starting newton at: 0.980551762565039"
[1] "Newton iter: 1, lambda:1.0067164208934, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.00726433183973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.00726456882949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00726456882954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00726456882949"
[1] "Starting iterative with newton 1.00726456882949"
[1] "Starting newton at: 0.975773312204621"
[1] "Newton iter: 1, lambda:1.01141963079449, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01244554168209, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01244637592938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01244637592993, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.01244637592938"
[1] "Starting iterative with newton 1.01244637592938"
[1] "Starting newton at: 0.977895566773495"
[1] "Newton iter: 1, lambda:1.01375505172522, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.01479523094979, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01479609004611, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01479609004669, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01479609004611"
[1] "Starting iterative with newton 1.01479609004611"
[1] "Starting newton at: 0.976610959427969"
[1] "Newton iter: 1, lambda:1.01468551181784, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.01586042201486, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01586151901299, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01586151901394, diff to last: 0"
[1] "Final threshold is: 0.0901197045926949"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.887797082932506"
[1] "Starting iterative with newton 0.887797082932506"
[1] "Starting newton at: 1.32748920590821"
[1] "Newton iter: 1, lambda:1.16898187679208, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.19060383723745, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.19107251457368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19107273153567, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19107273153572, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19107273153567"
[1] "Starting iterative with newton 1.19107273153567"
[1] "Starting newton at: 1.25757341021065"
[1] "Newton iter: 1, lambda:1.37284497976765, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.38886545142765, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.38915411977706, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38915421223508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38915421223508, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38915421223508"
[1] "Starting iterative with newton 1.38915421223508"
[1] "Starting newton at: 1.69305429458484"
[1] "Newton iter: 1, lambda:1.47091492497751, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.51600715383987, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.51852612423464, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.51853368319943, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51853368326733, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.51853368326733"
[1] "Starting iterative with newton 1.51853368326733"
[1] "Starting newton at: 1.7255680146539"
[1] "Newton iter: 1, lambda:1.57977363670281, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.60189893680881, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.60251979539617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.60252027369039, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60252027369067, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60252027369067"
[1] "Starting iterative with newton 1.60252027369067"
[1] "Starting newton at: 1.75385346122259"
[1] "Newton iter: 1, lambda:1.6428534892132, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65656657970041, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.6568096455633, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65680972083594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65680972083595, diff to last: 0"
[1] "Final threshold is: 0.146979878471005"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728543510343523"
[1] "Starting iterative with newton 0.728543510343523"
[1] "Starting newton at: 1.48833761009285"
[1] "Newton iter: 1, lambda:1.35837676538449, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.37602628518181, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.37640631617595, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37640648969646, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3764064896965, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3764064896965"
[1] "Starting iterative with newton 1.3764064896965"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.784367864987167"
[1] "Starting iterative with newton 0.784367864987167"
[1] "Starting newton at: 1.22951865694591"
[1] "Newton iter: 1, lambda:1.23437897315956, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.23440327589754, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23440327650294, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23440327650294"
[1] "Starting iterative with newton 1.23440327650294"
[1] "Starting newton at: 1.67149085856885"
[1] "Newton iter: 1, lambda:1.51738343702005, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.54152869710057, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.54225465982748, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54225530136979, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54225530137029, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54225530136979"
[1] "Starting iterative with newton 1.54225530136979"
[1] "Starting newton at: 1.65970557766946"
[1] "Newton iter: 1, lambda:1.74030502034154, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.74986679463499, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.74999205865709, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74999207992336, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74999207992336, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74999205865709"
[1] "Starting iterative with newton 1.74999205865709"
[1] "Starting newton at: 1.66219794506733"
[1] "Newton iter: 1, lambda:1.83570121308945, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.88684503735346, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.89088765070852, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89091154738332, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89091154821407, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89091154821407"
[1] "Starting iterative with newton 1.89091154821407"
[1] "Starting newton at: 1.64939847865619"
[1] "Newton iter: 1, lambda:1.87753276395303, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.97217704888486, diff to last: 0.095"
[1] "Newton iter: 3, lambda:1.98742448350878, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.98778643085918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.98778663083132, diff to last: 0"
[1] "Newton iter: 6, lambda:1.98778663083139, diff to last: 0"
[1] "Final threshold is: 0.176341696787285"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.088712588188369"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31080613726205"
[1] "Newton iter: 1, lambda:1.47521685303591, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.51637164908078, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.51876598695062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51877378835715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51877378843977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51877378835715"
[1] "Starting iterative with newton 1.51877378835715"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.390820194162309"
threshold is:
[{'ad': 0.0048942203062321225, 'da': 0.01209293342375882, 'dd': 0.015875868923654845}, {'ad': 0.015898392476704885, 'da': 0.023378132701115637, 'dd': 0.033138026690583314}, {'ad': 0.04285841824702574, 'da': 0.04937297873885244, 'dd': 0.0749853485382153}, {'ad': 0.09448239073361232, 'da': 0.09011970459269489, 'dd': 0.14697987847100538}, {'ad': 0.39082019416230934, 'da': 0.1763416967872848, 'dd': 0.39082019416230934}]
Number of points in noise estimation: 128
Estimated noise: 0.08871258818836904
0.08871258818836904
threshold is:
[{'ad': 0.014093054598589562, 'da': 0.027239866440662477, 'dd': 0.01419857369716482}, {'ad': 0.009409830440635147, 'da': 0.02166477748358033, 'dd': 0.02411705286824401}, {'ad': 0.034013180795382514, 'da': 0.043982543914679546, 'dd': 0.03868929437244299}, {'ad': 0.05368568910419347, 'da': 0.06990343256797309, 'dd': 0.09822623287280174}, {'ad': 0.39082019416230934, 'da': 0.11459173016410555, 'dd': 0.39082019416230934}]
['baboon256', 0.075, 1, 0.0056256715009228445, 0.003976852603871195, 0.003655176774886428, 0.009239248731188324, 0.004553503762527934, 0.004743665257176085, 0.004553503762527934, 0.004743665257176085, 22.498256311295375, 24.00460505194975, 24.370916144650213, 20.343633410270808, 23.416543002335327, 23.238859651097545, 23.416543002335327, 23.238859651097545]
baboon256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.292684684430371"
[1] "Newton iter: 1, lambda:0.147046282329772, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148916079907516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148916392217553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148916392217562, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148916392217562"
[1] "Starting iterative with newton 0.148916392217562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463905815639856, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464989392132997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464989398045467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0464989398045467"
[1] "Starting iterative with newton 0.0464989398045467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421892144348693, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0422745417729787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0422745421220565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0422745421220565"
[1] "Starting iterative with newton 0.0422745421220565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420181645836873, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421026250797455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421026254210544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0421026254210544"
[1] "Starting iterative with newton 0.0421026254210544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420112077500027, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420956331046783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420956334456742, diff to last: 0"
[1] "Final threshold is: 0.00371746227244601"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.232193828911487"
[1] "Newton iter: 1, lambda:0.328128448255281, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.329846589509496, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.329847132867243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329847132867298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.329847132867298"
[1] "Starting iterative with newton 0.329847132867298"
[1] "Starting newton at: 0.0787461158052834"
[1] "Newton iter: 1, lambda:0.168511405132919, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.169629651613727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.169629824635466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169629824635471, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169629824635466"
[1] "Starting iterative with newton 0.169629824635466"
[1] "Starting newton at: 0.236622417844262"
[1] "Newton iter: 1, lambda:0.153737003169905, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.154644115696556, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154644224748048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154644224748049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.154644224748049"
[1] "Starting iterative with newton 0.154644224748049"
[1] "Starting newton at: 0.251608017731679"
[1] "Newton iter: 1, lambda:0.151903150981716, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.153209225476158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153209450606949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153209450606956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153209450606949"
[1] "Starting iterative with newton 0.153209450606949"
[1] "Starting newton at: 0.253042791872779"
[1] "Newton iter: 1, lambda:0.151723565049626, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.153071627427116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153071867169582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15307186716959, diff to last: 0"
[1] "Final threshold is: 0.0135177653644215"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.485287963539581"
[1] "Newton iter: 1, lambda:0.514999942461712, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.515299822342057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515299852692416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515299852692416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515299852692416"
[1] "Starting iterative with newton 0.515299852692416"
[1] "Starting newton at: 0.292783730935626"
[1] "Newton iter: 1, lambda:0.220973593587763, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.221955296075937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221955480190581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221955480190588, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221955480190581"
[1] "Starting iterative with newton 0.221955480190581"
[1] "Starting newton at: 0.234943523738655"
[1] "Newton iter: 1, lambda:0.182990520129059, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.183453204853468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.183453241596418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183453241596419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183453241596418"
[1] "Starting iterative with newton 0.183453241596418"
[1] "Starting newton at: 0.273445762332818"
[1] "Newton iter: 1, lambda:0.17667631022759, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.178256709649677, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178257132221841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178257132221871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178257132221841"
[1] "Starting iterative with newton 0.178257132221841"
[1] "Starting newton at: 0.278641871707396"
[1] "Newton iter: 1, lambda:0.175771081887275, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.177553266519839, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177553802844739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177553802844788, diff to last: 0"
[1] "Final threshold is: 0.0156797633085433"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.630378666846432"
[1] "Newton iter: 1, lambda:0.611154915767893, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.611297221407851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611297229252999, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611297229252999"
[1] "Starting iterative with newton 0.611297229252999"
[1] "Starting newton at: 0.433217638034359"
[1] "Newton iter: 1, lambda:0.226054225942506, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.234782934775742, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.23479866356727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234798663618324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23479866356727"
[1] "Starting iterative with newton 0.23479866356727"
[1] "Starting newton at: 0.365627493248916"
[1] "Newton iter: 1, lambda:0.178698698323439, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.184839927675732, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.184846587292649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18484658730048, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18484658730048"
[1] "Starting iterative with newton 0.18484658730048"
[1] "Starting newton at: 0.360097153852335"
[1] "Newton iter: 1, lambda:0.172416744730479, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.178474585484358, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.178480920641952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17848092064888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178480920641952"
[1] "Starting iterative with newton 0.178480920641952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172549969537379, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177669111869232, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177673622640846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177673622644348, diff to last: 0"
[1] "Final threshold is: 0.0156903445859506"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0.713584228586751"
[1] "Newton iter: 1, lambda:0.614247413929388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.617925837760729, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.617931061913007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617931061923532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617931061913007"
[1] "Starting iterative with newton 0.617931061913007"
[1] "Starting newton at: 0.326742994715342"
[1] "Newton iter: 1, lambda:0.316482708947196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.316510090677724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316510090872932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316510090872932"
[1] "Starting iterative with newton 0.316510090872932"
[1] "Starting newton at: 0.328428925244535"
[1] "Newton iter: 1, lambda:0.262219593586842, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.263255010565318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263255265056149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263255265056164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263255265056164"
[1] "Starting iterative with newton 0.263255265056164"
[1] "Starting newton at: 0.310652654324062"
[1] "Newton iter: 1, lambda:0.253041669173694, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.253812381560717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253812520030467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253812520030471, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253812520030467"
[1] "Starting iterative with newton 0.253812520030467"
[1] "Starting newton at: 0.295151904292228"
[1] "Newton iter: 1, lambda:0.251702063946864, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.252139496168363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252139540627516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252139540627517, diff to last: 0"
[1] "Final threshold is: 0.022266424342493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0.660181349418814"
[1] "Newton iter: 1, lambda:0.745496267991277, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.749530064570835, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749538852417578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749538852459226, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.749538852459226"
[1] "Starting iterative with newton 0.749538852459226"
[1] "Starting newton at: 0.415404051483415"
[1] "Newton iter: 1, lambda:0.49056044414929, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.492831935202547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.492833987338113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492833987339787, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492833987338113"
[1] "Starting iterative with newton 0.492833987338113"
[1] "Starting newton at: 0.464104160327733"
[1] "Newton iter: 1, lambda:0.427007873211332, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.427507512336934, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427507603486444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427507603486447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.427507603486444"
[1] "Starting iterative with newton 0.427507603486444"
[1] "Starting newton at: 0.520210890383577"
[1] "Newton iter: 1, lambda:0.40607655622134, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.410641536081603, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.410648978423057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410648978442826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.410648978423057"
[1] "Starting iterative with newton 0.410648978423057"
[1] "Starting newton at: 0.304024529694687"
[1] "Newton iter: 1, lambda:0.402792654799037, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.406286765500058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.406291099298952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406291099305616, diff to last: 0"
[1] "Final threshold is: 0.0358795371848533"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0.659202692322375"
[1] "Newton iter: 1, lambda:0.769014554772339, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.775999406185808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.776026755540358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776026755958566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.776026755958566"
[1] "Starting iterative with newton 0.776026755958566"
[1] "Starting newton at: 0.461237478918515"
[1] "Newton iter: 1, lambda:0.542972781335024, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.54594240153843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.545946265393394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545946265399931, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.545946265399931"
[1] "Starting iterative with newton 0.545946265399931"
[1] "Starting newton at: 0.480477715657449"
[1] "Newton iter: 1, lambda:0.483096217099456, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.483099000189101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483099000192243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.483099000189101"
[1] "Starting iterative with newton 0.483099000189101"
[1] "Starting newton at: 0.4549876850202"
[1] "Newton iter: 1, lambda:0.465814341736637, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.465860945128668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465860945990704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465860945128668"
[1] "Starting iterative with newton 0.465860945128668"
[1] "Starting newton at: 0.462344617323693"
[1] "Newton iter: 1, lambda:0.461123602912425, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.461124190929559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.461124190929696, diff to last: 0"
[1] "Final threshold is: 0.0407218434850507"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 0.86610750564388"
[1] "Newton iter: 1, lambda:0.800563908156179, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.80295300988613, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.802956278880863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802956278886978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.802956278880863"
[1] "Starting iterative with newton 0.802956278880863"
[1] "Starting newton at: 0.636097315559868"
[1] "Newton iter: 1, lambda:0.612622944990408, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.61288574344232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612885776599255, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612885776599256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.612885776599256"
[1] "Starting iterative with newton 0.612885776599256"
[1] "Starting newton at: 0.673627175594262"
[1] "Newton iter: 1, lambda:0.54933045294348, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.556104954254062, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.556125818405296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55612581860289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.556125818405296"
[1] "Starting iterative with newton 0.556125818405296"
[1] "Starting newton at: 0.422447257701255"
[1] "Newton iter: 1, lambda:0.533270285452487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.538854275371479, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.538868198881393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538868198967856, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538868198881393"
[1] "Starting iterative with newton 0.538868198881393"
[1] "Starting newton at: 0.43811343363357"
[1] "Newton iter: 1, lambda:0.529801064401823, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.533591622716521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.533598001365086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.533598001383134, diff to last: 0"
[1] "Final threshold is: 0.0471220003698401"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 0.972147207519955"
[1] "Newton iter: 1, lambda:0.975096623205988, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.975103281472096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.975103281505974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.975103281472096"
[1] "Starting iterative with newton 0.975103281472096"
[1] "Starting newton at: 0.969644592165085"
[1] "Newton iter: 1, lambda:0.889811348351791, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.894208825723647, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.894222771740402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894222771880375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894222771740402"
[1] "Starting iterative with newton 0.894222771740402"
[1] "Starting newton at: 0.785695025286655"
[1] "Newton iter: 1, lambda:0.854522214786531, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.857928274693674, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.857936403228712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.857936403274936, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.857936403228712"
[1] "Starting iterative with newton 0.857936403228712"
[1] "Starting newton at: 0.803934976146877"
[1] "Newton iter: 1, lambda:0.840687394059399, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.841634290950794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.841634910365934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.841634910366199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.841634910365934"
[1] "Starting iterative with newton 0.841634910365934"
[1] "Starting newton at: 0.801982137703766"
[1] "Newton iter: 1, lambda:0.833613561457914, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.834309329454494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.834309661875749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834309661875825, diff to last: 0"
[1] "Final threshold is: 0.0736778250572476"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.11684778623067"
[1] "Newton iter: 1, lambda:1.04765622728518, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.05141560148108, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05142724434408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0514272444555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0514272444555"
[1] "Starting iterative with newton 1.0514272444555"
[1] "Starting newton at: 1.11888573445618"
[1] "Newton iter: 1, lambda:1.05453502646392, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.05780937490311, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.05781823883167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0578182388965, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05781823883167"
[1] "Starting iterative with newton 1.05781823883167"
[1] "Starting newton at: 1.11896044912963"
[1] "Newton iter: 1, lambda:1.05798777566226, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.06093945697571, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06094667213374, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06094667217678, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06094667213374"
[1] "Starting iterative with newton 1.06094667213374"
[1] "Starting newton at: 1.11831182538416"
[1] "Newton iter: 1, lambda:1.05974016539719, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06247085884673, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06247703889908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06247703893068, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06247703889908"
[1] "Starting iterative with newton 1.06247703889908"
[1] "Starting newton at: 1.11903664953665"
[1] "Newton iter: 1, lambda:1.06048967845043, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06321924268447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06322542038762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06322542041921, diff to last: 0"
[1] "Final threshold is: 0.0938933589041868"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 0.938529828873697"
[1] "Newton iter: 1, lambda:0.998130267318555, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.00098702234363, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00099340026111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00099340029285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00099340026111"
[1] "Starting iterative with newton 1.00099340026111"
[1] "Starting newton at: 0.934422394342834"
[1] "Newton iter: 1, lambda:0.987443891387556, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.989678767066508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.989682637565705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9896826375773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.9896826375773"
[1] "Starting iterative with newton 0.9896826375773"
[1] "Starting newton at: 0.931271007248981"
[1] "Newton iter: 1, lambda:0.982503647246344, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.984580523808475, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.984583853848609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.984583853857161, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.984583853857161"
[1] "Starting iterative with newton 0.984583853857161"
[1] "Starting newton at: 0.934634184347112"
[1] "Newton iter: 1, lambda:0.98061586957086, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.982281868535106, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.982284007289035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982284007292556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982284007289035"
[1] "Starting iterative with newton 0.982284007289035"
[1] "Starting newton at: 0.93619995293886"
[1] "Newton iter: 1, lambda:0.979752879158473, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.981244660750962, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.981246374139481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981246374141739, diff to last: 0"
[1] "Final threshold is: 0.0866537953418397"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.00800659617097"
[1] "Newton iter: 1, lambda:1.1414104788129, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.15953584774904, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1598507261703, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15985082004755, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15985082004755, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15985082004755"
[1] "Starting iterative with newton 1.15985082004755"
[1] "Starting newton at: 1.27281454834288"
[1] "Newton iter: 1, lambda:1.34331609003625, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.34882240517777, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.34885437210479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34885437317723, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34885437317723"
[1] "Starting iterative with newton 1.34885437317723"
[1] "Starting newton at: 1.26401201791505"
[1] "Newton iter: 1, lambda:1.42599548784945, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.45860829381334, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.45982168373417, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.459823316946, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45982331694895, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45982331694895"
[1] "Starting iterative with newton 1.45982331694895"
[1] "Starting newton at: 1.82148760218359"
[1] "Newton iter: 1, lambda:1.35935520274051, diff to last: 0.462"
[1] "Newton iter: 2, lambda:1.49807858725622, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.52258490775729, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.52328672146286, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52328728420391, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52328728420428, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52328728420391"
[1] "Starting iterative with newton 1.52328728420391"
[1] "Starting newton at: 1.80229496887472"
[1] "Newton iter: 1, lambda:1.45865273922829, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.54870241715683, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.55889817313349, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.5590200928505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55902011011091, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55902011011091, diff to last: 0"
[1] "Final threshold is: 0.137676951595196"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.49554238767285"
[1] "Newton iter: 1, lambda:1.36056968687641, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.37933477654282, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.37976097736197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37976119368034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37976119368039, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37976119368039"
[1] "Starting iterative with newton 1.37976119368039"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.20706227616254"
[1] "Newton iter: 1, lambda:1.23818027045416, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2391941429904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23919519577653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23919519577766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23919519577653"
[1] "Starting iterative with newton 1.23919519577653"
[1] "Starting newton at: 1.69750091307209"
[1] "Newton iter: 1, lambda:1.5003707123955, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.53745014547087, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.53916698199588, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53917054153828, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53917054155355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53917054153828"
[1] "Starting iterative with newton 1.53917054153828"
[1] "Starting newton at: 1.67917070399234"
[1] "Newton iter: 1, lambda:1.73194229384567, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.73586642537605, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.7358870270949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7358870276602, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7358870270949"
[1] "Starting iterative with newton 1.7358870270949"
[1] "Starting newton at: 1.69633632373163"
[1] "Newton iter: 1, lambda:1.83258621878093, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.86266993405151, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.86399959254784, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.86400210193126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.86400210194019, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86400210193126"
[1] "Starting iterative with newton 1.86400210193126"
[1] "Starting newton at: 1.64902482496521"
[1] "Newton iter: 1, lambda:1.85976605356671, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.93770385307399, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.94751021937526, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.94765373923613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94765376959316, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94765376959316, diff to last: 0"
[1] "Final threshold is: 0.171997158883307"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32442396629313"
[1] "Newton iter: 1, lambda:1.47717740524338, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.5124530124236, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.51419804742128, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51420217870105, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51420217872416, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51420217872416"
[1] "Starting iterative with newton 1.51420217872416"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
threshold is:
[{'ad': 0.003717462272446009, 'da': 0.013517765364421525, 'dd': 0.015679763308543284}, {'ad': 0.015690344585950623, 'da': 0.02226642434249296, 'dd': 0.035879537184853254}, {'ad': 0.0407218434850507, 'da': 0.04712200036984007, 'dd': 0.07367782505724763}, {'ad': 0.09389335890418678, 'da': 0.08665379534183969, 'dd': 0.13767695159519638}, {'ad': 0.38904628295707167, 'da': 0.17199715888330652, 'dd': 0.38904628295707167}]
Number of points in noise estimation: 128
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5996761771185"
[1] "Starting iterative with newton 14.5996761771185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.10004437415227"
[1] "Starting iterative with newton 7.10004437415227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58660034332538"
[1] "Starting iterative with newton 3.58660034332538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53758183015862"
[1] "Starting iterative with newton 3.53758183015862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 1.65428029805395"
[1] "Newton iter: 1, lambda:1.353659345364, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.29233738912428, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.28818684679481, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.2881669697036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28816696924682, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28816696924682"
[1] "Starting iterative with newton 1.28816696924682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 1.33274193582102"
[1] "Newton iter: 1, lambda:1.08735483892229, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.01294539077834, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00321340916009, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.0030420812366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00304202820985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00304202820984, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00304202820984"
[1] "Starting iterative with newton 1.00304202820984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.18398281083564"
[1] "Newton iter: 1, lambda:1.02991947282744, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.993248355697857, diff to last: 0.037"
[1] "Newton iter: 3, lambda:0.990817791092991, diff to last: 0.002"
[1] "Newton iter: 4, lambda:0.99080706708686, diff to last: 0"
[1] "Newton iter: 5, lambda:0.990807066878178, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99080706708686"
[1] "Starting iterative with newton 0.99080706708686"
[1] "Starting newton at: 1.13889133322768"
[1] "Newton iter: 1, lambda:0.951376045754512, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.889956680610729, diff to last: 0.061"
[1] "Newton iter: 3, lambda:0.881667017584281, diff to last: 0.008"
[1] "Newton iter: 4, lambda:0.881515011885184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.88151496098208, diff to last: 0"
[1] "Newton iter: 6, lambda:0.881514960982075, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.881514960982075"
[1] "Starting iterative with newton 0.881514960982075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 1.17048128662843"
[1] "Newton iter: 1, lambda:1.07058299183816, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05528209583986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.0548982192414, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05489797732424, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05489797732415, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05489797732415"
[1] "Starting iterative with newton 1.05489797732415"
[1] "Starting newton at: 1.20406510569892"
[1] "Newton iter: 1, lambda:1.13059608554474, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12312650443346, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12304556570599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12304555618529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12304555618529"
[1] "Starting iterative with newton 1.12304555618529"
[1] "Starting newton at: 1.27390380632724"
[1] "Newton iter: 1, lambda:1.22452889827496, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.22169229879054, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.2216825711568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22168257104222, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2216825711568"
[1] "Starting iterative with newton 1.2216825711568"
[1] "Starting newton at: 1.36583967561209"
[1] "Newton iter: 1, lambda:1.36325533416853, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.36324925379175, diff to last: 0"
[1] "Newton iter: 3, lambda:1.363249253758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.363249253758"
[1] "Starting iterative with newton 1.363249253758"
[1] "Starting newton at: 1.51617323084164"
[1] "Newton iter: 1, lambda:1.5196724862247, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.51966461726552, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51966461722597, diff to last: 0"
[1] "Final threshold is: 0.134201470904611"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.11611880978866"
[1] "Newton iter: 1, lambda:1.13043189361654, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.13014754229035, diff to last: 0"
[1] "Newton iter: 3, lambda:1.130147430541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13014743054098, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13014743054098"
[1] "Starting iterative with newton 1.13014743054098"
[1] "Starting newton at: 1.48036287624138"
[1] "Newton iter: 1, lambda:1.56135761038296, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.55759631524533, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5575896140293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55758961400781, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5575896140293"
[1] "Starting iterative with newton 1.5575896140293"
[1] "Starting newton at: 1.91626057550984"
[1] "Newton iter: 1, lambda:1.95426613656642, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.95428701263418, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95428701265957, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95428701263418"
[1] "Starting iterative with newton 1.95428701263418"
[1] "Starting newton at: 2.16035530016328"
[1] "Newton iter: 1, lambda:2.21089094547137, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.21150036102418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21150046626004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21150046626004, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21150046626004"
[1] "Starting iterative with newton 2.21150046626004"
[1] "Starting newton at: 2.32398153746525"
[1] "Newton iter: 1, lambda:2.36664656098046, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.36729208838188, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.36729224830429, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3672922483043, diff to last: 0"
[1] "Final threshold is: 0.209055404845475"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.54867390225662"
[1] "Newton iter: 1, lambda:1.5198434852494, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.51948861781372, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51948855881354, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51948855881354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51948855881354"
[1] "Starting iterative with newton 1.51948855881354"
[1] "Starting newton at: 2.21471317294236"
[1] "Newton iter: 1, lambda:2.27447873562624, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.27633592488457, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.27633788287233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27633788287451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27633788287233"
[1] "Starting iterative with newton 2.27633788287233"
[1] "Starting newton at: 2.7462193332585"
[1] "Newton iter: 1, lambda:2.71071338820971, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.71176669882308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71176762697262, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71176762697334, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71176762697262"
[1] "Starting iterative with newton 2.71176762697262"
[1] "Starting newton at: 2.92047972244582"
[1] "Newton iter: 1, lambda:2.96132496344436, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.96291822711476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.96292062377565, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96292062378107, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96292062378107"
[1] "Starting iterative with newton 2.96292062378107"
[1] "Starting newton at: 3.14628423446893"
[1] "Newton iter: 1, lambda:3.11187898166905, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.11303262648474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11303395361462, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11303395361638, diff to last: 0"
[1] "Final threshold is: 0.274911800153594"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.30842371827434"
[1] "Newton iter: 1, lambda:1.29494176408371, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.29476786665569, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29476783727771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2947678372777, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2947678372777"
[1] "Starting iterative with newton 1.2947678372777"
[1] "Starting newton at: 1.91042482595052"
[1] "Newton iter: 1, lambda:1.91236499399614, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.912365213262, diff to last: 0"
[1] "Newton iter: 3, lambda:1.912365213262, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.912365213262"
[1] "Starting iterative with newton 1.912365213262"
[1] "Starting newton at: 2.38676007605366"
[1] "Newton iter: 1, lambda:2.3234344263718, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.32530615229332, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.32530765091742, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32530765091839, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32530765091742"
[1] "Starting iterative with newton 2.32530765091742"
[1] "Starting newton at: 2.52702546577451"
[1] "Newton iter: 1, lambda:2.5371459675098, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.53720114390369, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5372011455567, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5372011455567"
[1] "Starting iterative with newton 2.5372011455567"
[1] "Starting newton at: 2.61847716878726"
[1] "Newton iter: 1, lambda:2.64486335591218, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.64526867670492, diff to last: 0"
[1] "Newton iter: 3, lambda:2.64526877361697, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64526877361697, diff to last: 0"
[1] "Final threshold is: 0.233603491410793"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99914060247336"
[1] "Newton iter: 1, lambda:2.07830502177297, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.08057100163874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.080573279958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08057327996032, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.080573279958"
[1] "Starting iterative with newton 2.080573279958"
[1] "Starting newton at: 2.74505885678269"
[1] "Newton iter: 1, lambda:2.84214815939282, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.85326581971972, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.853410345929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85341037024404, diff to last: 0"
[1] "Newton iter: 5, lambda:2.85341037024404, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.85341037024404"
[1] "Starting iterative with newton 2.85341037024404"
[1] "Starting newton at: 3.32077474938758"
[1] "Newton iter: 1, lambda:3.34544109219326, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.34629836150648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.34629937347449, diff to last: 0"
[1] "Newton iter: 4, lambda:3.3462993734759, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3462993734759"
[1] "Starting iterative with newton 3.3462993734759"
[1] "Starting newton at: 3.63192488607249"
[1] "Newton iter: 1, lambda:3.67430869563695, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.67715712882175, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.67716935571144, diff to last: 0"
[1] "Newton iter: 4, lambda:3.67716935593586, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.67716935571144"
[1] "Starting iterative with newton 3.67716935571144"
[1] "Starting newton at: 3.96091520906857"
[1] "Newton iter: 1, lambda:3.88066182644334, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.8894724785133, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.88959544080639, diff to last: 0"
[1] "Newton iter: 4, lambda:3.88959546443356, diff to last: 0"
[1] "Newton iter: 5, lambda:3.88959546443356, diff to last: 0"
[1] "Final threshold is: 0.343489888139224"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.13420147090461082, 'dd': 0.20905540484547522}, {'ad': 0.27491180015359384, 'da': 0.23360349141079292, 'dd': 0.34348988813922415}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.381375043923171. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5996761771185"
[1] "Starting iterative with newton 14.5996761771185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.10004437415227"
[1] "Starting iterative with newton 7.10004437415227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58660034332538"
[1] "Starting iterative with newton 3.58660034332538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53758183015862"
[1] "Starting iterative with newton 3.53758183015862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 1.65428029805395"
[1] "Newton iter: 1, lambda:1.353659345364, diff to last: 0.301"
[1] "Newton iter: 2, lambda:1.29233738912428, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.28818684679481, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.2881669697036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28816696924682, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28816696924682"
[1] "Starting iterative with newton 1.28816696924682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 1.33274193582102"
[1] "Newton iter: 1, lambda:1.08735483892229, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.01294539077834, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.00321340916009, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.0030420812366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00304202820985, diff to last: 0"
[1] "Newton iter: 6, lambda:1.00304202820984, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00304202820984"
[1] "Starting iterative with newton 1.00304202820984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.18398281083564"
[1] "Newton iter: 1, lambda:1.02991947282744, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.993248355697857, diff to last: 0.037"
[1] "Newton iter: 3, lambda:0.990817791092991, diff to last: 0.002"
[1] "Newton iter: 4, lambda:0.99080706708686, diff to last: 0"
[1] "Newton iter: 5, lambda:0.990807066878178, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99080706708686"
[1] "Starting iterative with newton 0.99080706708686"
[1] "Starting newton at: 1.13889133322768"
[1] "Newton iter: 1, lambda:0.951376045754512, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.889956680610729, diff to last: 0.061"
[1] "Newton iter: 3, lambda:0.881667017584281, diff to last: 0.008"
[1] "Newton iter: 4, lambda:0.881515011885184, diff to last: 0"
[1] "Newton iter: 5, lambda:0.88151496098208, diff to last: 0"
[1] "Newton iter: 6, lambda:0.881514960982075, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.881514960982075"
[1] "Starting iterative with newton 0.881514960982075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 1.17048128662843"
[1] "Newton iter: 1, lambda:1.07058299183816, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05528209583986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.0548982192414, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05489797732424, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05489797732415, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05489797732415"
[1] "Starting iterative with newton 1.05489797732415"
[1] "Starting newton at: 1.20406510569892"
[1] "Newton iter: 1, lambda:1.13059608554474, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.12312650443346, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.12304556570599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12304555618529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12304555618529"
[1] "Starting iterative with newton 1.12304555618529"
[1] "Starting newton at: 1.27390380632724"
[1] "Newton iter: 1, lambda:1.22452889827496, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.22169229879054, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.2216825711568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22168257104222, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2216825711568"
[1] "Starting iterative with newton 1.2216825711568"
[1] "Starting newton at: 1.36583967561209"
[1] "Newton iter: 1, lambda:1.36325533416853, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.36324925379175, diff to last: 0"
[1] "Newton iter: 3, lambda:1.363249253758, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.363249253758"
[1] "Starting iterative with newton 1.363249253758"
[1] "Starting newton at: 1.51617323084164"
[1] "Newton iter: 1, lambda:1.5196724862247, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.51966461726552, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51966461722597, diff to last: 0"
[1] "Final threshold is: 0.134201470904611"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.11611880978866"
[1] "Newton iter: 1, lambda:1.13043189361654, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.13014754229035, diff to last: 0"
[1] "Newton iter: 3, lambda:1.130147430541, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13014743054098, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13014743054098"
[1] "Starting iterative with newton 1.13014743054098"
[1] "Starting newton at: 1.48036287624138"
[1] "Newton iter: 1, lambda:1.56135761038296, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.55759631524533, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5575896140293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55758961400781, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5575896140293"
[1] "Starting iterative with newton 1.5575896140293"
[1] "Starting newton at: 1.91626057550984"
[1] "Newton iter: 1, lambda:1.95426613656642, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.95428701263418, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95428701265957, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95428701263418"
[1] "Starting iterative with newton 1.95428701263418"
[1] "Starting newton at: 2.16035530016328"
[1] "Newton iter: 1, lambda:2.21089094547137, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.21150036102418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21150046626004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21150046626004, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21150046626004"
[1] "Starting iterative with newton 2.21150046626004"
[1] "Starting newton at: 2.32398153746525"
[1] "Newton iter: 1, lambda:2.36664656098046, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.36729208838188, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.36729224830429, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3672922483043, diff to last: 0"
[1] "Final threshold is: 0.209055404845475"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.54867390225662"
[1] "Newton iter: 1, lambda:1.5198434852494, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.51948861781372, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51948855881354, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51948855881354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51948855881354"
[1] "Starting iterative with newton 1.51948855881354"
[1] "Starting newton at: 2.21471317294236"
[1] "Newton iter: 1, lambda:2.27447873562624, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.27633592488457, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.27633788287233, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27633788287451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27633788287233"
[1] "Starting iterative with newton 2.27633788287233"
[1] "Starting newton at: 2.7462193332585"
[1] "Newton iter: 1, lambda:2.71071338820971, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.71176669882308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.71176762697262, diff to last: 0"
[1] "Newton iter: 4, lambda:2.71176762697334, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.71176762697262"
[1] "Starting iterative with newton 2.71176762697262"
[1] "Starting newton at: 2.92047972244582"
[1] "Newton iter: 1, lambda:2.96132496344436, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.96291822711476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.96292062377565, diff to last: 0"
[1] "Newton iter: 4, lambda:2.96292062378107, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.96292062378107"
[1] "Starting iterative with newton 2.96292062378107"
[1] "Starting newton at: 3.14628423446893"
[1] "Newton iter: 1, lambda:3.11187898166905, diff to last: 0.034"
[1] "Newton iter: 2, lambda:3.11303262648474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11303395361462, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11303395361638, diff to last: 0"
[1] "Final threshold is: 0.274911800153594"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.30842371827434"
[1] "Newton iter: 1, lambda:1.29494176408371, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.29476786665569, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29476783727771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2947678372777, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2947678372777"
[1] "Starting iterative with newton 1.2947678372777"
[1] "Starting newton at: 1.91042482595052"
[1] "Newton iter: 1, lambda:1.91236499399614, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.912365213262, diff to last: 0"
[1] "Newton iter: 3, lambda:1.912365213262, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.912365213262"
[1] "Starting iterative with newton 1.912365213262"
[1] "Starting newton at: 2.38676007605366"
[1] "Newton iter: 1, lambda:2.3234344263718, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.32530615229332, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.32530765091742, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32530765091839, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32530765091742"
[1] "Starting iterative with newton 2.32530765091742"
[1] "Starting newton at: 2.52702546577451"
[1] "Newton iter: 1, lambda:2.5371459675098, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.53720114390369, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5372011455567, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5372011455567"
[1] "Starting iterative with newton 2.5372011455567"
[1] "Starting newton at: 2.61847716878726"
[1] "Newton iter: 1, lambda:2.64486335591218, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.64526867670492, diff to last: 0"
[1] "Newton iter: 3, lambda:2.64526877361697, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64526877361697, diff to last: 0"
[1] "Final threshold is: 0.233603491410793"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99914060247336"
[1] "Newton iter: 1, lambda:2.07830502177297, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.08057100163874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.080573279958, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08057327996032, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.080573279958"
[1] "Starting iterative with newton 2.080573279958"
[1] "Starting newton at: 2.74505885678269"
[1] "Newton iter: 1, lambda:2.84214815939282, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.85326581971972, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.853410345929, diff to last: 0"
[1] "Newton iter: 4, lambda:2.85341037024404, diff to last: 0"
[1] "Newton iter: 5, lambda:2.85341037024404, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.85341037024404"
[1] "Starting iterative with newton 2.85341037024404"
[1] "Starting newton at: 3.32077474938758"
[1] "Newton iter: 1, lambda:3.34544109219326, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.34629836150648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.34629937347449, diff to last: 0"
[1] "Newton iter: 4, lambda:3.3462993734759, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.3462993734759"
[1] "Starting iterative with newton 3.3462993734759"
[1] "Starting newton at: 3.63192488607249"
[1] "Newton iter: 1, lambda:3.67430869563695, diff to last: 0.042"
[1] "Newton iter: 2, lambda:3.67715712882175, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.67716935571144, diff to last: 0"
[1] "Newton iter: 4, lambda:3.67716935593586, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.67716935571144"
[1] "Starting iterative with newton 3.67716935571144"
[1] "Starting newton at: 3.96091520906857"
[1] "Newton iter: 1, lambda:3.88066182644334, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.8894724785133, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.88959544080639, diff to last: 0"
[1] "Newton iter: 4, lambda:3.88959546443356, diff to last: 0"
[1] "Newton iter: 5, lambda:3.88959546443356, diff to last: 0"
[1] "Final threshold is: 0.343489888139224"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.13420147090461082, 'dd': 0.20905540484547522}, {'ad': 0.27491180015359384, 'da': 0.23360349141079292, 'dd': 0.34348988813922415}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.381375043923171. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08830992666630955
0.08830992666630955
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.292684684430371"
[1] "Newton iter: 1, lambda:0.147046282329772, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148916079907516, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148916392217553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148916392217562, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148916392217562"
[1] "Starting iterative with newton 0.148916392217562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463905815639856, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464989392132997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464989398045467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0464989398045467"
[1] "Starting iterative with newton 0.0464989398045467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421892144348693, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0422745417729787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0422745421220565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0422745421220565"
[1] "Starting iterative with newton 0.0422745421220565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420181645836873, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421026250797455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421026254210544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0421026254210544"
[1] "Starting iterative with newton 0.0421026254210544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420112077500027, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420956331046783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420956334456742, diff to last: 0"
[1] "Final threshold is: 0.00371746227244601"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.232193828911487"
[1] "Newton iter: 1, lambda:0.328128448255281, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.329846589509496, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.329847132867243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329847132867298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.329847132867298"
[1] "Starting iterative with newton 0.329847132867298"
[1] "Starting newton at: 0.0787461158052834"
[1] "Newton iter: 1, lambda:0.168511405132919, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.169629651613727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.169629824635466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169629824635471, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169629824635466"
[1] "Starting iterative with newton 0.169629824635466"
[1] "Starting newton at: 0.236622417844262"
[1] "Newton iter: 1, lambda:0.153737003169905, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.154644115696556, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154644224748048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154644224748049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.154644224748049"
[1] "Starting iterative with newton 0.154644224748049"
[1] "Starting newton at: 0.251608017731679"
[1] "Newton iter: 1, lambda:0.151903150981716, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.153209225476158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153209450606949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153209450606956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153209450606949"
[1] "Starting iterative with newton 0.153209450606949"
[1] "Starting newton at: 0.253042791872779"
[1] "Newton iter: 1, lambda:0.151723565049626, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.153071627427116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.153071867169582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15307186716959, diff to last: 0"
[1] "Final threshold is: 0.0135177653644215"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.485287963539581"
[1] "Newton iter: 1, lambda:0.514999942461712, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.515299822342057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515299852692416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515299852692416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515299852692416"
[1] "Starting iterative with newton 0.515299852692416"
[1] "Starting newton at: 0.292783730935626"
[1] "Newton iter: 1, lambda:0.220973593587763, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.221955296075937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221955480190581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221955480190588, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221955480190581"
[1] "Starting iterative with newton 0.221955480190581"
[1] "Starting newton at: 0.234943523738655"
[1] "Newton iter: 1, lambda:0.182990520129059, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.183453204853468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.183453241596418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183453241596419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183453241596418"
[1] "Starting iterative with newton 0.183453241596418"
[1] "Starting newton at: 0.273445762332818"
[1] "Newton iter: 1, lambda:0.17667631022759, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.178256709649677, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178257132221841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178257132221871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178257132221841"
[1] "Starting iterative with newton 0.178257132221841"
[1] "Starting newton at: 0.278641871707396"
[1] "Newton iter: 1, lambda:0.175771081887275, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.177553266519839, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177553802844739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177553802844788, diff to last: 0"
[1] "Final threshold is: 0.0156797633085433"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.630378666846432"
[1] "Newton iter: 1, lambda:0.611154915767893, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.611297221407851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611297229252999, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611297229252999"
[1] "Starting iterative with newton 0.611297229252999"
[1] "Starting newton at: 0.433217638034359"
[1] "Newton iter: 1, lambda:0.226054225942506, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.234782934775742, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.23479866356727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234798663618324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23479866356727"
[1] "Starting iterative with newton 0.23479866356727"
[1] "Starting newton at: 0.365627493248916"
[1] "Newton iter: 1, lambda:0.178698698323439, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.184839927675732, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.184846587292649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18484658730048, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18484658730048"
[1] "Starting iterative with newton 0.18484658730048"
[1] "Starting newton at: 0.360097153852335"
[1] "Newton iter: 1, lambda:0.172416744730479, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.178474585484358, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.178480920641952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17848092064888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178480920641952"
[1] "Starting iterative with newton 0.178480920641952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172549969537379, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177669111869232, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177673622640846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177673622644348, diff to last: 0"
[1] "Final threshold is: 0.0156903445859506"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.64900969171944"
[1] "Starting iterative with newton 2.64900969171944"
[1] "Starting newton at: 0.713584228586751"
[1] "Newton iter: 1, lambda:0.614247413929388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.617925837760729, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.617931061913007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617931061923532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617931061913007"
[1] "Starting iterative with newton 0.617931061913007"
[1] "Starting newton at: 0.326742994715342"
[1] "Newton iter: 1, lambda:0.316482708947196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.316510090677724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316510090872932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316510090872932"
[1] "Starting iterative with newton 0.316510090872932"
[1] "Starting newton at: 0.328428925244535"
[1] "Newton iter: 1, lambda:0.262219593586842, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.263255010565318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263255265056149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263255265056164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263255265056164"
[1] "Starting iterative with newton 0.263255265056164"
[1] "Starting newton at: 0.310652654324062"
[1] "Newton iter: 1, lambda:0.253041669173694, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.253812381560717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253812520030467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253812520030471, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253812520030467"
[1] "Starting iterative with newton 0.253812520030467"
[1] "Starting newton at: 0.295151904292228"
[1] "Newton iter: 1, lambda:0.251702063946864, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.252139496168363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252139540627516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252139540627517, diff to last: 0"
[1] "Final threshold is: 0.022266424342493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.7935809344655"
[1] "Starting iterative with newton 1.7935809344655"
[1] "Starting newton at: 0.660181349418814"
[1] "Newton iter: 1, lambda:0.745496267991277, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.749530064570835, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749538852417578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749538852459226, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.749538852459226"
[1] "Starting iterative with newton 0.749538852459226"
[1] "Starting newton at: 0.415404051483415"
[1] "Newton iter: 1, lambda:0.49056044414929, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.492831935202547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.492833987338113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492833987339787, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492833987338113"
[1] "Starting iterative with newton 0.492833987338113"
[1] "Starting newton at: 0.464104160327733"
[1] "Newton iter: 1, lambda:0.427007873211332, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.427507512336934, diff to last: 0"
[1] "Newton iter: 3, lambda:0.427507603486444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427507603486447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.427507603486444"
[1] "Starting iterative with newton 0.427507603486444"
[1] "Starting newton at: 0.520210890383577"
[1] "Newton iter: 1, lambda:0.40607655622134, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.410641536081603, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.410648978423057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410648978442826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.410648978423057"
[1] "Starting iterative with newton 0.410648978423057"
[1] "Starting newton at: 0.304024529694687"
[1] "Newton iter: 1, lambda:0.402792654799037, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.406286765500058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.406291099298952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406291099305616, diff to last: 0"
[1] "Final threshold is: 0.0358795371848533"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63792416172059"
[1] "Starting iterative with newton 1.63792416172059"
[1] "Starting newton at: 0.659202692322375"
[1] "Newton iter: 1, lambda:0.769014554772339, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.775999406185808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.776026755540358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776026755958566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.776026755958566"
[1] "Starting iterative with newton 0.776026755958566"
[1] "Starting newton at: 0.461237478918515"
[1] "Newton iter: 1, lambda:0.542972781335024, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.54594240153843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.545946265393394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545946265399931, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.545946265399931"
[1] "Starting iterative with newton 0.545946265399931"
[1] "Starting newton at: 0.480477715657449"
[1] "Newton iter: 1, lambda:0.483096217099456, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.483099000189101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483099000192243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.483099000189101"
[1] "Starting iterative with newton 0.483099000189101"
[1] "Starting newton at: 0.4549876850202"
[1] "Newton iter: 1, lambda:0.465814341736637, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.465860945128668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465860945990704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465860945128668"
[1] "Starting iterative with newton 0.465860945128668"
[1] "Starting newton at: 0.462344617323693"
[1] "Newton iter: 1, lambda:0.461123602912425, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.461124190929559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.461124190929696, diff to last: 0"
[1] "Final threshold is: 0.0407218434850507"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.484529262398"
[1] "Starting iterative with newton 1.484529262398"
[1] "Starting newton at: 0.86610750564388"
[1] "Newton iter: 1, lambda:0.800563908156179, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.80295300988613, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.802956278880863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802956278886978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.802956278880863"
[1] "Starting iterative with newton 0.802956278880863"
[1] "Starting newton at: 0.636097315559868"
[1] "Newton iter: 1, lambda:0.612622944990408, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.61288574344232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612885776599255, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612885776599256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.612885776599256"
[1] "Starting iterative with newton 0.612885776599256"
[1] "Starting newton at: 0.673627175594262"
[1] "Newton iter: 1, lambda:0.54933045294348, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.556104954254062, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.556125818405296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55612581860289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.556125818405296"
[1] "Starting iterative with newton 0.556125818405296"
[1] "Starting newton at: 0.422447257701255"
[1] "Newton iter: 1, lambda:0.533270285452487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.538854275371479, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.538868198881393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538868198967856, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538868198881393"
[1] "Starting iterative with newton 0.538868198881393"
[1] "Starting newton at: 0.43811343363357"
[1] "Newton iter: 1, lambda:0.529801064401823, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.533591622716521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.533598001365086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.533598001383134, diff to last: 0"
[1] "Final threshold is: 0.0471220003698401"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.15574799135824"
[1] "Starting iterative with newton 1.15574799135824"
[1] "Starting newton at: 0.972147207519955"
[1] "Newton iter: 1, lambda:0.975096623205988, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.975103281472096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.975103281505974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.975103281472096"
[1] "Starting iterative with newton 0.975103281472096"
[1] "Starting newton at: 0.969644592165085"
[1] "Newton iter: 1, lambda:0.889811348351791, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.894208825723647, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.894222771740402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894222771880375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894222771740402"
[1] "Starting iterative with newton 0.894222771740402"
[1] "Starting newton at: 0.785695025286655"
[1] "Newton iter: 1, lambda:0.854522214786531, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.857928274693674, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.857936403228712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.857936403274936, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.857936403228712"
[1] "Starting iterative with newton 0.857936403228712"
[1] "Starting newton at: 0.803934976146877"
[1] "Newton iter: 1, lambda:0.840687394059399, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.841634290950794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.841634910365934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.841634910366199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.841634910365934"
[1] "Starting iterative with newton 0.841634910365934"
[1] "Starting newton at: 0.801982137703766"
[1] "Newton iter: 1, lambda:0.833613561457914, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.834309329454494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.834309661875749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834309661875825, diff to last: 0"
[1] "Final threshold is: 0.0736778250572476"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03838926413549"
[1] "Starting iterative with newton 1.03838926413549"
[1] "Starting newton at: 1.11684778623067"
[1] "Newton iter: 1, lambda:1.04765622728518, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.05141560148108, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.05142724434408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0514272444555, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0514272444555"
[1] "Starting iterative with newton 1.0514272444555"
[1] "Starting newton at: 1.11888573445618"
[1] "Newton iter: 1, lambda:1.05453502646392, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.05780937490311, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.05781823883167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0578182388965, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05781823883167"
[1] "Starting iterative with newton 1.05781823883167"
[1] "Starting newton at: 1.11896044912963"
[1] "Newton iter: 1, lambda:1.05798777566226, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.06093945697571, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06094667213374, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06094667217678, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06094667213374"
[1] "Starting iterative with newton 1.06094667213374"
[1] "Starting newton at: 1.11831182538416"
[1] "Newton iter: 1, lambda:1.05974016539719, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06247085884673, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06247703889908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06247703893068, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06247703889908"
[1] "Starting iterative with newton 1.06247703889908"
[1] "Starting newton at: 1.11903664953665"
[1] "Newton iter: 1, lambda:1.06048967845043, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.06321924268447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.06322542038762, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06322542041921, diff to last: 0"
[1] "Final threshold is: 0.0938933589041868"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02611650223773"
[1] "Starting iterative with newton 1.02611650223773"
[1] "Starting newton at: 0.938529828873697"
[1] "Newton iter: 1, lambda:0.998130267318555, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.00098702234363, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00099340026111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00099340029285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00099340026111"
[1] "Starting iterative with newton 1.00099340026111"
[1] "Starting newton at: 0.934422394342834"
[1] "Newton iter: 1, lambda:0.987443891387556, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.989678767066508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.989682637565705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9896826375773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.9896826375773"
[1] "Starting iterative with newton 0.9896826375773"
[1] "Starting newton at: 0.931271007248981"
[1] "Newton iter: 1, lambda:0.982503647246344, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.984580523808475, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.984583853848609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.984583853857161, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.984583853857161"
[1] "Starting iterative with newton 0.984583853857161"
[1] "Starting newton at: 0.934634184347112"
[1] "Newton iter: 1, lambda:0.98061586957086, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.982281868535106, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.982284007289035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982284007292556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.982284007289035"
[1] "Starting iterative with newton 0.982284007289035"
[1] "Starting newton at: 0.93619995293886"
[1] "Newton iter: 1, lambda:0.979752879158473, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.981244660750962, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.981246374139481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.981246374141739, diff to last: 0"
[1] "Final threshold is: 0.0866537953418397"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.848753995436528"
[1] "Starting iterative with newton 0.848753995436528"
[1] "Starting newton at: 1.00800659617097"
[1] "Newton iter: 1, lambda:1.1414104788129, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.15953584774904, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1598507261703, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15985082004755, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15985082004755, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15985082004755"
[1] "Starting iterative with newton 1.15985082004755"
[1] "Starting newton at: 1.27281454834288"
[1] "Newton iter: 1, lambda:1.34331609003625, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.34882240517777, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.34885437210479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34885437317723, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34885437317723"
[1] "Starting iterative with newton 1.34885437317723"
[1] "Starting newton at: 1.26401201791505"
[1] "Newton iter: 1, lambda:1.42599548784945, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.45860829381334, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.45982168373417, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.459823316946, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45982331694895, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45982331694895"
[1] "Starting iterative with newton 1.45982331694895"
[1] "Starting newton at: 1.82148760218359"
[1] "Newton iter: 1, lambda:1.35935520274051, diff to last: 0.462"
[1] "Newton iter: 2, lambda:1.49807858725622, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.52258490775729, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.52328672146286, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.52328728420391, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52328728420428, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52328728420391"
[1] "Starting iterative with newton 1.52328728420391"
[1] "Starting newton at: 1.80229496887472"
[1] "Newton iter: 1, lambda:1.45865273922829, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.54870241715683, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.55889817313349, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.5590200928505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55902011011091, diff to last: 0"
[1] "Newton iter: 6, lambda:1.55902011011091, diff to last: 0"
[1] "Final threshold is: 0.137676951595196"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.742638137372803"
[1] "Starting iterative with newton 0.742638137372803"
[1] "Starting newton at: 1.49554238767285"
[1] "Newton iter: 1, lambda:1.36056968687641, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.37933477654282, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.37976097736197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37976119368034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37976119368039, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37976119368039"
[1] "Starting iterative with newton 1.37976119368039"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793752630224104"
[1] "Starting iterative with newton 0.793752630224104"
[1] "Starting newton at: 1.20706227616254"
[1] "Newton iter: 1, lambda:1.23818027045416, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.2391941429904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23919519577653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23919519577766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23919519577653"
[1] "Starting iterative with newton 1.23919519577653"
[1] "Starting newton at: 1.69750091307209"
[1] "Newton iter: 1, lambda:1.5003707123955, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.53745014547087, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.53916698199588, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53917054153828, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53917054155355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53917054153828"
[1] "Starting iterative with newton 1.53917054153828"
[1] "Starting newton at: 1.67917070399234"
[1] "Newton iter: 1, lambda:1.73194229384567, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.73586642537605, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.7358870270949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7358870276602, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7358870270949"
[1] "Starting iterative with newton 1.7358870270949"
[1] "Starting newton at: 1.69633632373163"
[1] "Newton iter: 1, lambda:1.83258621878093, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.86266993405151, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.86399959254784, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.86400210193126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.86400210194019, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86400210193126"
[1] "Starting iterative with newton 1.86400210193126"
[1] "Starting newton at: 1.64902482496521"
[1] "Newton iter: 1, lambda:1.85976605356671, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.93770385307399, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.94751021937526, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.94765373923613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94765376959316, diff to last: 0"
[1] "Newton iter: 6, lambda:1.94765376959316, diff to last: 0"
[1] "Final threshold is: 0.171997158883307"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0883099266663095"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32442396629313"
[1] "Newton iter: 1, lambda:1.47717740524338, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.5124530124236, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.51419804742128, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51420217870105, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51420217872416, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51420217872416"
[1] "Starting iterative with newton 1.51420217872416"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.389046282957072"
threshold is:
[{'ad': 0.003717462272446009, 'da': 0.013517765364421525, 'dd': 0.015679763308543284}, {'ad': 0.015690344585950623, 'da': 0.02226642434249296, 'dd': 0.035879537184853254}, {'ad': 0.0407218434850507, 'da': 0.04712200036984007, 'dd': 0.07367782505724763}, {'ad': 0.09389335890418678, 'da': 0.08665379534183969, 'dd': 0.13767695159519638}, {'ad': 0.38904628295707167, 'da': 0.17199715888330652, 'dd': 0.38904628295707167}]
Number of points in noise estimation: 128
Estimated noise: 0.08830992666630955
0.08830992666630955
threshold is:
[{'ad': 0.031159480086043523, 'da': 0.0131933383419445, 'dd': 0.02013034280472714}, {'ad': 0.012359983209825565, 'da': 0.02459769891212985, 'dd': 0.026277591819998655}, {'ad': 0.038001740605543954, 'da': 0.027494626417424062, 'dd': 0.056933313217480526}, {'ad': 0.0688710570098986, 'da': 0.06100599891968802, 'dd': 0.07650834933475391}, {'ad': 0.38904628295707167, 'da': 0.1071023930258936, 'dd': 0.38904628295707167}]
['baboon256', 0.075, 2, 0.005621984686850468, 0.003916510548000756, 0.0036131561673740206, 0.009219454180747688, 0.004480919600410651, 0.004679709695147022, 0.004480919600410651, 0.004679709695147022, 22.501103416573223, 24.071006994718516, 24.42113267005723, 20.352947897171063, 23.4863284841261, 23.29781087461398, 23.4863284841261, 23.29781087461398]
baboon256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.08794744906977099
0.08794744906977099
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13873859572133, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140543992627528, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140544297241238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140544297241246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140544297241238"
[1] "Starting iterative with newton 0.140544297241238"
[1] "Starting newton at: 0.0776189196949883"
[1] "Newton iter: 1, lambda:0.0710929241362001, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0710954593272758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0710954593276585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0710954593272758"
[1] "Starting iterative with newton 0.0710954593272758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675220663262437, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0677913376518372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677913419294035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0677913419294035"
[1] "Starting iterative with newton 0.0677913419294035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673639210061926, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676318032811536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676318075126974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676318032811536"
[1] "Starting iterative with newton 0.0676318032811536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673562801140323, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676240953635901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676240995929196, diff to last: 0"
[1] "Final threshold is: 0.00594736705483742"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.4254439696203"
[1] "Newton iter: 1, lambda:0.303791195796208, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.306373286728148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.306374474090064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306374474090315, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.306374474090315"
[1] "Starting iterative with newton 0.306374474090315"
[1] "Starting newton at: 0.13523400442825"
[1] "Newton iter: 1, lambda:0.140225464455908, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.140228684295933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140228684297273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140228684295933"
[1] "Starting iterative with newton 0.140228684295933"
[1] "Starting newton at: 0.210707966081924"
[1] "Newton iter: 1, lambda:0.12394325026984, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.124856734746493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124856836201499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124856836201501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124856836201501"
[1] "Starting iterative with newton 0.124856836201501"
[1] "Starting newton at: 0.226079814176357"
[1] "Newton iter: 1, lambda:0.12214658536735, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.123448913343889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123449118302695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1234491183027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123449118302695"
[1] "Starting iterative with newton 0.123449118302695"
[1] "Starting newton at: 0.227487532075162"
[1] "Newton iter: 1, lambda:0.121978760526677, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.123320075382504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123320292674385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12332029267439, diff to last: 0"
[1] "Final threshold is: 0.0108457051592497"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.458049633578379"
[1] "Newton iter: 1, lambda:0.506513243897858, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.507319821058821, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.507320042112209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507320042112225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507320042112209"
[1] "Starting iterative with newton 0.507320042112209"
[1] "Starting newton at: 0.230455328358779"
[1] "Newton iter: 1, lambda:0.234704674914243, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.234707855010792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234707855012572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234707855010792"
[1] "Starting iterative with newton 0.234707855010792"
[1] "Starting newton at: 0.230041184665643"
[1] "Newton iter: 1, lambda:0.202413334871599, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.202540324831421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.202540327519028, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202540324831421"
[1] "Starting iterative with newton 0.202540324831421"
[1] "Starting newton at: 0.262208714845014"
[1] "Newton iter: 1, lambda:0.197811302192732, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.198495116561175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198495194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198495194000001, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.198495194000001"
[1] "Starting iterative with newton 0.198495194000001"
[1] "Starting newton at: 0.140823549530504"
[1] "Newton iter: 1, lambda:0.197451142850663, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.197983225046405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197983271893982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197983271893983, diff to last: 0"
[1] "Final threshold is: 0.0174121237215626"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.671031040634278"
[1] "Newton iter: 1, lambda:0.588493112576992, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.591059121801569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.591061666941617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591061666944119, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591061666941617"
[1] "Starting iterative with newton 0.591061666941617"
[1] "Starting newton at: 0.283008512023163"
[1] "Newton iter: 1, lambda:0.240830684257912, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.241196843992233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241196871657444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241196871657444, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241196871657444"
[1] "Starting iterative with newton 0.241196871657444"
[1] "Starting newton at: 0.255834434317349"
[1] "Newton iter: 1, lambda:0.192147097866881, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.192882534405922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.192882632658188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192882632658189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192882632658188"
[1] "Starting iterative with newton 0.192882632658188"
[1] "Starting newton at: 0.262879056123337"
[1] "Newton iter: 1, lambda:0.185100953783092, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.186177026958036, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.186177233362939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186177233362946, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186177233362939"
[1] "Starting iterative with newton 0.186177233362939"
[1] "Starting newton at: 0.269584455418586"
[1] "Newton iter: 1, lambda:0.183945069721143, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.185245909790977, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.185246210630033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185246210630049, diff to last: 0"
[1] "Final threshold is: 0.0162919316747529"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0.417873244101333"
[1] "Newton iter: 1, lambda:0.588455636651951, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.599921912357252, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.599971924397052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599971925345479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599971924397052"
[1] "Starting iterative with newton 0.599971924397052"
[1] "Starting newton at: 0.248008583070068"
[1] "Newton iter: 1, lambda:0.301269818033325, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.301980710653506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.30198083677737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301980836777374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301980836777374"
[1] "Starting iterative with newton 0.301980836777374"
[1] "Starting newton at: 0.42728869194407"
[1] "Newton iter: 1, lambda:0.244182266815649, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.251688457653353, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.251701276286864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251701276324232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251701276286864"
[1] "Starting iterative with newton 0.251701276286864"
[1] "Starting newton at: 0.473719842688595"
[1] "Newton iter: 1, lambda:0.23024339416057, diff to last: 0.243"
[1] "Newton iter: 2, lambda:0.243211937909862, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.243249547267522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243249547583625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243249547267522"
[1] "Starting iterative with newton 0.243249547267522"
[1] "Starting newton at: 0.409770149516348"
[1] "Newton iter: 1, lambda:0.235117156134916, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.241822969817238, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.241832992441447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241832992463829, diff to last: 0"
[1] "Final threshold is: 0.0212685947881029"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0.826078722829018"
[1] "Newton iter: 1, lambda:0.75016651556823, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.753271570118365, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.753276927253619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753276927269548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753276927269548"
[1] "Starting iterative with newton 0.753276927269548"
[1] "Starting newton at: 0.458495831691782"
[1] "Newton iter: 1, lambda:0.511422223154906, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.512592967781118, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.512593535710075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512593535710209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512593535710075"
[1] "Starting iterative with newton 0.512593535710075"
[1] "Starting newton at: 0.557298917854075"
[1] "Newton iter: 1, lambda:0.443774733484185, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.448594559315957, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.448603437006474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448603437036571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.448603437006474"
[1] "Starting iterative with newton 0.448603437006474"
[1] "Starting newton at: 0.298762128957203"
[1] "Newton iter: 1, lambda:0.425454388928834, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.431521716422233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.43153547311643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431535473187092, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.43153547311643"
[1] "Starting iterative with newton 0.43153547311643"
[1] "Starting newton at: 0.31049100423938"
[1] "Newton iter: 1, lambda:0.422288179686513, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.426978751043749, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426986921401393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426986921426167, diff to last: 0"
[1] "Final threshold is: 0.0375524105234074"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0.890771064835476"
[1] "Newton iter: 1, lambda:0.774721765824166, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.781830304193345, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.781858461346959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781858461787514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.781858461346959"
[1] "Starting iterative with newton 0.781858461346959"
[1] "Starting newton at: 0.460749643496214"
[1] "Newton iter: 1, lambda:0.569208492773143, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.574638099009082, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.574651443026341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574651443106836, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.574651443026341"
[1] "Starting iterative with newton 0.574651443026341"
[1] "Starting newton at: 0.402763194179843"
[1] "Newton iter: 1, lambda:0.513794049966713, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.519098070480997, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.519109982999974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519109983060002, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.519109982999974"
[1] "Starting iterative with newton 0.519109982999974"
[1] "Starting newton at: 0.387729623552366"
[1] "Newton iter: 1, lambda:0.49883757273372, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.504045574996885, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.504056847848216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50405684790098, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504056847848216"
[1] "Starting iterative with newton 0.504056847848216"
[1] "Starting newton at: 0.390528904446923"
[1] "Newton iter: 1, lambda:0.495345466448442, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.499952653258324, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499961429321941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499961429353758, diff to last: 0"
[1] "Final threshold is: 0.0439703323421413"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 0.830773724933668"
[1] "Newton iter: 1, lambda:0.810433416974533, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.810668165573498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810668197119605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.810668197119605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810668197119605"
[1] "Starting iterative with newton 0.810668197119605"
[1] "Starting newton at: 0.672654207715919"
[1] "Newton iter: 1, lambda:0.626976572482743, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.62798417036575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627984667636745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627984667636866, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627984667636866"
[1] "Starting iterative with newton 0.627984667636866"
[1] "Starting newton at: 0.636096443838572"
[1] "Newton iter: 1, lambda:0.571832009147224, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.57371583718932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573717484896366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573717484897626, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.573717484896366"
[1] "Starting iterative with newton 0.573717484896366"
[1] "Starting newton at: 0.665605363725113"
[1] "Newton iter: 1, lambda:0.551598831756981, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.557347350395189, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.557362449655968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557362449760004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.557362449655968"
[1] "Starting iterative with newton 0.557362449655968"
[1] "Starting newton at: 0.670397128924334"
[1] "Newton iter: 1, lambda:0.54555688818853, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.552394011109006, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.552415265091829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552415265296902, diff to last: 0"
[1] "Final threshold is: 0.0485835134100633"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 0.969868958722496"
[1] "Newton iter: 1, lambda:0.943670117965993, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.94416827146646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.944168454079036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.944168454079061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.944168454079036"
[1] "Starting iterative with newton 0.944168454079036"
[1] "Starting newton at: 0.801795945762251"
[1] "Newton iter: 1, lambda:0.873219745760432, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.876870275100185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.876879558613869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876879558673809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.876879558613869"
[1] "Starting iterative with newton 0.876879558613869"
[1] "Starting newton at: 0.80238888864966"
[1] "Newton iter: 1, lambda:0.847772642692903, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.849197027412785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.849198406182669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84919840618396, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.849198406182669"
[1] "Starting iterative with newton 0.849198406182669"
[1] "Starting newton at: 0.801791407481463"
[1] "Newton iter: 1, lambda:0.83697629370439, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.837820534544789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.837821014021732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.837821014021886, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.837821014021732"
[1] "Starting iterative with newton 0.837821014021732"
[1] "Starting newton at: 0.8131687996424"
[1] "Newton iter: 1, lambda:0.832884249882707, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.833146663428864, diff to last: 0"
[1] "Newton iter: 3, lambda:0.833146709553083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.833146709553084, diff to last: 0"
[1] "Final threshold is: 0.0732731278060672"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 0.88946935180234"
[1] "Newton iter: 1, lambda:1.00562258101126, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01694920863311, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.01705183681501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01705184518758, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01705183681501"
[1] "Starting iterative with newton 1.01705183681501"
[1] "Starting newton at: 1.17417813911908"
[1] "Newton iter: 1, lambda:1.01336268096622, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.03195945951281, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.03224015710418, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03224022039279, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0322402203928, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03224022039279"
[1] "Starting iterative with newton 1.03224022039279"
[1] "Starting newton at: 1.17192808646104"
[1] "Newton iter: 1, lambda:1.02287453198819, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.03905848756652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.03927181418517, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03927185091157, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03927185091157, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03927185091157"
[1] "Starting iterative with newton 1.03927185091157"
[1] "Starting newton at: 1.16715600778403"
[1] "Newton iter: 1, lambda:1.02814946323557, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.04235951702457, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04252416138805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04252418331193, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04252418331193, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04252418331193"
[1] "Starting iterative with newton 1.04252418331193"
[1] "Starting newton at: 1.16763944378468"
[1] "Newton iter: 1, lambda:1.02988872559393, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.04386831159897, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04402780089761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04402782149077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04402782149077, diff to last: 0"
[1] "Final threshold is: 0.0918195836579836"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 0.942110258408979"
[1] "Newton iter: 1, lambda:0.989901616249597, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.991742960516001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99174563155019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.991745631555805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99174563155019"
[1] "Starting iterative with newton 0.99174563155019"
[1] "Starting newton at: 0.94801292049674"
[1] "Newton iter: 1, lambda:0.987117995238325, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.988342466707571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.98834364438513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.988343644386218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.988343644386218"
[1] "Starting iterative with newton 0.988343644386218"
[1] "Starting newton at: 0.947863820473554"
[1] "Newton iter: 1, lambda:0.985630464492264, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.986770391950571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986771411334992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986771411335807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.986771411335807"
[1] "Starting iterative with newton 0.986771411335807"
[1] "Starting newton at: 0.948147479459659"
[1] "Newton iter: 1, lambda:0.984961905839446, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.986043955471336, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986044873426109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.98604487342677, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.986044873426109"
[1] "Starting iterative with newton 0.986044873426109"
[1] "Starting newton at: 0.948874017369357"
[1] "Newton iter: 1, lambda:0.98468521670624, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.985708330367166, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.985709150810441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985709150810969, diff to last: 0"
[1] "Final threshold is: 0.0866906053385085"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.865981118164302"
[1] "Starting iterative with newton 0.865981118164302"
[1] "Starting newton at: 1.05250382431587"
[1] "Newton iter: 1, lambda:1.13265858478061, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.13895584259753, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13899308001103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13899308130766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13899308130766"
[1] "Starting iterative with newton 1.13899308130766"
[1] "Starting newton at: 1.3466383650818"
[1] "Newton iter: 1, lambda:1.30156002010748, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.30359234756583, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30359664670366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30359664672287, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30359664670366"
[1] "Starting iterative with newton 1.30359664670366"
[1] "Starting newton at: 1.33199483385467"
[1] "Newton iter: 1, lambda:1.39830896205022, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.40342919606973, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.40345828612769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4034582870625, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4034582870625"
[1] "Starting iterative with newton 1.4034582870625"
[1] "Starting newton at: 1.32704792063639"
[1] "Newton iter: 1, lambda:1.44619857030703, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.46399395561994, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46436268198853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46436283782245, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46436283782248, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46436283782245"
[1] "Starting iterative with newton 1.46436283782245"
[1] "Starting newton at: 1.31396662125228"
[1] "Newton iter: 1, lambda:1.46901934796778, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.50047921927039, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.50167251327546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50167418337769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50167418338095, diff to last: 0"
[1] "Final threshold is: 0.132068413761999"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.50636261781477"
[1] "Newton iter: 1, lambda:1.32352694300801, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.3557769597231, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.35703658787048, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3570384598053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35703845980943, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3570384598053"
[1] "Starting iterative with newton 1.3570384598053"
[1] "Starting newton at: 1.34017262366827"
[1] "Newton iter: 1, lambda:1.66405837603455, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.84703796415215, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.90772263983003, diff to last: 0.061"
[1] "Newton iter: 4, lambda:1.91384289315406, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.91390117741614, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91390118265937, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91390118265937"
[1] "Starting iterative with newton 1.91390118265937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625582"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.25192878711919"
[1] "Newton iter: 1, lambda:1.21499847684667, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.21633676703223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21633857823494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21633857823825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21633857823494"
[1] "Starting iterative with newton 1.21633857823494"
[1] "Starting newton at: 1.70972551656649"
[1] "Newton iter: 1, lambda:1.42795007661523, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.49516165955059, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.50085641207205, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.50089517165151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50089517343725, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50089517343725"
[1] "Starting iterative with newton 1.50089517343725"
[1] "Starting newton at: 1.66999419218584"
[1] "Newton iter: 1, lambda:1.69120534720441, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.69180976632371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69181024622631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69181024622662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69181024622631"
[1] "Starting iterative with newton 1.69181024622631"
[1] "Starting newton at: 1.64759524874576"
[1] "Newton iter: 1, lambda:1.78740277827809, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.81861749798757, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.8200312971951, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.82003409837904, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82003409839002, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82003409839002"
[1] "Starting iterative with newton 1.82003409839002"
[1] "Starting newton at: 1.63769168377231"
[1] "Newton iter: 1, lambda:1.8335583774657, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.89959970148882, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90647167704783, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.90654117240348, diff to last: 0"
[1] "Newton iter: 5, lambda:1.9065411794493, diff to last: 0"
[1] "Final threshold is: 0.167675432659376"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32458385905136"
[1] "Newton iter: 1, lambda:1.47261579437413, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.5054761489748, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.50697683802694, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50697987223573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50697987224811, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50697987223573"
[1] "Starting iterative with newton 1.50697987223573"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625582"
threshold is:
[{'ad': 0.005947367054837416, 'da': 0.010845705159249692, 'dd': 0.017412123721562627}, {'ad': 0.016291931674752888, 'da': 0.021268594788102932, 'dd': 0.03755241052340736}, {'ad': 0.04397033234214129, 'da': 0.04858351341006331, 'dd': 0.07327312780606716}, {'ad': 0.09181958365798364, 'da': 0.08669060533850849, 'dd': 0.1320684137619991}, {'ad': 0.3874494006255825, 'da': 0.16767543265937634, 'dd': 0.3874494006255825}]
Number of points in noise estimation: 128
Estimated noise: 0.08794744906977099
0.08794744906977099
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4539072944438"
[1] "Starting iterative with newton 14.4539072944438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66817538451388"
[1] "Starting iterative with newton 7.66817538451388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63404078688288"
[1] "Starting iterative with newton 3.63404078688288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39776896592961"
[1] "Starting iterative with newton 3.39776896592961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 1.66423393315017"
[1] "Newton iter: 1, lambda:1.33907427552653, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.2716418130347, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.26652883462188, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26649790429804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649790316341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26649790316341"
[1] "Starting iterative with newton 1.26649790316341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 1.26486330236181"
[1] "Newton iter: 1, lambda:1.10771091085415, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.07363457036962, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.07176573292886, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.07176007554436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07176007549252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07176007549252"
[1] "Starting iterative with newton 1.07176007549252"
[1] "Starting newton at: 1.22950817734822"
[1] "Newton iter: 1, lambda:1.05712153637897, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.01238385032905, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.00878701236026, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.00876364457602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00876364359047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00876364457602"
[1] "Starting iterative with newton 1.00876364457602"
[1] "Starting newton at: 1.16903945836726"
[1] "Newton iter: 1, lambda:0.973194211916883, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.90677956104535, diff to last: 0.066"
[1] "Newton iter: 3, lambda:0.897153310223128, diff to last: 0.01"
[1] "Newton iter: 4, lambda:0.896949741155098, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896949650571732, diff to last: 0"
[1] "Newton iter: 6, lambda:0.896949650571714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.896949650571714"
[1] "Starting iterative with newton 0.896949650571714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 1.13600396023346"
[1] "Newton iter: 1, lambda:1.06941732170701, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.06248744212824, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.06240997821325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06240996852983, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06240996852983"
[1] "Starting iterative with newton 1.06240996852983"
[1] "Starting newton at: 1.2175416794516"
[1] "Newton iter: 1, lambda:1.20128995592854, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.20096257625089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20096244217149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20096244217147, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20096244217147"
[1] "Starting iterative with newton 1.20096244217147"
[1] "Starting newton at: 1.33366068942587"
[1] "Newton iter: 1, lambda:1.38588901903653, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.38341594407497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.38341067567101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38341067564703, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38341067564703"
[1] "Starting iterative with newton 1.38341067564703"
[1] "Starting newton at: 1.51198489471835"
[1] "Newton iter: 1, lambda:1.58094333841804, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.57806157724125, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57805716540463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57805716539422, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57805716539422"
[1] "Starting iterative with newton 1.57805716539422"
[1] "Starting newton at: 1.70528152910682"
[1] "Newton iter: 1, lambda:1.75632782828452, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.7554105388846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75541029134873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75541029134871, diff to last: 0"
[1] "Final threshold is: 0.154383857194944"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 1.147850637425"
[1] "Newton iter: 1, lambda:1.06754129681743, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.05736392074901, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.05719353145868, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05719348368808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05719348368808, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05719348368808"
[1] "Starting iterative with newton 1.05719348368808"
[1] "Starting newton at: 1.22046065671206"
[1] "Newton iter: 1, lambda:1.15928531779852, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.15430839720507, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15427418483888, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15427418321975, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15427418321975"
[1] "Starting iterative with newton 1.15427418321975"
[1] "Starting newton at: 1.32569077669663"
[1] "Newton iter: 1, lambda:1.28942567014219, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.28805908164613, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28805707721231, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28805707720799, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28805707720799"
[1] "Starting iterative with newton 1.28805707720799"
[1] "Starting newton at: 1.44399129404607"
[1] "Newton iter: 1, lambda:1.42567418286816, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.42540990605317, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42540984968144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42540984968144, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42540984968144"
[1] "Starting iterative with newton 1.42540984968144"
[1] "Starting newton at: 1.57543618134456"
[1] "Newton iter: 1, lambda:1.55621599724213, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55600533346134, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55600530718025, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55600530718025, diff to last: 0"
[1] "Final threshold is: 0.136846697505528"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.865981118164302"
[1] "Starting iterative with newton 0.865981118164302"
[1] "Starting newton at: 1.12620410846515"
[1] "Newton iter: 1, lambda:1.11429018018494, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.11408645035448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11408639053692, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11408639053691, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11408639053692"
[1] "Starting iterative with newton 1.11408639053692"
[1] "Starting newton at: 1.49886885960448"
[1] "Newton iter: 1, lambda:1.49949625737835, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.49949602050133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4994960205013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4994960205013"
[1] "Starting iterative with newton 1.4994960205013"
[1] "Starting newton at: 1.86297178962393"
[1] "Newton iter: 1, lambda:1.8647101527151, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.86470991268937, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86470991268936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86470991268936"
[1] "Starting iterative with newton 1.86470991268936"
[1] "Starting newton at: 2.09523661061838"
[1] "Newton iter: 1, lambda:2.11381802157228, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.11386794791095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11386794831576, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.11386794791095"
[1] "Starting iterative with newton 2.11386794791095"
[1] "Starting newton at: 2.20224154039235"
[1] "Newton iter: 1, lambda:2.25288144303201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.253449023636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25344910839282, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25344910839282, diff to last: 0"
[1] "Final threshold is: 0.198185100691698"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.37369228605136"
[1] "Newton iter: 1, lambda:1.47674327216907, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.46954738368463, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46951898949242, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46951898904206, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46951898904206"
[1] "Starting iterative with newton 1.46951898904206"
[1] "Starting newton at: 2.1507276459954"
[1] "Newton iter: 1, lambda:2.20857942149048, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.21009943569738, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.21010060566241, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2101006056631, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.21010060566241"
[1] "Starting iterative with newton 2.21010060566241"
[1] "Starting newton at: 2.69118561032909"
[1] "Newton iter: 1, lambda:2.66915432271393, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.66955019985843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66955032745168, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66955032745169, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66955032745168"
[1] "Starting iterative with newton 2.66955032745168"
[1] "Starting newton at: 2.87659753749802"
[1] "Newton iter: 1, lambda:2.92406901877644, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.92618997006269, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92619416171213, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92619416172849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92619416172849"
[1] "Starting iterative with newton 2.92619416172849"
[1] "Starting newton at: 3.05618370633009"
[1] "Newton iter: 1, lambda:3.07883995115687, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.07935278505371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.07935304481497, diff to last: 0"
[1] "Newton iter: 4, lambda:3.07935304481504, diff to last: 0"
[1] "Final threshold is: 0.270821245076715"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.32661791173874"
[1] "Newton iter: 1, lambda:1.27396353119657, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.2712719931004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.27126451001603, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27126450995804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27126450995804"
[1] "Starting iterative with newton 1.27126450995804"
[1] "Starting newton at: 1.92739180809333"
[1] "Newton iter: 1, lambda:1.84875666148088, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.8491568378904, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84915683320944, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84915683320944"
[1] "Starting iterative with newton 1.84915683320944"
[1] "Starting newton at: 2.30250744790914"
[1] "Newton iter: 1, lambda:2.24127449227026, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.24277889839776, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.24277970398612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24277970398636, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24277970398612"
[1] "Starting iterative with newton 2.24277970398612"
[1] "Starting newton at: 2.4342572706144"
[1] "Newton iter: 1, lambda:2.46716581275461, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.46768159771162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.46768172921557, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46768172921558, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46768172921558"
[1] "Starting iterative with newton 2.46768172921558"
[1] "Starting newton at: 2.57049996105791"
[1] "Newton iter: 1, lambda:2.58502783741878, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.58514306068182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.58514306800103, diff to last: 0"
[1] "Final threshold is: 0.227356737667386"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99927808556109"
[1] "Newton iter: 1, lambda:2.04320540545173, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.04394098725127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04394121842149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04394121842151, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.04394121842151"
[1] "Starting iterative with newton 2.04394121842151"
[1] "Starting newton at: 2.72786379964349"
[1] "Newton iter: 1, lambda:2.833487573052, diff to last: 0.106"
[1] "Newton iter: 2, lambda:2.84649447387367, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.84669044319177, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8466904874484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.8466904874484, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8466904874484"
[1] "Starting iterative with newton 2.8466904874484"
[1] "Starting newton at: 3.28424887317695"
[1] "Newton iter: 1, lambda:3.34394165798563, diff to last: 0.06"
[1] "Newton iter: 2, lambda:3.34891671894826, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.34894966552299, diff to last: 0"
[1] "Newton iter: 4, lambda:3.34894966696077, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.34894966552299"
[1] "Starting iterative with newton 3.34894966552299"
[1] "Starting newton at: 3.55154283600321"
[1] "Newton iter: 1, lambda:3.5798085155738, diff to last: 0.028"
[1] "Newton iter: 2, lambda:3.58095549059643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.58095731861663, diff to last: 0"
[1] "Newton iter: 4, lambda:3.58095731862127, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.58095731861663"
[1] "Starting iterative with newton 3.58095731861663"
[1] "Starting newton at: 3.77878693071721"
[1] "Newton iter: 1, lambda:3.75243565548168, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.75339527445527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75339659889184, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75339659889436, diff to last: 0"
[1] "Final threshold is: 0.330101656219913"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.1543838571949444, 'da': 0.13684669750552814, 'dd': 0.19818510069169823}, {'ad': 0.2708212450767145, 'da': 0.22735673766738604, 'dd': 0.33010165621991333}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.38183580079163. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.087947449069771
0.087947449069771
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4539072944438"
[1] "Starting iterative with newton 14.4539072944438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.66817538451388"
[1] "Starting iterative with newton 7.66817538451388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63404078688288"
[1] "Starting iterative with newton 3.63404078688288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39776896592961"
[1] "Starting iterative with newton 3.39776896592961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 1.66423393315017"
[1] "Newton iter: 1, lambda:1.33907427552653, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.2716418130347, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.26652883462188, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26649790429804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649790316341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26649790316341"
[1] "Starting iterative with newton 1.26649790316341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 1.26486330236181"
[1] "Newton iter: 1, lambda:1.10771091085415, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.07363457036962, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.07176573292886, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.07176007554436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07176007549252, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07176007554436"
[1] "Starting iterative with newton 1.07176007554436"
[1] "Starting newton at: 1.22950817734822"
[1] "Newton iter: 1, lambda:1.05712153637897, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.01238385032905, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.00878701236026, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.00876364457602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00876364359047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00876364457602"
[1] "Starting iterative with newton 1.00876364457602"
[1] "Starting newton at: 1.16903945836726"
[1] "Newton iter: 1, lambda:0.973194211916883, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.90677956104535, diff to last: 0.066"
[1] "Newton iter: 3, lambda:0.897153310223128, diff to last: 0.01"
[1] "Newton iter: 4, lambda:0.896949741155097, diff to last: 0"
[1] "Newton iter: 5, lambda:0.896949650571732, diff to last: 0"
[1] "Newton iter: 6, lambda:0.896949650571714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.896949650571714"
[1] "Starting iterative with newton 0.896949650571714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 1.13600396023346"
[1] "Newton iter: 1, lambda:1.06941732170701, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.06248744212824, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.06240997821325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06240996852983, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06240996852983"
[1] "Starting iterative with newton 1.06240996852983"
[1] "Starting newton at: 1.2175416794516"
[1] "Newton iter: 1, lambda:1.20128995592854, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.20096257625089, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20096244217149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20096244217147, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20096244217147"
[1] "Starting iterative with newton 1.20096244217147"
[1] "Starting newton at: 1.33366068942587"
[1] "Newton iter: 1, lambda:1.38588901903653, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.38341594407497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.38341067567101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38341067564703, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38341067564703"
[1] "Starting iterative with newton 1.38341067564703"
[1] "Starting newton at: 1.51198489471835"
[1] "Newton iter: 1, lambda:1.58094333841804, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.57806157724125, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57805716540463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57805716539422, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57805716539422"
[1] "Starting iterative with newton 1.57805716539422"
[1] "Starting newton at: 1.70528152910682"
[1] "Newton iter: 1, lambda:1.75632782828452, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.7554105388846, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75541029134873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75541029134871, diff to last: 0"
[1] "Final threshold is: 0.154383857194943"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 1.147850637425"
[1] "Newton iter: 1, lambda:1.06754129681743, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.05736392074901, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.05719353145868, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05719348368808, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05719348368808, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05719348368808"
[1] "Starting iterative with newton 1.05719348368808"
[1] "Starting newton at: 1.22046065671206"
[1] "Newton iter: 1, lambda:1.15928531779852, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.15430839720507, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.15427418483888, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15427418321975, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15427418321975"
[1] "Starting iterative with newton 1.15427418321975"
[1] "Starting newton at: 1.32569077669663"
[1] "Newton iter: 1, lambda:1.28942567014219, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.28805908164613, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28805707721231, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28805707720799, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28805707720799"
[1] "Starting iterative with newton 1.28805707720799"
[1] "Starting newton at: 1.44399129404607"
[1] "Newton iter: 1, lambda:1.42567418286816, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.42540990605317, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42540984968144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42540984968144, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42540984968144"
[1] "Starting iterative with newton 1.42540984968144"
[1] "Starting newton at: 1.57543618134456"
[1] "Newton iter: 1, lambda:1.55621599724213, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.55600533346134, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55600530718025, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55600530718025, diff to last: 0"
[1] "Final threshold is: 0.136846697505528"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.865981118164301"
[1] "Starting iterative with newton 0.865981118164301"
[1] "Starting newton at: 1.12620410846515"
[1] "Newton iter: 1, lambda:1.11429018018494, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.11408645035448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.11408639053692, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11408639053691, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11408639053692"
[1] "Starting iterative with newton 1.11408639053692"
[1] "Starting newton at: 1.49886885960448"
[1] "Newton iter: 1, lambda:1.49949625737835, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.49949602050133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4994960205013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4994960205013"
[1] "Starting iterative with newton 1.4994960205013"
[1] "Starting newton at: 1.86297178962393"
[1] "Newton iter: 1, lambda:1.8647101527151, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.86470991268937, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86470991268936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86470991268936"
[1] "Starting iterative with newton 1.86470991268936"
[1] "Starting newton at: 2.09523661061838"
[1] "Newton iter: 1, lambda:2.11381802157228, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.11386794791095, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11386794831576, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.11386794791095"
[1] "Starting iterative with newton 2.11386794791095"
[1] "Starting newton at: 2.20224154039235"
[1] "Newton iter: 1, lambda:2.25288144303201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.253449023636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.25344910839282, diff to last: 0"
[1] "Newton iter: 4, lambda:2.25344910839282, diff to last: 0"
[1] "Final threshold is: 0.198185100691698"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.37369228605136"
[1] "Newton iter: 1, lambda:1.47674327216907, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.46954738368463, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46951898949242, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46951898904206, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46951898904206"
[1] "Starting iterative with newton 1.46951898904206"
[1] "Starting newton at: 2.1507276459954"
[1] "Newton iter: 1, lambda:2.20857942149048, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.21009943569738, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.21010060566241, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2101006056631, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.21010060566241"
[1] "Starting iterative with newton 2.21010060566241"
[1] "Starting newton at: 2.69118561032909"
[1] "Newton iter: 1, lambda:2.66915432271393, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.66955019985843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66955032745168, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66955032745169, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66955032745168"
[1] "Starting iterative with newton 2.66955032745168"
[1] "Starting newton at: 2.87659753749802"
[1] "Newton iter: 1, lambda:2.92406901877644, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.92618997006269, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92619416171213, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92619416172849, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92619416172849"
[1] "Starting iterative with newton 2.92619416172849"
[1] "Starting newton at: 3.05618370633009"
[1] "Newton iter: 1, lambda:3.07883995115687, diff to last: 0.023"
[1] "Newton iter: 2, lambda:3.07935278505371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.07935304481497, diff to last: 0"
[1] "Newton iter: 4, lambda:3.07935304481504, diff to last: 0"
[1] "Final threshold is: 0.270821245076715"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.32661791173874"
[1] "Newton iter: 1, lambda:1.27396353119657, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.2712719931004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.27126451001603, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27126450995804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27126450995804"
[1] "Starting iterative with newton 1.27126450995804"
[1] "Starting newton at: 1.92739180809333"
[1] "Newton iter: 1, lambda:1.84875666148088, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.8491568378904, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84915683320944, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84915683320944"
[1] "Starting iterative with newton 1.84915683320944"
[1] "Starting newton at: 2.30250744790914"
[1] "Newton iter: 1, lambda:2.24127449227026, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.24277889839776, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.24277970398612, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24277970398636, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24277970398612"
[1] "Starting iterative with newton 2.24277970398612"
[1] "Starting newton at: 2.4342572706144"
[1] "Newton iter: 1, lambda:2.46716581275461, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.46768159771162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.46768172921557, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46768172921558, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46768172921558"
[1] "Starting iterative with newton 2.46768172921558"
[1] "Starting newton at: 2.57049996105791"
[1] "Newton iter: 1, lambda:2.58502783741878, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.58514306068182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.58514306800103, diff to last: 0"
[1] "Final threshold is: 0.227356737667386"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.99927808556109"
[1] "Newton iter: 1, lambda:2.04320540545173, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.04394098725127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04394121842149, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04394121842151, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.04394121842151"
[1] "Starting iterative with newton 2.04394121842151"
[1] "Starting newton at: 2.72786379964349"
[1] "Newton iter: 1, lambda:2.833487573052, diff to last: 0.106"
[1] "Newton iter: 2, lambda:2.84649447387367, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.84669044319177, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8466904874484, diff to last: 0"
[1] "Newton iter: 5, lambda:2.8466904874484, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8466904874484"
[1] "Starting iterative with newton 2.8466904874484"
[1] "Starting newton at: 3.28424887317695"
[1] "Newton iter: 1, lambda:3.34394165798563, diff to last: 0.06"
[1] "Newton iter: 2, lambda:3.34891671894826, diff to last: 0.005"
[1] "Newton iter: 3, lambda:3.34894966552299, diff to last: 0"
[1] "Newton iter: 4, lambda:3.34894966696077, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.34894966552299"
[1] "Starting iterative with newton 3.34894966552299"
[1] "Starting newton at: 3.55154283600321"
[1] "Newton iter: 1, lambda:3.5798085155738, diff to last: 0.028"
[1] "Newton iter: 2, lambda:3.58095549059643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.58095731861663, diff to last: 0"
[1] "Newton iter: 4, lambda:3.58095731862127, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.58095731861663"
[1] "Starting iterative with newton 3.58095731861663"
[1] "Starting newton at: 3.77878693071721"
[1] "Newton iter: 1, lambda:3.75243565548168, diff to last: 0.026"
[1] "Newton iter: 2, lambda:3.75339527445527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75339659889184, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75339659889436, diff to last: 0"
[1] "Final threshold is: 0.330101656219913"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.15438385719494285, 'da': 0.13684669750552816, 'dd': 0.19818510069169826}, {'ad': 0.27082124507671457, 'da': 0.22735673766738607, 'dd': 0.3301016562199134}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.38183580079163. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.087947449069771
0.087947449069771
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13873859572133, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140543992627528, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140544297241238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140544297241246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140544297241238"
[1] "Starting iterative with newton 0.140544297241238"
[1] "Starting newton at: 0.0776189196949882"
[1] "Newton iter: 1, lambda:0.0710929241362001, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0710954593272758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0710954593276585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0710954593272758"
[1] "Starting iterative with newton 0.0710954593272758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675220663262438, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0677913376518372, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677913419294035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0677913419294035"
[1] "Starting iterative with newton 0.0677913419294035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673639210061926, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676318032811536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676318075126974, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676318032811536"
[1] "Starting iterative with newton 0.0676318032811536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673562801140323, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676240953635901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676240995929196, diff to last: 0"
[1] "Final threshold is: 0.00594736705483742"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.4254439696203"
[1] "Newton iter: 1, lambda:0.303791195796208, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.306373286728148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.306374474090064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306374474090315, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.306374474090315"
[1] "Starting iterative with newton 0.306374474090315"
[1] "Starting newton at: 0.13523400442825"
[1] "Newton iter: 1, lambda:0.140225464455908, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.140228684295933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140228684297273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140228684295933"
[1] "Starting iterative with newton 0.140228684295933"
[1] "Starting newton at: 0.210707966081924"
[1] "Newton iter: 1, lambda:0.12394325026984, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.124856734746493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124856836201499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124856836201501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124856836201501"
[1] "Starting iterative with newton 0.124856836201501"
[1] "Starting newton at: 0.226079814176357"
[1] "Newton iter: 1, lambda:0.12214658536735, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.123448913343889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123449118302695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1234491183027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123449118302695"
[1] "Starting iterative with newton 0.123449118302695"
[1] "Starting newton at: 0.227487532075162"
[1] "Newton iter: 1, lambda:0.121978760526677, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.123320075382504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123320292674385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12332029267439, diff to last: 0"
[1] "Final threshold is: 0.0108457051592497"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.458049633578378"
[1] "Newton iter: 1, lambda:0.506513243897859, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.507319821058822, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.507320042112209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507320042112225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507320042112209"
[1] "Starting iterative with newton 0.507320042112209"
[1] "Starting newton at: 0.230455328358779"
[1] "Newton iter: 1, lambda:0.234704674914243, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.234707855010792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234707855012572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234707855012572"
[1] "Starting iterative with newton 0.234707855012572"
[1] "Starting newton at: 0.230041184663863"
[1] "Newton iter: 1, lambda:0.20241333487184, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.202540324831644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.20254032751925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202540324831644"
[1] "Starting iterative with newton 0.202540324831644"
[1] "Starting newton at: 0.262208714844791"
[1] "Newton iter: 1, lambda:0.197811302192765, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.198495116561203, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198495194000028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198495194000029, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.198495194000028"
[1] "Starting iterative with newton 0.198495194000028"
[1] "Starting newton at: 0.140823549530477"
[1] "Newton iter: 1, lambda:0.197451142850665, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.197983225046409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197983271893986, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197983271893986, diff to last: 0"
[1] "Final threshold is: 0.0174121237215629"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.671031040634278"
[1] "Newton iter: 1, lambda:0.588493112576992, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.591059121801569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.591061666941617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591061666944119, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591061666944119"
[1] "Starting iterative with newton 0.591061666944119"
[1] "Starting newton at: 0.283008512020661"
[1] "Newton iter: 1, lambda:0.240830684258307, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.241196843992579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.24119687165779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24119687165779, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24119687165779"
[1] "Starting iterative with newton 0.24119687165779"
[1] "Starting newton at: 0.255834434317004"
[1] "Newton iter: 1, lambda:0.192147097866939, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.19288253440597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.192882632658235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192882632658237, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192882632658235"
[1] "Starting iterative with newton 0.192882632658235"
[1] "Starting newton at: 0.262879056123289"
[1] "Newton iter: 1, lambda:0.1851009537831, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.186177026958042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.186177233362945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186177233362953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.186177233362953"
[1] "Starting iterative with newton 0.186177233362953"
[1] "Starting newton at: 0.269584455418572"
[1] "Newton iter: 1, lambda:0.183945069721146, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.185245909790979, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.185246210630035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185246210630051, diff to last: 0"
[1] "Final threshold is: 0.0162919316747545"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.73352910309431"
[1] "Starting iterative with newton 2.73352910309431"
[1] "Starting newton at: 0.417873244101333"
[1] "Newton iter: 1, lambda:0.588455636651951, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.599921912357252, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.599971924397052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599971925345479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599971924397052"
[1] "Starting iterative with newton 0.599971924397052"
[1] "Starting newton at: 0.248008583070068"
[1] "Newton iter: 1, lambda:0.301269818033325, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.301980710653506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.30198083677737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301980836777374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301980836777374"
[1] "Starting iterative with newton 0.301980836777374"
[1] "Starting newton at: 0.42728869194407"
[1] "Newton iter: 1, lambda:0.244182266815649, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.251688457653353, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.251701276286864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251701276324232, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251701276286864"
[1] "Starting iterative with newton 0.251701276286864"
[1] "Starting newton at: 0.473719842688595"
[1] "Newton iter: 1, lambda:0.23024339416057, diff to last: 0.243"
[1] "Newton iter: 2, lambda:0.243211937909862, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.243249547267522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243249547583625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243249547267522"
[1] "Starting iterative with newton 0.243249547267522"
[1] "Starting newton at: 0.409770149516348"
[1] "Newton iter: 1, lambda:0.235117156134916, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.241822969817238, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.241832992441447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241832992463829, diff to last: 0"
[1] "Final threshold is: 0.0212685947861345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68197990664726"
[1] "Starting iterative with newton 1.68197990664726"
[1] "Starting newton at: 0.826078722829018"
[1] "Newton iter: 1, lambda:0.75016651556823, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.753271570118365, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.75327692725362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753276927269548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753276927269548"
[1] "Starting iterative with newton 0.753276927269548"
[1] "Starting newton at: 0.458495831691782"
[1] "Newton iter: 1, lambda:0.511422223154906, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.512592967781119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.512593535710075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512593535710209, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512593535710209"
[1] "Starting iterative with newton 0.512593535710209"
[1] "Starting newton at: 0.557298917853941"
[1] "Newton iter: 1, lambda:0.443774733484236, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.448594559315993, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.448603437006509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448603437036607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.448603437036607"
[1] "Starting iterative with newton 0.448603437036607"
[1] "Starting newton at: 0.29876212892707"
[1] "Newton iter: 1, lambda:0.425454388933443, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.431521716430249, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.431535473124462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431535473195124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.431535473124462"
[1] "Starting iterative with newton 0.431535473124462"
[1] "Starting newton at: 0.310491004231348"
[1] "Newton iter: 1, lambda:0.422288179687847, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.426978751045887, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426986921403534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426986921428308, diff to last: 0"
[1] "Final threshold is: 0.0375524105235956"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.56600736544488"
[1] "Starting iterative with newton 1.56600736544488"
[1] "Starting newton at: 0.890771064835476"
[1] "Newton iter: 1, lambda:0.774721765824166, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.781830304193345, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.781858461346959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781858461787514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.781858461346959"
[1] "Starting iterative with newton 0.781858461346959"
[1] "Starting newton at: 0.460749643496214"
[1] "Newton iter: 1, lambda:0.569208492773143, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.574638099009082, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.574651443026342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574651443106837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.574651443026342"
[1] "Starting iterative with newton 0.574651443026342"
[1] "Starting newton at: 0.402763194179843"
[1] "Newton iter: 1, lambda:0.513794049966713, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.519098070480997, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.519109982999974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519109983060003, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.519109982999974"
[1] "Starting iterative with newton 0.519109982999974"
[1] "Starting newton at: 0.387729623552366"
[1] "Newton iter: 1, lambda:0.49883757273372, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.504045574996885, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.504056847848216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504056847900981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504056847900981"
[1] "Starting iterative with newton 0.504056847900981"
[1] "Starting newton at: 0.390528904394158"
[1] "Newton iter: 1, lambda:0.49534546645726, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.499952653272671, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499961429336309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499961429368126, diff to last: 0"
[1] "Final threshold is: 0.0439703323434049"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.46070845304092"
[1] "Starting iterative with newton 1.46070845304092"
[1] "Starting newton at: 0.830773724933668"
[1] "Newton iter: 1, lambda:0.810433416974533, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.810668165573498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.810668197119605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.810668197119605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.810668197119605"
[1] "Starting iterative with newton 0.810668197119605"
[1] "Starting newton at: 0.672654207715919"
[1] "Newton iter: 1, lambda:0.626976572482743, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.62798417036575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627984667636745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627984667636866, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.627984667636745"
[1] "Starting iterative with newton 0.627984667636745"
[1] "Starting newton at: 0.636096443838693"
[1] "Newton iter: 1, lambda:0.571832009147178, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.573715837189284, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.57371748489633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57371748489759, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57371748489759"
[1] "Starting iterative with newton 0.57371748489759"
[1] "Starting newton at: 0.665605363723889"
[1] "Newton iter: 1, lambda:0.551598831757525, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.55734735039556, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.557362449656338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557362449760374, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.557362449656338"
[1] "Starting iterative with newton 0.557362449656338"
[1] "Starting newton at: 0.670397128923964"
[1] "Newton iter: 1, lambda:0.545556888188699, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.552394011109118, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.552415265091941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552415265297014, diff to last: 0"
[1] "Final threshold is: 0.0485835133920375"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.10734255826738"
[1] "Starting iterative with newton 1.10734255826738"
[1] "Starting newton at: 0.969868958722496"
[1] "Newton iter: 1, lambda:0.943670117965994, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.94416827146646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.944168454079036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.944168454079061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.944168454079036"
[1] "Starting iterative with newton 0.944168454079036"
[1] "Starting newton at: 0.801795945762251"
[1] "Newton iter: 1, lambda:0.873219745760432, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.876870275100185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.876879558613869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876879558673809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.876879558613869"
[1] "Starting iterative with newton 0.876879558613869"
[1] "Starting newton at: 0.802388888649659"
[1] "Newton iter: 1, lambda:0.847772642692903, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.849197027412785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.849198406182669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84919840618396, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.84919840618396"
[1] "Starting iterative with newton 0.84919840618396"
[1] "Starting newton at: 0.801791407480171"
[1] "Newton iter: 1, lambda:0.836976293704836, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.83782053454532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.837821014022262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.837821014022417, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.837821014022262"
[1] "Starting iterative with newton 0.837821014022262"
[1] "Starting newton at: 0.813168799641869"
[1] "Newton iter: 1, lambda:0.832884249882906, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.833146663429082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.833146709553301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.833146709553302, diff to last: 0"
[1] "Final threshold is: 0.0732731278060862"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.984309189822946"
[1] "Starting iterative with newton 0.984309189822946"
[1] "Starting newton at: 0.88946935180234"
[1] "Newton iter: 1, lambda:1.00562258101126, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.01694920863311, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.01705183681501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01705184518758, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01705183681501"
[1] "Starting iterative with newton 1.01705183681501"
[1] "Starting newton at: 1.17417813911908"
[1] "Newton iter: 1, lambda:1.01336268096622, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.03195945951281, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.03224015710418, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03224022039279, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0322402203928, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0322402203928"
[1] "Starting iterative with newton 1.0322402203928"
[1] "Starting newton at: 1.17192808646104"
[1] "Newton iter: 1, lambda:1.02287453198819, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.03905848756652, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.03927181418518, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03927185091157, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03927185091157, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03927185091157"
[1] "Starting iterative with newton 1.03927185091157"
[1] "Starting newton at: 1.16715600778403"
[1] "Newton iter: 1, lambda:1.02814946323557, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.04235951702457, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04252416138805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04252418331193, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04252418331193, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04252418331193"
[1] "Starting iterative with newton 1.04252418331193"
[1] "Starting newton at: 1.16763944378468"
[1] "Newton iter: 1, lambda:1.02988872559393, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.04386831159897, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.04402780089761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04402782149077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04402782149077, diff to last: 0"
[1] "Final threshold is: 0.091819581846868"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.999105194672633"
[1] "Starting iterative with newton 0.999105194672633"
[1] "Starting newton at: 0.942110258408979"
[1] "Newton iter: 1, lambda:0.989901616249596, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.991742960516001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99174563155019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.991745631555805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99174563155019"
[1] "Starting iterative with newton 0.99174563155019"
[1] "Starting newton at: 0.948012920496739"
[1] "Newton iter: 1, lambda:0.987117995238326, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.988342466707572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.98834364438513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.988343644386219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.988343644386219"
[1] "Starting iterative with newton 0.988343644386219"
[1] "Starting newton at: 0.947863820473553"
[1] "Newton iter: 1, lambda:0.985630464492264, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.986770391950572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986771411334993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986771411335807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.986771411334993"
[1] "Starting iterative with newton 0.986771411334993"
[1] "Starting newton at: 0.948147479460473"
[1] "Newton iter: 1, lambda:0.984961905839137, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.98604395547096, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986044873425733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986044873426393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.986044873426393"
[1] "Starting iterative with newton 0.986044873426393"
[1] "Starting newton at: 0.948874017369073"
[1] "Newton iter: 1, lambda:0.984685216706348, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.985708330367298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.985709150810572, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9857091508111, diff to last: 0"
[1] "Final threshold is: 0.0866906053385664"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.865981118164301"
[1] "Starting iterative with newton 0.865981118164301"
[1] "Starting newton at: 1.05250382431586"
[1] "Newton iter: 1, lambda:1.13265858478061, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.13895584259753, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13899308001103, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13899308130766, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13899308130766"
[1] "Starting iterative with newton 1.13899308130766"
[1] "Starting newton at: 1.3466383650818"
[1] "Newton iter: 1, lambda:1.30156002010748, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.30359234756584, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30359664670366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30359664672287, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30359664670366"
[1] "Starting iterative with newton 1.30359664670366"
[1] "Starting newton at: 1.33199483385467"
[1] "Newton iter: 1, lambda:1.39830896205022, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.40342919606973, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.40345828612769, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4034582870625, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4034582870625"
[1] "Starting iterative with newton 1.4034582870625"
[1] "Starting newton at: 1.32704792063639"
[1] "Newton iter: 1, lambda:1.44619857030703, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.46399395561994, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.46436268198853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46436283782245, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46436283782248, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.46436283782245"
[1] "Starting iterative with newton 1.46436283782245"
[1] "Starting newton at: 1.31396662125228"
[1] "Newton iter: 1, lambda:1.46901934796778, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.50047921927039, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.50167251327546, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50167418337769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50167418338096, diff to last: 0"
[1] "Final threshold is: 0.132068413761999"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.733535236682533"
[1] "Starting iterative with newton 0.733535236682533"
[1] "Starting newton at: 1.50636261781477"
[1] "Newton iter: 1, lambda:1.32352694300801, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.3557769597231, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.35703658787048, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3570384598053, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35703845980943, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3570384598053"
[1] "Starting iterative with newton 1.3570384598053"
[1] "Starting newton at: 1.34017262366827"
[1] "Newton iter: 1, lambda:1.66405837603455, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.84703796415215, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.90772263983003, diff to last: 0.061"
[1] "Newton iter: 4, lambda:1.91384289315406, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.91390117741614, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91390118265937, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.91390118265937"
[1] "Starting iterative with newton 1.91390118265937"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625583"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.793892814162479"
[1] "Starting iterative with newton 0.793892814162479"
[1] "Starting newton at: 1.25192878711919"
[1] "Newton iter: 1, lambda:1.21499847684667, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.21633676703223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21633857823494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21633857823825, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21633857823825"
[1] "Starting iterative with newton 1.21633857823825"
[1] "Starting newton at: 1.70972551656318"
[1] "Newton iter: 1, lambda:1.42795007662199, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.49516165955349, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.50085641207428, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.50089517165374, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50089517343948, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50089517343948"
[1] "Starting iterative with newton 1.50089517343948"
[1] "Starting newton at: 1.66999419218361"
[1] "Newton iter: 1, lambda:1.6912053472057, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.69180976632521, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69181024622781, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69181024622811, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69181024622811"
[1] "Starting iterative with newton 1.69181024622811"
[1] "Starting newton at: 1.64759524874396"
[1] "Newton iter: 1, lambda:1.78740277827827, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.81861749798869, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.82003129719631, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.82003409838025, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82003409839123, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82003409839123"
[1] "Starting iterative with newton 1.82003409839123"
[1] "Starting newton at: 1.6376916837711"
[1] "Newton iter: 1, lambda:1.83355837746556, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.89959970148947, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90647167704865, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.90654117240429, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90654117945012, diff to last: 0"
[1] "Final threshold is: 0.167675432659448"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.087947449069771"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.32458385905136"
[1] "Newton iter: 1, lambda:1.47261579437413, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.5054761489748, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.50697683802694, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50697987223573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50697987224811, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50697987223573"
[1] "Starting iterative with newton 1.50697987223573"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.387449400625583"
threshold is:
[{'ad': 0.005947367054837417, 'da': 0.010845705159249696, 'dd': 0.017412123721562936}, {'ad': 0.016291931674754484, 'da': 0.021268594786134506, 'dd': 0.037552410523595585}, {'ad': 0.043970332343404916, 'da': 0.04858351339203751, 'dd': 0.07327312780608622}, {'ad': 0.09181958184686798, 'da': 0.08669060533856643, 'dd': 0.13206841376199904}, {'ad': 0.38744940062558253, 'da': 0.16767543265944818, 'dd': 0.38744940062558253}]
Number of points in noise estimation: 128
Estimated noise: 0.08794744906977099
0.08794744906977099
threshold is:
[{'ad': 0.016603681924923563, 'da': 0.014526247212537688, 'dd': 0.017652598624746524}, {'ad': 0.011913316143866037, 'da': 0.02259432588391391, 'dd': 0.03288271886165961}, {'ad': 0.029278672017144736, 'da': 0.04652270912141811, 'dd': 0.06567867136747574}, {'ad': 0.07539921705123875, 'da': 0.07338298421066032, 'dd': 0.08442441200695695}, {'ad': 0.3874494006255825, 'da': 0.09092889347575255, 'dd': 0.3874494006255825}]
['baboon256', 0.075, 3, 0.005583776493674201, 0.0038721602363043055, 0.0035505354548636143, 0.009213651022444244, 0.004432974021430976, 0.0046810779916525635, 0.0044329740171875865, 0.0046810779916525635, 22.530719738925313, 24.120466791779847, 24.49706146224715, 20.355682411713545, 23.53304813790274, 23.296541230122344, 23.53304814205995, 23.296541230122344]
baboon256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.0877182266170465
0.0877182266170465
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.253588375304958"
[1] "Newton iter: 1, lambda:0.150471427735652, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.151316178312648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.151316235542503, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151316235542503, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.151316235542503"
[1] "Starting iterative with newton 0.151316235542503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0744514546320614, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0748085869630961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0748085951732244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0748085951732244"
[1] "Starting iterative with newton 0.0748085951732244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0708522958728885, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0711696238005069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0711696301610782, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0711696301610782"
[1] "Starting iterative with newton 0.0711696301610782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706803122357717, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709958033227597, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709958096040181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0709958096040181"
[1] "Starting iterative with newton 0.0709958096040181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706720959366037, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709874994177143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709875056952032, diff to last: 0"
[1] "Final threshold is: 0.00622689811155071"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.423763841335069"
[1] "Newton iter: 1, lambda:0.306359490693361, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.308815138317025, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.308816234839191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30881623483941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.308816234839191"
[1] "Starting iterative with newton 0.308816234839191"
[1] "Starting newton at: 0.125661530146731"
[1] "Newton iter: 1, lambda:0.146788199524695, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.146839125515173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146839125810957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146839125515173"
[1] "Starting iterative with newton 0.146839125515173"
[1] "Starting newton at: 0.2463061071486"
[1] "Newton iter: 1, lambda:0.133547344603362, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.134929222488476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.134929430687011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134929430687016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134929430687011"
[1] "Starting iterative with newton 0.134929430687011"
[1] "Starting newton at: 0.258215801976762"
[1] "Newton iter: 1, lambda:0.132295864370527, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.134012962294838, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134013282754491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134013282754502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134013282754491"
[1] "Starting iterative with newton 0.134013282754491"
[1] "Starting newton at: 0.259131949909282"
[1] "Newton iter: 1, lambda:0.132197864500069, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.13394224945447, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13394258010109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133942580101102, diff to last: 0"
[1] "Final threshold is: 0.0117492055949804"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.718934887614586"
[1] "Newton iter: 1, lambda:0.503324082150329, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.519637969523604, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.519738459253542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519738463050663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519738463050663"
[1] "Starting iterative with newton 0.519738463050663"
[1] "Starting newton at: 0.0931026600661918"
[1] "Newton iter: 1, lambda:0.218373641691877, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.221009178757714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.221010342059084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221010342059311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221010342059311"
[1] "Starting iterative with newton 0.221010342059311"
[1] "Starting newton at: 0.0998373393697258"
[1] "Newton iter: 1, lambda:0.192359159566159, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.193670295474172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.193670558190295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193670558190306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193670558190295"
[1] "Starting iterative with newton 0.193670558190295"
[1] "Starting newton at: 0.127177123238742"
[1] "Newton iter: 1, lambda:0.190426544137861, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.191034172896446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191034228879316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191034228879317, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191034228879317"
[1] "Starting iterative with newton 0.191034228879317"
[1] "Starting newton at: 0.12981345254972"
[1] "Newton iter: 1, lambda:0.190224394945421, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.190778260210754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190778306690125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190778306690126, diff to last: 0"
[1] "Final threshold is: 0.0167347347398608"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.5649970296126"
[1] "Newton iter: 1, lambda:0.588834963666802, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.589052494584958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589052512582615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589052512582615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589052512582615"
[1] "Starting iterative with newton 0.589052512582615"
[1] "Starting newton at: 0.238353079686947"
[1] "Newton iter: 1, lambda:0.237723959751681, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.237724037351805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237724037351806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237724037351805"
[1] "Starting iterative with newton 0.237724037351805"
[1] "Starting newton at: 0.305236672902832"
[1] "Newton iter: 1, lambda:0.190558991918986, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.192841456570019, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.192842365050555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192842365050699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192842365050555"
[1] "Starting iterative with newton 0.192842365050555"
[1] "Starting newton at: 0.331720531741752"
[1] "Newton iter: 1, lambda:0.183198193484128, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.186961889903899, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18696432184045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186964321841465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18696432184045"
[1] "Starting iterative with newton 0.18696432184045"
[1] "Starting newton at: 0.337598574951856"
[1] "Newton iter: 1, lambda:0.18207308821887, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.186190216920042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186193121061411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186193121062856, diff to last: 0"
[1] "Final threshold is: 0.0163325303878"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0.651476960106531"
[1] "Newton iter: 1, lambda:0.5842131517945, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.585865365425001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.585866382959085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585866382959471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585866382959085"
[1] "Starting iterative with newton 0.585866382959085"
[1] "Starting newton at: 0.205508904794906"
[1] "Newton iter: 1, lambda:0.309257639558252, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.311982922892762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.311984789490357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311984789491233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311984789490357"
[1] "Starting iterative with newton 0.311984789490357"
[1] "Starting newton at: 0.202470387250341"
[1] "Newton iter: 1, lambda:0.268145778503781, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.269144176853859, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269144406808001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269144406808013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269144406808001"
[1] "Starting iterative with newton 0.269144406808001"
[1] "Starting newton at: 0.245310769932698"
[1] "Newton iter: 1, lambda:0.262299219169873, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.26236490919665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262364910177891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262364910177891"
[1] "Starting iterative with newton 0.262364910177891"
[1] "Starting newton at: 0.252090266562807"
[1] "Newton iter: 1, lambda:0.261270383373697, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.261289512877313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261289512960334, diff to last: 0"
[1] "Final threshold is: 0.0229198527105123"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0.630156887391676"
[1] "Newton iter: 1, lambda:0.722834306362777, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.727534969835689, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.727546739540817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727546739614482, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727546739540817"
[1] "Starting iterative with newton 0.727546739540817"
[1] "Starting newton at: 0.45284187514432"
[1] "Newton iter: 1, lambda:0.489844531319716, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.490389677335523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.490389794992566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490389794992571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490389794992566"
[1] "Starting iterative with newton 0.490389794992566"
[1] "Starting newton at: 0.510902716084001"
[1] "Newton iter: 1, lambda:0.428788174524113, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.431216018794497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.43121816964419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431218169645877, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431218169645877"
[1] "Starting iterative with newton 0.431218169645877"
[1] "Starting newton at: 0.316530848465259"
[1] "Newton iter: 1, lambda:0.413024176006955, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.41638139049812, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.416385418351246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416385418357042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.416385418351246"
[1] "Starting iterative with newton 0.416385418351246"
[1] "Starting newton at: 0.306231980641865"
[1] "Newton iter: 1, lambda:0.408884555774987, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.412664731160484, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.41266981108632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412669811095489, diff to last: 0"
[1] "Final threshold is: 0.0361986640068835"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0.685114175262799"
[1] "Newton iter: 1, lambda:0.76636468424118, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.77014440649488, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.770152381779514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770152381814972, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770152381779514"
[1] "Starting iterative with newton 0.770152381779514"
[1] "Starting newton at: 0.444465623972271"
[1] "Newton iter: 1, lambda:0.532822751919729, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.536211032634633, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536215943048413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536215943058719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.536215943058719"
[1] "Starting iterative with newton 0.536215943058719"
[1] "Starting newton at: 0.504338324839133"
[1] "Newton iter: 1, lambda:0.473744632959554, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.474113153172734, diff to last: 0"
[1] "Newton iter: 3, lambda:0.474113206938269, diff to last: 0"
[1] "Newton iter: 4, lambda:0.47411320693827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.474113206938269"
[1] "Starting iterative with newton 0.474113206938269"
[1] "Starting newton at: 0.523452669104477"
[1] "Newton iter: 1, lambda:0.455717870472667, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.457474664471872, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.457475860941409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.457475860941963, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.457475860941409"
[1] "Starting iterative with newton 0.457475860941409"
[1] "Starting newton at: 0.52896999350209"
[1] "Newton iter: 1, lambda:0.450681266001027, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.453010267167485, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.453012358073591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453012358075276, diff to last: 0"
[1] "Final threshold is: 0.0397374406858219"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 0.657526962381254"
[1] "Newton iter: 1, lambda:0.7821670087537, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.791466603798325, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.791516482601847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791516484031567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791516482601847"
[1] "Starting iterative with newton 0.791516482601847"
[1] "Starting newton at: 0.587927220276766"
[1] "Newton iter: 1, lambda:0.621364067711354, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.621911300815426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.621911446177349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621911446177359, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.621911446177359"
[1] "Starting iterative with newton 0.621911446177359"
[1] "Starting newton at: 0.61813543840573"
[1] "Newton iter: 1, lambda:0.570901659217517, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.571917337176699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.571917812583608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571917812583712, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.571917812583712"
[1] "Starting iterative with newton 0.571917812583712"
[1] "Starting newton at: 0.644069797160537"
[1] "Newton iter: 1, lambda:0.553257539623873, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.556910704251025, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556916761957162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556916761973805, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556916761973805"
[1] "Starting iterative with newton 0.556916761973805"
[1] "Starting newton at: 0.657031437688992"
[1] "Newton iter: 1, lambda:0.547081331044957, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.55238249266938, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.552395192397307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552395192470107, diff to last: 0"
[1] "Final threshold is: 0.048455126668874"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 0.96115921332918"
[1] "Newton iter: 1, lambda:0.977062772100518, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.977255934034357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.977255962298383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977255962298384, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977255962298383"
[1] "Starting iterative with newton 0.977255962298383"
[1] "Starting newton at: 0.975054897002226"
[1] "Newton iter: 1, lambda:0.889186365349796, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.894190325333278, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.894208138136064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894208138361263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894208138136064"
[1] "Starting iterative with newton 0.894208138136064"
[1] "Starting newton at: 0.987328595712954"
[1] "Newton iter: 1, lambda:0.845674148314222, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.858521181426933, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.858635624704238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858635633736128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.858635624704238"
[1] "Starting iterative with newton 0.858635624704238"
[1] "Starting newton at: 0.721249158868518"
[1] "Newton iter: 1, lambda:0.834259558889674, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.843303868497471, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.843359783790283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843359785919353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.843359785919353"
[1] "Starting iterative with newton 0.843359785919353"
[1] "Starting newton at: 0.709461615596906"
[1] "Newton iter: 1, lambda:0.826994968137524, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.836730781368152, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.836795237929924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836795240743786, diff to last: 0"
[1] "Final threshold is: 0.0734021945596294"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.15870285946713"
[1] "Newton iter: 1, lambda:1.01334537777054, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.02864796526138, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.02883689645552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02883692500544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02883692500544, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02883692500544"
[1] "Starting iterative with newton 1.02883692500544"
[1] "Starting newton at: 1.15138153887312"
[1] "Newton iter: 1, lambda:1.03564491394246, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04565336353189, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04573480277294, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04573480813355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04573480277294"
[1] "Starting iterative with newton 1.04573480277294"
[1] "Starting newton at: 1.15561497165686"
[1] "Newton iter: 1, lambda:1.044199527119, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.053543474607, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.05361478088711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05361478501674, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05361478501674"
[1] "Starting iterative with newton 1.05361478501674"
[1] "Starting newton at: 1.15251757737812"
[1] "Newton iter: 1, lambda:1.04911699291029, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.05722897329809, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05728279926439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05728280162277, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05728279926439"
[1] "Starting iterative with newton 1.05728279926439"
[1] "Starting newton at: 1.1513215060325"
[1] "Newton iter: 1, lambda:1.05132912084358, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05894128968646, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05898872301934, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05898872485271, diff to last: 0"
[1] "Final threshold is: 0.0928926127907074"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 0.945065729042694"
[1] "Newton iter: 1, lambda:0.997228536497698, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.999407294923704, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999411000316743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999411000327447, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999411000316743"
[1] "Starting iterative with newton 0.999411000316743"
[1] "Starting newton at: 0.941490550611879"
[1] "Newton iter: 1, lambda:0.98254178100016, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.983868449522335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.983869807408384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983869807409806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.983869807409806"
[1] "Starting iterative with newton 0.983869807409806"
[1] "Starting newton at: 0.942475505894531"
[1] "Newton iter: 1, lambda:0.975992870187613, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.97686944495561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.976870034616559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.976870034616825, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.976870034616559"
[1] "Starting iterative with newton 0.976870034616559"
[1] "Starting newton at: 0.946707293544501"
[1] "Newton iter: 1, lambda:0.973171531397433, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.973714837017949, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.973715062980947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973715062980986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.973715062980947"
[1] "Starting iterative with newton 0.973715062980947"
[1] "Starting newton at: 0.949862265180113"
[1] "Newton iter: 1, lambda:0.971916407487161, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.972292499842393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.972292607997917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.972292607997926, diff to last: 0"
[1] "Final threshold is: 0.0852877833264412"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.32218944053496"
[1] "Newton iter: 1, lambda:1.1425021994015, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.16902475886575, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.16971048884603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16971093928538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16971093928557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16971093928557"
[1] "Starting iterative with newton 1.16971093928557"
[1] "Starting newton at: 1.2610705459663"
[1] "Newton iter: 1, lambda:1.34089167574294, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.34809040564857, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.34814591548013, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34814591876115, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34814591876115"
[1] "Starting iterative with newton 1.34814591876115"
[1] "Starting newton at: 1.2674623462462"
[1] "Newton iter: 1, lambda:1.42472860758702, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.45594920121468, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.45708309117719, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.45708454747572, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45708454747812, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45708454747572"
[1] "Starting iterative with newton 1.45708454747572"
[1] "Starting newton at: 1.79514696903282"
[1] "Newton iter: 1, lambda:1.38657715123912, diff to last: 0.409"
[1] "Newton iter: 2, lambda:1.50477924751048, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.52279883423679, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.52318620740885, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52318638344232, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52318638344235, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52318638344235"
[1] "Starting iterative with newton 1.52318638344235"
[1] "Starting newton at: 1.75372906234962"
[1] "Newton iter: 1, lambda:1.5042808855264, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.55931767630217, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.56313709456269, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.56315463574674, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56315463611531, diff to last: 0"
[1] "Final threshold is: 0.137117152575919"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.51545557826108"
[1] "Newton iter: 1, lambda:1.3172351047839, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.3542403079819, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.35589485931667, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3558980706961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35589807070818, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3558980706961"
[1] "Starting iterative with newton 1.3558980706961"
[1] "Starting newton at: 1.34122516251646"
[1] "Newton iter: 1, lambda:1.66321229798222, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.84309543814709, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.90117200370522, diff to last: 0.058"
[1] "Newton iter: 4, lambda:1.90671355302054, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.90676091333954, diff to last: 0"
[1] "Newton iter: 6, lambda:1.9067609167737, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90676091333954"
[1] "Starting iterative with newton 1.90676091333954"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.22313290899764"
[1] "Newton iter: 1, lambda:1.23925489114822, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.23952709228974, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2395271689645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23952716896451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2395271689645"
[1] "Starting iterative with newton 1.2395271689645"
[1] "Starting newton at: 1.64667456516608"
[1] "Newton iter: 1, lambda:1.52531145189146, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.54099557440999, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.54130122870777, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54130134304326, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54130134304327, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54130134304326"
[1] "Starting iterative with newton 1.54130134304326"
[1] "Starting newton at: 1.61633665622783"
[1] "Newton iter: 1, lambda:1.73034108274821, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.7500386202464, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.75057733746717, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.75057773171508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.75057773171529, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75057773171529"
[1] "Starting iterative with newton 1.75057773171529"
[1] "Starting newton at: 1.58747977562009"
[1] "Newton iter: 1, lambda:1.80392064207206, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.88456263020853, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.89491353292957, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.89507122785048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89507126398213, diff to last: 0"
[1] "Newton iter: 6, lambda:1.89507126398213, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89507122785048"
[1] "Starting iterative with newton 1.89507122785048"
[1] "Starting newton at: 1.57695741967449"
[1] "Newton iter: 1, lambda:1.84034710199171, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.9660721488842, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.99362748986966, diff to last: 0.028"
[1] "Newton iter: 4, lambda:1.99482389930828, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.99482607815425, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99482607816146, diff to last: 0"
[1] "Final threshold is: 0.174982605985128"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.3300700666138"
[1] "Newton iter: 1, lambda:1.4760693765236, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.50800869309229, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.50942567090227, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50942837689397, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50942837690382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50942837690382"
[1] "Starting iterative with newton 1.50942837690382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
threshold is:
[{'ad': 0.006226898111550711, 'da': 0.011749205594980397, 'dd': 0.01673473473986081}, {'ad': 0.01633253038780004, 'da': 0.022919852710512268, 'dd': 0.03619866400688355}, {'ad': 0.039737440685821857, 'da': 0.04845512666887395, 'dd': 0.07340219455962943}, {'ad': 0.09289261279070736, 'da': 0.08528778332644121, 'dd': 0.1371171525759189}, {'ad': 0.3864395691539775, 'da': 0.1749826059851284, 'dd': 0.3864395691539775}]
Number of points in noise estimation: 128
Estimated noise: 0.0877182266170465
0.0877182266170465
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2524604238365"
[1] "Starting iterative with newton 15.2524604238365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.27839232414259"
[1] "Starting iterative with newton 7.27839232414259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.91368593737251"
[1] "Starting iterative with newton 3.91368593737251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58008173472596"
[1] "Starting iterative with newton 3.58008173472596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 1.6069536282007"
[1] "Newton iter: 1, lambda:1.34173897396007, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.28796511840092, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.28469409425415, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.28468155755385, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28468155736944, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28468155755385"
[1] "Starting iterative with newton 1.28468155755385"
[1] "Starting newton at: 1.48734670307561"
[1] "Newton iter: 1, lambda:1.22864285425298, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.16168172299904, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.15534028853447, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.15528169917205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15528169416767, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15528169917205"
[1] "Starting iterative with newton 1.15528169917205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 1.3068891865417"
[1] "Newton iter: 1, lambda:1.10717323978881, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.05527170996426, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.05081823262033, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.05078497275821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05078497090368, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05078497275821"
[1] "Starting iterative with newton 1.05078497275821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.1375874798308"
[1] "Newton iter: 1, lambda:1.05658917270623, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.04625227174328, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04607598040005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04607592909202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04607592909202, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04607592909202"
[1] "Starting iterative with newton 1.04607592909202"
[1] "Starting newton at: 1.19257298391803"
[1] "Newton iter: 1, lambda:1.14827542138633, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.14564596509609, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14563645742262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14563645729821, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14563645729821"
[1] "Starting iterative with newton 1.14563645729821"
[1] "Starting newton at: 1.27719363407734"
[1] "Newton iter: 1, lambda:1.2970329423145, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.29662327795924, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29662310602251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29662310602247, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29662310602251"
[1] "Starting iterative with newton 1.29662310602251"
[1] "Starting newton at: 1.43868220477134"
[1] "Newton iter: 1, lambda:1.4991319967649, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.49653737777384, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.49653302916637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4965330291541, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4965330291541"
[1] "Starting iterative with newton 1.4965330291541"
[1] "Starting newton at: 1.62448795187556"
[1] "Newton iter: 1, lambda:1.68973330924856, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.68787122975655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68786997484179, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68786997484122, diff to last: 0"
[1] "Final threshold is: 0.148056960953281"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 1.18363774294613"
[1] "Newton iter: 1, lambda:1.07239783049555, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.05362569486874, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.05304535498022, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.0530447993786, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05304479937809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05304479937809"
[1] "Starting iterative with newton 1.05304479937809"
[1] "Starting newton at: 1.21001034155306"
[1] "Newton iter: 1, lambda:1.1153022102137, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.10267238270916, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10243196184046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10243187449693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10243187449691, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.10243187449691"
[1] "Starting iterative with newton 1.10243187449691"
[1] "Starting newton at: 1.24303215077145"
[1] "Newton iter: 1, lambda:1.18219757545011, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.17753016001545, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.17750149102153, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750148993787, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17750148993787"
[1] "Starting iterative with newton 1.17750148993787"
[1] "Starting newton at: 1.31141399022114"
[1] "Newton iter: 1, lambda:1.285741932666, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.28504966928967, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28504915471566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28504915471538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28504915471566"
[1] "Starting iterative with newton 1.28504915471566"
[1] "Starting newton at: 1.44156506358823"
[1] "Newton iter: 1, lambda:1.42753279041948, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.42737864193746, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42737862297989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42737862297989, diff to last: 0"
[1] "Final threshold is: 0.125207121518878"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.11998880308234"
[1] "Newton iter: 1, lambda:1.10104611518677, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.10052455247076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10052415421186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10052415421163, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10052415421163"
[1] "Starting iterative with newton 1.10052415421163"
[1] "Starting newton at: 1.48143348397173"
[1] "Newton iter: 1, lambda:1.49842118652127, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.49824539744984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49824537928285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49824537928285, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49824537928285"
[1] "Starting iterative with newton 1.49824537928285"
[1] "Starting newton at: 1.83671500632667"
[1] "Newton iter: 1, lambda:1.88186594341291, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.88167687596616, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88167687457925, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88167687457925"
[1] "Starting iterative with newton 1.88167687457925"
[1] "Starting newton at: 2.10436935525575"
[1] "Newton iter: 1, lambda:2.15576233142291, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.15621224711643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15621229139709, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15621229139709, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.15621229139709"
[1] "Starting iterative with newton 2.15621229139709"
[1] "Starting newton at: 2.34504520107817"
[1] "Newton iter: 1, lambda:2.31771972167863, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.31797985613638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31797987844095, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31797987844095, diff to last: 0"
[1] "Final threshold is: 0.203329084270837"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.55490723495485"
[1] "Newton iter: 1, lambda:1.51998800975549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51947210919775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51947198317914, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51947198317913, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51947198317913"
[1] "Starting iterative with newton 1.51947198317913"
[1] "Starting newton at: 2.21299692120618"
[1] "Newton iter: 1, lambda:2.26094387743858, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.26212135844074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.26212212190023, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26212212190055, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26212212190023"
[1] "Starting iterative with newton 2.26212212190023"
[1] "Starting newton at: 2.73386121285285"
[1] "Newton iter: 1, lambda:2.69727994952838, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.69837767779285, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69837866649595, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69837866649675, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.69837866649675"
[1] "Starting iterative with newton 2.69837866649675"
[1] "Starting newton at: 2.95643222259758"
[1] "Newton iter: 1, lambda:2.95594119394581, diff to last: 0"
[1] "Newton iter: 2, lambda:2.95594141720769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.95594141720773, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95594141720773"
[1] "Starting iterative with newton 2.95594141720773"
[1] "Starting newton at: 3.07558412287654"
[1] "Newton iter: 1, lambda:3.08593286382328, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.08603751493195, diff to last: 0"
[1] "Newton iter: 3, lambda:3.08603752557555, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08603752557555, diff to last: 0"
[1] "Final threshold is: 0.270701738083508"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.17437856060518"
[1] "Newton iter: 1, lambda:1.24762717492934, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.24157061484874, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.24153081228647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2415308105582, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2415308105582"
[1] "Starting iterative with newton 1.2415308105582"
[1] "Starting newton at: 1.87976771599425"
[1] "Newton iter: 1, lambda:1.82184416477199, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.82190982975144, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82190982952524, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82190982952524"
[1] "Starting iterative with newton 1.82190982952524"
[1] "Starting newton at: 2.27764117218099"
[1] "Newton iter: 1, lambda:2.24059246682378, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.2411428358494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24114294869312, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24114294869312, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24114294869312"
[1] "Starting iterative with newton 2.24114294869312"
[1] "Starting newton at: 2.51252854461186"
[1] "Newton iter: 1, lambda:2.47226319740796, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.47313281075816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.47313320261237, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47313320261245, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47313320261245"
[1] "Starting iterative with newton 2.47313320261245"
[1] "Starting newton at: 2.6655292696888"
[1] "Newton iter: 1, lambda:2.60859256385593, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.61053473591156, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.61053694318576, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61053694318861, diff to last: 0"
[1] "Final threshold is: 0.22899167117454"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.00508793695351"
[1] "Newton iter: 1, lambda:2.07484734781787, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.07656337254876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.07656462006609, diff to last: 0"
[1] "Newton iter: 4, lambda:2.07656462006675, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.07656462006675"
[1] "Starting iterative with newton 2.07656462006675"
[1] "Starting newton at: 2.80444978492816"
[1] "Newton iter: 1, lambda:2.84930261498783, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.85163721203396, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85164346114077, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8516434611855, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8516434611855"
[1] "Starting iterative with newton 2.8516434611855"
[1] "Starting newton at: 3.32503295055959"
[1] "Newton iter: 1, lambda:3.30778779608671, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.30818143404786, diff to last: 0"
[1] "Newton iter: 3, lambda:3.30818164278283, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30818164278288, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.30818164278283"
[1] "Starting iterative with newton 3.30818164278283"
[1] "Starting newton at: 3.61039784458416"
[1] "Newton iter: 1, lambda:3.60019946705466, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.60035089113639, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60035092497248, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60035092497248, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60035092497248"
[1] "Starting iterative with newton 3.60035092497248"
[1] "Starting newton at: 3.87373574704554"
[1] "Newton iter: 1, lambda:3.79378219815051, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.80255411127786, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.80267571884536, diff to last: 0"
[1] "Newton iter: 4, lambda:3.80267574191767, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80267574191767, diff to last: 0"
[1] "Final threshold is: 0.33356397248068"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.14805696095328066, 'da': 0.1252071215188779, 'dd': 0.20332908427083682}, {'ad': 0.2707017380835081, 'da': 0.22899167117453997, 'dd': 0.33356397248067954}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.380990177784193. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08771822661704648
0.08771822661704648
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.2524604238365"
[1] "Starting iterative with newton 15.2524604238365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.2783923241426"
[1] "Starting iterative with newton 7.2783923241426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.91368593737251"
[1] "Starting iterative with newton 3.91368593737251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58008173472596"
[1] "Starting iterative with newton 3.58008173472596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 1.6069536282007"
[1] "Newton iter: 1, lambda:1.34173897396007, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.28796511840092, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.28469409425415, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.28468155755385, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28468155736944, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28468155755385"
[1] "Starting iterative with newton 1.28468155755385"
[1] "Starting newton at: 1.48734670307561"
[1] "Newton iter: 1, lambda:1.22864285425298, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.16168172299904, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.15534028853447, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.15528169917205, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15528169416767, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15528169917205"
[1] "Starting iterative with newton 1.15528169917205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 1.3068891865417"
[1] "Newton iter: 1, lambda:1.10717323978881, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.05527170996426, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.05081823262033, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.05078497275821, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05078497090368, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05078497275821"
[1] "Starting iterative with newton 1.05078497275821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.1375874798308"
[1] "Newton iter: 1, lambda:1.05658917270623, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.04625227174328, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04607598040005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04607592909202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04607592909202, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04607592909202"
[1] "Starting iterative with newton 1.04607592909202"
[1] "Starting newton at: 1.19257298391803"
[1] "Newton iter: 1, lambda:1.14827542138633, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.14564596509609, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.14563645742262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14563645729821, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14563645742262"
[1] "Starting iterative with newton 1.14563645742262"
[1] "Starting newton at: 1.27719363407734"
[1] "Newton iter: 1, lambda:1.2970329423145, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.29662327795924, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29662310602251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29662310602248, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29662310602248"
[1] "Starting iterative with newton 1.29662310602248"
[1] "Starting newton at: 1.43868220477134"
[1] "Newton iter: 1, lambda:1.4991319967649, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.49653737777384, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.49653302916637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4965330291541, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4965330291541"
[1] "Starting iterative with newton 1.4965330291541"
[1] "Starting newton at: 1.62448795187556"
[1] "Newton iter: 1, lambda:1.68973330924856, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.68787122975655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68786997484179, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68786997484122, diff to last: 0"
[1] "Final threshold is: 0.148056960953281"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 1.18363774294613"
[1] "Newton iter: 1, lambda:1.07239783049555, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.05362569486874, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.05304535498022, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.0530447993786, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05304479937809, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05304479937809"
[1] "Starting iterative with newton 1.05304479937809"
[1] "Starting newton at: 1.21001034155306"
[1] "Newton iter: 1, lambda:1.1153022102137, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.10267238270916, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.10243196184046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10243187449693, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10243187449691, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.10243187449693"
[1] "Starting iterative with newton 1.10243187449693"
[1] "Starting newton at: 1.24303215077145"
[1] "Newton iter: 1, lambda:1.18219757545011, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.17753016001545, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.17750149102153, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17750148993787, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17750148993787"
[1] "Starting iterative with newton 1.17750148993787"
[1] "Starting newton at: 1.31141399022114"
[1] "Newton iter: 1, lambda:1.285741932666, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.28504966928967, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28504915471566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28504915471538, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28504915471566"
[1] "Starting iterative with newton 1.28504915471566"
[1] "Starting newton at: 1.44156506358823"
[1] "Newton iter: 1, lambda:1.42753279041948, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.42737864193746, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42737862297989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42737862297989, diff to last: 0"
[1] "Final threshold is: 0.125207121518878"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.11998880308234"
[1] "Newton iter: 1, lambda:1.10104611518677, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.10052455247076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.10052415421186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10052415421163, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10052415421163"
[1] "Starting iterative with newton 1.10052415421163"
[1] "Starting newton at: 1.48143348397173"
[1] "Newton iter: 1, lambda:1.49842118652127, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.49824539744984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49824537928285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49824537928285, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49824537928285"
[1] "Starting iterative with newton 1.49824537928285"
[1] "Starting newton at: 1.83671500632667"
[1] "Newton iter: 1, lambda:1.88186594341291, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.88167687596616, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88167687457925, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88167687457925"
[1] "Starting iterative with newton 1.88167687457925"
[1] "Starting newton at: 2.10436935525575"
[1] "Newton iter: 1, lambda:2.1557623314229, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.15621224711643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15621229139709, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15621229139709, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.15621229139709"
[1] "Starting iterative with newton 2.15621229139709"
[1] "Starting newton at: 2.34504520107817"
[1] "Newton iter: 1, lambda:2.31771972167863, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.31797985613638, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31797987844095, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31797987844095, diff to last: 0"
[1] "Final threshold is: 0.203329084270837"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.55490723495485"
[1] "Newton iter: 1, lambda:1.51998800975549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51947210919775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51947198317914, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51947198317913, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51947198317914"
[1] "Starting iterative with newton 1.51947198317914"
[1] "Starting newton at: 2.21299692120618"
[1] "Newton iter: 1, lambda:2.26094387743858, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.26212135844074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.26212212190023, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26212212190055, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.26212212190023"
[1] "Starting iterative with newton 2.26212212190023"
[1] "Starting newton at: 2.73386121285285"
[1] "Newton iter: 1, lambda:2.69727994952838, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.69837767779285, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.69837866649595, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69837866649675, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.69837866649675"
[1] "Starting iterative with newton 2.69837866649675"
[1] "Starting newton at: 2.95643222259758"
[1] "Newton iter: 1, lambda:2.95594119394581, diff to last: 0"
[1] "Newton iter: 2, lambda:2.95594141720769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.95594141720773, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.95594141720773"
[1] "Starting iterative with newton 2.95594141720773"
[1] "Starting newton at: 3.07558412287654"
[1] "Newton iter: 1, lambda:3.08593286382328, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.08603751493195, diff to last: 0"
[1] "Newton iter: 3, lambda:3.08603752557555, diff to last: 0"
[1] "Newton iter: 4, lambda:3.08603752557555, diff to last: 0"
[1] "Final threshold is: 0.270701738083508"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.17437856060518"
[1] "Newton iter: 1, lambda:1.24762717492934, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.24157061484874, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.24153081228647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2415308105582, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2415308105582"
[1] "Starting iterative with newton 1.2415308105582"
[1] "Starting newton at: 1.87976771599425"
[1] "Newton iter: 1, lambda:1.82184416477199, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.82190982975144, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82190982952524, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82190982952524"
[1] "Starting iterative with newton 1.82190982952524"
[1] "Starting newton at: 2.27764117218099"
[1] "Newton iter: 1, lambda:2.24059246682378, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.2411428358494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24114294869312, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24114294869312, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24114294869312"
[1] "Starting iterative with newton 2.24114294869312"
[1] "Starting newton at: 2.51252854461186"
[1] "Newton iter: 1, lambda:2.47226319740796, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.47313281075816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.47313320261237, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47313320261245, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47313320261245"
[1] "Starting iterative with newton 2.47313320261245"
[1] "Starting newton at: 2.6655292696888"
[1] "Newton iter: 1, lambda:2.60859256385593, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.61053473591156, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.61053694318576, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61053694318861, diff to last: 0"
[1] "Final threshold is: 0.22899167117454"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 2.00508793695351"
[1] "Newton iter: 1, lambda:2.07484734781787, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.07656337254876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.07656462006608, diff to last: 0"
[1] "Newton iter: 4, lambda:2.07656462006675, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.07656462006675"
[1] "Starting iterative with newton 2.07656462006675"
[1] "Starting newton at: 2.80444978492816"
[1] "Newton iter: 1, lambda:2.84930261498783, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.85163721203396, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.85164346114077, diff to last: 0"
[1] "Newton iter: 4, lambda:2.8516434611855, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.8516434611855"
[1] "Starting iterative with newton 2.8516434611855"
[1] "Starting newton at: 3.32503295055959"
[1] "Newton iter: 1, lambda:3.30778779608671, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.30818143404786, diff to last: 0"
[1] "Newton iter: 3, lambda:3.30818164278282, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30818164278288, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.30818164278282"
[1] "Starting iterative with newton 3.30818164278282"
[1] "Starting newton at: 3.61039784458416"
[1] "Newton iter: 1, lambda:3.60019946705466, diff to last: 0.01"
[1] "Newton iter: 2, lambda:3.60035089113639, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60035092497248, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60035092497248, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60035092497248"
[1] "Starting iterative with newton 3.60035092497248"
[1] "Starting newton at: 3.87373574704554"
[1] "Newton iter: 1, lambda:3.79378219815051, diff to last: 0.08"
[1] "Newton iter: 2, lambda:3.80255411127786, diff to last: 0.009"
[1] "Newton iter: 3, lambda:3.80267571884536, diff to last: 0"
[1] "Newton iter: 4, lambda:3.80267574191767, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80267574191767, diff to last: 0"
[1] "Final threshold is: 0.333563972480679"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.14805696095328064, 'da': 0.12520712151887786, 'dd': 0.2033290842708368}, {'ad': 0.27070173808350806, 'da': 0.22899167117453992, 'dd': 0.3335639724806795}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.380990177784193. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.08771822661704648
0.08771822661704648
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.253588375304959"
[1] "Newton iter: 1, lambda:0.150471427735652, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.151316178312648, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.151316235542503, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151316235542503, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.151316235542503"
[1] "Starting iterative with newton 0.151316235542503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0744514546320613, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0748085869630961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0748085951732244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0748085951732244"
[1] "Starting iterative with newton 0.0748085951732244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0708522958728885, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0711696238005069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0711696301610782, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0711696301610782"
[1] "Starting iterative with newton 0.0711696301610782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706803122357717, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709958033227597, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709958096040181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0709958096040181"
[1] "Starting iterative with newton 0.0709958096040181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0706720959366037, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0709874994177143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0709875056952032, diff to last: 0"
[1] "Final threshold is: 0.00622689811155071"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.423763841335069"
[1] "Newton iter: 1, lambda:0.30635949069336, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.308815138317025, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.308816234839191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30881623483941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.308816234839191"
[1] "Starting iterative with newton 0.308816234839191"
[1] "Starting newton at: 0.125661530146731"
[1] "Newton iter: 1, lambda:0.146788199524695, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.146839125515173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146839125810957, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146839125515173"
[1] "Starting iterative with newton 0.146839125515173"
[1] "Starting newton at: 0.246306107148601"
[1] "Newton iter: 1, lambda:0.133547344603362, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.134929222488476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.134929430687011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134929430687016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134929430687011"
[1] "Starting iterative with newton 0.134929430687011"
[1] "Starting newton at: 0.258215801976762"
[1] "Newton iter: 1, lambda:0.132295864370527, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.134012962294838, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134013282754491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134013282754502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134013282754502"
[1] "Starting iterative with newton 0.134013282754502"
[1] "Starting newton at: 0.259131949909271"
[1] "Newton iter: 1, lambda:0.13219786450007, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.133942249454471, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133942580101091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133942580101103, diff to last: 0"
[1] "Final threshold is: 0.0117492055949794"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.718934887614587"
[1] "Newton iter: 1, lambda:0.503324082150329, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.519637969523604, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.519738459253542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519738463050663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519738463050663"
[1] "Starting iterative with newton 0.519738463050663"
[1] "Starting newton at: 0.0931026600661921"
[1] "Newton iter: 1, lambda:0.218373641691877, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.221009178757714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.221010342059084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221010342059311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221010342059084"
[1] "Starting iterative with newton 0.221010342059084"
[1] "Starting newton at: 0.0998373393699525"
[1] "Newton iter: 1, lambda:0.192359159566144, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.193670295474151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.193670558190273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193670558190284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193670558190273"
[1] "Starting iterative with newton 0.193670558190273"
[1] "Starting newton at: 0.127177123238764"
[1] "Newton iter: 1, lambda:0.190426544137859, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.191034172896443, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.191034228879314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191034228879315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191034228879314"
[1] "Starting iterative with newton 0.191034228879314"
[1] "Starting newton at: 0.129813452549723"
[1] "Newton iter: 1, lambda:0.19022439494542, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.190778260210754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190778306690125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190778306690125, diff to last: 0"
[1] "Final threshold is: 0.0167347347398608"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.5649970296126"
[1] "Newton iter: 1, lambda:0.588834963666802, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.589052494584958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589052512582615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589052512582615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589052512582615"
[1] "Starting iterative with newton 0.589052512582615"
[1] "Starting newton at: 0.238353079686948"
[1] "Newton iter: 1, lambda:0.237723959751681, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.237724037351805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237724037351806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237724037351805"
[1] "Starting iterative with newton 0.237724037351805"
[1] "Starting newton at: 0.305236672902832"
[1] "Newton iter: 1, lambda:0.190558991918986, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.192841456570019, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.192842365050555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192842365050698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192842365050555"
[1] "Starting iterative with newton 0.192842365050555"
[1] "Starting newton at: 0.331720531741752"
[1] "Newton iter: 1, lambda:0.183198193484128, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.186961889903899, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18696432184045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186964321841465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18696432184045"
[1] "Starting iterative with newton 0.18696432184045"
[1] "Starting newton at: 0.337598574951857"
[1] "Newton iter: 1, lambda:0.18207308821887, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.186190216920042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186193121061411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186193121062856, diff to last: 0"
[1] "Final threshold is: 0.0163325303878"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.59075872841854"
[1] "Starting iterative with newton 2.59075872841854"
[1] "Starting newton at: 0.651476960106531"
[1] "Newton iter: 1, lambda:0.5842131517945, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.585865365425001, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.585866382959085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585866382959471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.585866382959085"
[1] "Starting iterative with newton 0.585866382959085"
[1] "Starting newton at: 0.205508904794906"
[1] "Newton iter: 1, lambda:0.309257639558252, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.311982922892762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.311984789490357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311984789491233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311984789490357"
[1] "Starting iterative with newton 0.311984789490357"
[1] "Starting newton at: 0.202470387250341"
[1] "Newton iter: 1, lambda:0.268145778503781, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.269144176853858, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269144406808001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269144406808013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269144406808001"
[1] "Starting iterative with newton 0.269144406808001"
[1] "Starting newton at: 0.245310769932698"
[1] "Newton iter: 1, lambda:0.262299219169873, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.26236490919665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262364910177891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262364910177891"
[1] "Starting iterative with newton 0.262364910177891"
[1] "Starting newton at: 0.252090266562807"
[1] "Newton iter: 1, lambda:0.261270383373697, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.261289512877313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261289512960334, diff to last: 0"
[1] "Final threshold is: 0.0229198527105123"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 1.68702445868341"
[1] "Starting iterative with newton 1.68702445868341"
[1] "Starting newton at: 0.630156887391676"
[1] "Newton iter: 1, lambda:0.722834306362777, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.727534969835689, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.727546739540817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727546739614481, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727546739540817"
[1] "Starting iterative with newton 0.727546739540817"
[1] "Starting newton at: 0.45284187514432"
[1] "Newton iter: 1, lambda:0.489844531319716, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.490389677335523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.490389794992566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490389794992571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490389794992566"
[1] "Starting iterative with newton 0.490389794992566"
[1] "Starting newton at: 0.510902716084002"
[1] "Newton iter: 1, lambda:0.428788174524113, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.431216018794497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.431218169644189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431218169645877, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431218169644189"
[1] "Starting iterative with newton 0.431218169644189"
[1] "Starting newton at: 0.316530848466947"
[1] "Newton iter: 1, lambda:0.413024176006672, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.416381390497698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.416385418350823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416385418356619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.416385418356619"
[1] "Starting iterative with newton 0.416385418356619"
[1] "Starting newton at: 0.306231980636493"
[1] "Newton iter: 1, lambda:0.408884555775863, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.412664731161828, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.412669811087665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412669811096835, diff to last: 0"
[1] "Final threshold is: 0.0361986640070016"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6742263819562"
[1] "Starting iterative with newton 1.6742263819562"
[1] "Starting newton at: 0.6851141752628"
[1] "Newton iter: 1, lambda:0.76636468424118, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.770144406494879, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.770152381779514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770152381814972, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770152381779514"
[1] "Starting iterative with newton 0.770152381779514"
[1] "Starting newton at: 0.444465623972271"
[1] "Newton iter: 1, lambda:0.532822751919729, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.536211032634633, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536215943048412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536215943058718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.536215943048412"
[1] "Starting iterative with newton 0.536215943048412"
[1] "Starting newton at: 0.50433832484944"
[1] "Newton iter: 1, lambda:0.473744632956477, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.474113153169977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.474113206935512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474113206935513, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.474113206935512"
[1] "Starting iterative with newton 0.474113206935512"
[1] "Starting newton at: 0.523452669107235"
[1] "Newton iter: 1, lambda:0.455717870471739, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.457474664471132, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.457475860940669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.457475860941224, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.457475860940669"
[1] "Starting iterative with newton 0.457475860940669"
[1] "Starting newton at: 0.52896999350283"
[1] "Newton iter: 1, lambda:0.45068126600077, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.453010267167287, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.453012358073392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453012358075077, diff to last: 0"
[1] "Final threshold is: 0.0397374406858044"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.39697622100967"
[1] "Starting iterative with newton 1.39697622100967"
[1] "Starting newton at: 0.657526962381254"
[1] "Newton iter: 1, lambda:0.7821670087537, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.791466603798325, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.791516482601847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.791516484031567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.791516484031567"
[1] "Starting iterative with newton 0.791516484031567"
[1] "Starting newton at: 0.587927218847045"
[1] "Newton iter: 1, lambda:0.62136406806789, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.621911301230904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.621911446592858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621911446592868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.621911446592858"
[1] "Starting iterative with newton 0.621911446592858"
[1] "Starting newton at: 0.618135437990232"
[1] "Newton iter: 1, lambda:0.570901659365707, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.571917337300929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.571917812707816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571917812707921, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.571917812707816"
[1] "Starting iterative with newton 0.571917812707816"
[1] "Starting newton at: 0.644069797036434"
[1] "Newton iter: 1, lambda:0.553257539675071, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.556910704288441, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556916761994532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556916762011175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556916761994532"
[1] "Starting iterative with newton 0.556916761994532"
[1] "Starting newton at: 0.657031437668265"
[1] "Newton iter: 1, lambda:0.547081331054016, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.552382492675647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.55239519240356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552395192476361, diff to last: 0"
[1] "Final threshold is: 0.0484551266694225"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.17257238511538"
[1] "Starting iterative with newton 1.17257238511538"
[1] "Starting newton at: 0.96115921332918"
[1] "Newton iter: 1, lambda:0.977062772100518, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.977255934034357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.977255962298383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.977255962298384, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.977255962298383"
[1] "Starting iterative with newton 0.977255962298383"
[1] "Starting newton at: 0.975054897002226"
[1] "Newton iter: 1, lambda:0.889186365349796, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.894190325333277, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.894208138136064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.894208138361262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.894208138361262"
[1] "Starting iterative with newton 0.894208138361262"
[1] "Starting newton at: 0.987328595487757"
[1] "Newton iter: 1, lambda:0.845674148478906, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.858521181524762, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.858635624800883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858635633832772, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.858635633832772"
[1] "Starting iterative with newton 0.858635633832772"
[1] "Starting newton at: 0.721249149739984"
[1] "Newton iter: 1, lambda:0.834259560941197, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.843303872396537, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.843359787712419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843359789841492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.843359787712419"
[1] "Starting iterative with newton 0.843359787712419"
[1] "Starting newton at: 0.70946161380384"
[1] "Newton iter: 1, lambda:0.826994968529227, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.836730782133849, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.836795238700625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836795241514488, diff to last: 0"
[1] "Final threshold is: 0.073402194627234"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.992734142678676"
[1] "Starting iterative with newton 0.992734142678676"
[1] "Starting newton at: 1.15870285946713"
[1] "Newton iter: 1, lambda:1.01334537777054, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.02864796526138, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.02883689645552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02883692500544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.02883692500544, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02883692500544"
[1] "Starting iterative with newton 1.02883692500544"
[1] "Starting newton at: 1.15138153887312"
[1] "Newton iter: 1, lambda:1.03564491394246, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04565336353189, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04573480277294, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04573480813355, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04573480813355"
[1] "Starting iterative with newton 1.04573480813355"
[1] "Starting newton at: 1.15561496629626"
[1] "Newton iter: 1, lambda:1.04419953113306, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.05354347712651, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.05361478338386, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05361478751349, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05361478338386"
[1] "Starting iterative with newton 1.05361478338386"
[1] "Starting newton at: 1.152517579011"
[1] "Newton iter: 1, lambda:1.04911699172282, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.05722897253287, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05728279850476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05728280086313, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05728279850476"
[1] "Starting iterative with newton 1.05728279850476"
[1] "Starting newton at: 1.15132150679214"
[1] "Newton iter: 1, lambda:1.05132912029811, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.05894128933091, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.05898872266615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05898872449952, diff to last: 0"
[1] "Final threshold is: 0.0928926129205455"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03397186169288"
[1] "Starting iterative with newton 1.03397186169288"
[1] "Starting newton at: 0.945065729042694"
[1] "Newton iter: 1, lambda:0.997228536497698, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.999407294923704, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.999411000316743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999411000327447, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999411000316743"
[1] "Starting iterative with newton 0.999411000316743"
[1] "Starting newton at: 0.941490550611879"
[1] "Newton iter: 1, lambda:0.982541781000159, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.983868449522335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.983869807408384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.983869807409806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.983869807409806"
[1] "Starting iterative with newton 0.983869807409806"
[1] "Starting newton at: 0.942475505894531"
[1] "Newton iter: 1, lambda:0.975992870187613, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.976869444955609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.976870034616558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.976870034616825, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.976870034616825"
[1] "Starting iterative with newton 0.976870034616825"
[1] "Starting newton at: 0.946707293544235"
[1] "Newton iter: 1, lambda:0.973171531397538, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.973714837018068, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.973715062981067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973715062981106, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.973715062981067"
[1] "Starting iterative with newton 0.973715062981067"
[1] "Starting newton at: 0.949862265179993"
[1] "Newton iter: 1, lambda:0.971916407487209, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.972292499842447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.972292607997971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97229260799798, diff to last: 0"
[1] "Final threshold is: 0.0852877833264451"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.880176583299017"
[1] "Starting iterative with newton 0.880176583299017"
[1] "Starting newton at: 1.32218944053496"
[1] "Newton iter: 1, lambda:1.1425021994015, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.16902475886575, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.16971048884603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16971093928537, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16971093928557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16971093928557"
[1] "Starting iterative with newton 1.16971093928557"
[1] "Starting newton at: 1.26107054596631"
[1] "Newton iter: 1, lambda:1.34089167574294, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.34809040564857, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.34814591548013, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34814591876115, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34814591548013"
[1] "Starting iterative with newton 1.34814591548013"
[1] "Starting newton at: 1.26746234952722"
[1] "Newton iter: 1, lambda:1.42472860723568, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.45594919933335, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.45708308918197, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4570845454802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4570845454826, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4570845454802"
[1] "Starting iterative with newton 1.4570845454802"
[1] "Starting newton at: 1.79514697102834"
[1] "Newton iter: 1, lambda:1.38657714602716, diff to last: 0.409"
[1] "Newton iter: 2, lambda:1.5047792453207, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.5227988329881, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.52318620620071, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52318638223421, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52318638223424, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52318638223421"
[1] "Starting iterative with newton 1.52318638223421"
[1] "Starting newton at: 1.75372906355776"
[1] "Newton iter: 1, lambda:1.50428088341907, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.55931767540123, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.56313709383154, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.56315463501714, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56315463538571, diff to last: 0"
[1] "Final threshold is: 0.137117152544251"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.725106989176573"
[1] "Starting iterative with newton 0.725106989176573"
[1] "Starting newton at: 1.51545557826108"
[1] "Newton iter: 1, lambda:1.3172351047839, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.3542403079819, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.35589485931667, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3558980706961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35589807070818, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35589807070818"
[1] "Starting iterative with newton 1.35589807070818"
[1] "Starting newton at: 1.34122516250438"
[1] "Newton iter: 1, lambda:1.66321229797763, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.84309543815069, diff to last: 0.18"
[1] "Newton iter: 3, lambda:1.90117200371458, diff to last: 0.058"
[1] "Newton iter: 4, lambda:1.90671355303106, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.90676091335008, diff to last: 0"
[1] "Newton iter: 6, lambda:1.90676091678423, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90676091335008"
[1] "Starting iterative with newton 1.90676091335008"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.807754046211282"
[1] "Starting iterative with newton 0.807754046211282"
[1] "Starting newton at: 1.22313290899764"
[1] "Newton iter: 1, lambda:1.23925489114822, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.23952709228974, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2395271689645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23952716896451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2395271689645"
[1] "Starting iterative with newton 1.2395271689645"
[1] "Starting newton at: 1.64667456516608"
[1] "Newton iter: 1, lambda:1.52531145189146, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.54099557440999, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.54130122870777, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54130134304326, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54130134304327, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54130134304327"
[1] "Starting iterative with newton 1.54130134304327"
[1] "Starting newton at: 1.61633665622781"
[1] "Newton iter: 1, lambda:1.73034108274822, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.75003862024641, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.75057733746718, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.75057773171509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.7505777317153, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75057773171509"
[1] "Starting iterative with newton 1.75057773171509"
[1] "Starting newton at: 1.58747977562029"
[1] "Newton iter: 1, lambda:1.80392064207209, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.88456263020843, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.89491353292943, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.89507122785034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89507126398199, diff to last: 0"
[1] "Newton iter: 6, lambda:1.89507126398199, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89507122785034"
[1] "Starting iterative with newton 1.89507122785034"
[1] "Starting newton at: 1.57695741967463"
[1] "Newton iter: 1, lambda:1.84034710199176, diff to last: 0.263"
[1] "Newton iter: 2, lambda:1.96607214888416, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.99362748986957, diff to last: 0.028"
[1] "Newton iter: 4, lambda:1.99482389930818, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.99482607815415, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99482607816136, diff to last: 0"
[1] "Final threshold is: 0.174982605985753"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0877182266170465"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.3300700666138"
[1] "Newton iter: 1, lambda:1.4760693765236, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.50800869309229, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.50942567090227, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50942837689397, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50942837690382, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50942837690382"
[1] "Starting iterative with newton 1.50942837690382"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.386439569153977"
threshold is:
[{'ad': 0.006226898111550709, 'da': 0.011749205594979427, 'dd': 0.01673473473986081}, {'ad': 0.016332530387800036, 'da': 0.02291985271051226, 'dd': 0.03619866400700157}, {'ad': 0.03973744068580443, 'da': 0.04845512666942249, 'dd': 0.07340219462723396}, {'ad': 0.09289261292054547, 'da': 0.08528778332644513, 'dd': 0.13711715254425064}, {'ad': 0.3864395691539774, 'da': 0.17498260598575255, 'dd': 0.3864395691539774}]
Number of points in noise estimation: 128
Estimated noise: 0.0877182266170465
0.0877182266170465
threshold is:
[{'ad': 0.004735678313597447, 'da': 0.003252651839330508, 'dd': 0.03120443016871187}, {'ad': 0.013751321239321435, 'da': 0.02213350931147145, 'dd': 0.025471617042169256}, {'ad': 0.027395991550526855, 'da': 0.0393809090381452, 'dd': 0.054979107053209436}, {'ad': 0.062712212510035, 'da': 0.06142308609495207, 'dd': 0.0985167855412135}, {'ad': 0.3864395691539775, 'da': 0.10206365699593188, 'dd': 0.3864395691539775}]
['baboon256', 0.075, 4, 0.005588664707806035, 0.003919402471098663, 0.0036015682448151632, 0.00921529392982174, 0.004515583293228977, 0.00469856696448203, 0.004515583293531409, 0.00469856696448203, 22.526919451197692, 24.067801378991366, 24.43508351520128, 20.35490808023438, 23.452861424337968, 23.280345791528305, 23.4528614240471, 23.280345791528305]
peppers256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286158114669246, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286322130681661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286322130735541, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286322130735541"
[1] "Starting iterative with newton 0.0286322130735541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0132513532237284, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0132528988500094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132528988500304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0132528988500304"
[1] "Starting iterative with newton 0.0132528988500304"
[1] "Starting newton at: 0.00584783370722928"
[1] "Newton iter: 1, lambda:0.0132242152719773, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246907129146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246907129166, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0132246907129146"
[1] "Starting iterative with newton 0.0132246907129146"
[1] "Starting newton at: 0.00587604184434508"
[1] "Newton iter: 1, lambda:0.0132241662693505, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246380684141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246380684161, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0132246380684161"
[1] "Starting iterative with newton 0.0132246380684161"
[1] "Starting newton at: 0.0058760944888436"
[1] "Newton iter: 1, lambda:0.0132241661778777, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246379701577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246379701596, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000350426376074936"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161193661045442, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161235423988254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161235423991058, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0161235423988254"
[1] "Starting iterative with newton 0.0161235423988254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00928018865803452, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00928082446981053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00928082446981351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00928082446981053"
[1] "Starting iterative with newton 0.00928082446981053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923130135083991, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923193131785413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923193131785706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00923193131785413"
[1] "Starting iterative with newton 0.00923193131785413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923095141077431, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923158133593575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923158133593868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00923158133593575"
[1] "Starting iterative with newton 0.00923158133593575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923094890583771, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923157883069956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0092315788307025, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000244618319412004"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0624814965297208, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626197174114941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626197180874283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0626197174114941"
[1] "Starting iterative with newton 0.0626197174114941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357326683994126, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357644913547342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0357644913799672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0357644913799672"
[1] "Starting iterative with newton 0.0357644913799672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352924739279412, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353234559775874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353234560014571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353234559775874"
[1] "Starting iterative with newton 0.0353234559775874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352851172472523, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353160854288262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353160854526737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0353160854526737"
[1] "Starting iterative with newton 0.0353160854526737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352849942688266, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353159622186237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353159622424709, diff to last: 0"
[1] "Final threshold is: 0.000935802150939646"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0975052355934756"
[1] "Newton iter: 1, lambda:0.146551541203651, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.146761706940117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146761710788262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146761710788262"
[1] "Starting iterative with newton 0.146761710788262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466405846279442, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467411546213707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467411550889376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467411546213707"
[1] "Starting iterative with newton 0.0467411546213707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.042942648145868, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430247302071006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430247305069851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0430247302071006"
[1] "Starting iterative with newton 0.0430247302071006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428055382832915, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428869784228267, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428869787176102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0428869784228267"
[1] "Starting iterative with newton 0.0428869784228267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428004569830001, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428818733912486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428818736858443, diff to last: 0"
[1] "Final threshold is: 0.00113628361893224"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169213768659585"
[1] "Newton iter: 1, lambda:0.221678745547165, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.222052308291361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222052327128738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222052327128738, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.222052327128738"
[1] "Starting iterative with newton 0.222052327128738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876393807524607, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0881999520595039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0881999749678053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0881999749678053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0881999749678053"
[1] "Starting iterative with newton 0.0881999749678053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806742587571568, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811348759330723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0811348909352402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811348909352402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0811348759330723"
[1] "Starting iterative with newton 0.0811348759330723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802983106078068, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807538755296115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807538901799346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807538901799347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0807538901799346"
[1] "Starting iterative with newton 0.0807538901799346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802780122047343, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807333053247458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807333199562689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.080733319956269, diff to last: 0"
[1] "Final threshold is: 0.0021392710185802"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.287037112528718"
[1] "Newton iter: 1, lambda:0.340808751711815, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.341399615690885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341399686421641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341399686421642, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341399686421642"
[1] "Starting iterative with newton 0.341399686421642"
[1] "Starting newton at: 0.247279999307012"
[1] "Newton iter: 1, lambda:0.142420559330587, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.143765793413753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.143766015936771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143766015936777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143766015936771"
[1] "Starting iterative with newton 0.143766015936771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123731545582229, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125520996078415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125521369766163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125521369766179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125521369766179"
[1] "Starting iterative with newton 0.125521369766179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12208349390274, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123816297995317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123816646558826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12381664655884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123816646558826"
[1] "Starting iterative with newton 0.123816646558826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12192934712247, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123656907115949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123657253401005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123657253401019, diff to last: 0"
[1] "Final threshold is: 0.00327666914455295"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326520008113001"
[1] "Newton iter: 1, lambda:0.444087534106492, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.447777589470661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.44778114008368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447781140086964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.44778114008368"
[1] "Starting iterative with newton 0.44778114008368"
[1] "Starting newton at: 0.274123053229703"
[1] "Newton iter: 1, lambda:0.182569677819389, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.183843611962252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183843859786973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183843859786983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183843859786983"
[1] "Starting iterative with newton 0.183843859786983"
[1] "Starting newton at: 0.284290638261996"
[1] "Newton iter: 1, lambda:0.154445339942226, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.156804559722483, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156805342335837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156805342335923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156805342335923"
[1] "Starting iterative with newton 0.156805342335923"
[1] "Starting newton at: 0.277403771343113"
[1] "Newton iter: 1, lambda:0.151788294785393, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.153977679223906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153978347240329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153978347240391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153978347240391"
[1] "Starting iterative with newton 0.153978347240391"
[1] "Starting newton at: 0.276941062840453"
[1] "Newton iter: 1, lambda:0.151500027087299, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.15368136231218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153682024805801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153682024805862, diff to last: 0"
[1] "Final threshold is: 0.00407226535365892"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.562734880071005"
[1] "Newton iter: 1, lambda:0.504978257415991, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.505948601941257, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505948880418908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50594888041893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.505948880418908"
[1] "Starting iterative with newton 0.505948880418908"
[1] "Starting newton at: 0.226206048398645"
[1] "Newton iter: 1, lambda:0.247367417494501, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.247452574068043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247452575444648, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.247452574068043"
[1] "Starting iterative with newton 0.247452574068043"
[1] "Starting newton at: 0.226853054056697"
[1] "Newton iter: 1, lambda:0.216020352666559, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.216041357549893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216041357628924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216041357549893"
[1] "Starting iterative with newton 0.216041357549893"
[1] "Starting newton at: 0.243225463102492"
[1] "Newton iter: 1, lambda:0.211880428978243, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.212054717647943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212054723047801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.212054723047801"
[1] "Starting iterative with newton 0.212054723047801"
[1] "Starting newton at: 0.245431930606913"
[1] "Newton iter: 1, lambda:0.211340322617513, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.211546253000296, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211546260531424, diff to last: 0"
[1] "Final threshold is: 0.005605551518122"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 0.688881368074328"
[1] "Newton iter: 1, lambda:0.61699924262092, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.618906615840796, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618907994212133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618907994212852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618907994212133"
[1] "Starting iterative with newton 0.618907994212133"
[1] "Starting newton at: 0.424280209601566"
[1] "Newton iter: 1, lambda:0.435900522025528, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.435944314093795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435944314714375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435944314093795"
[1] "Starting iterative with newton 0.435944314093795"
[1] "Starting newton at: 0.432925479427718"
[1] "Newton iter: 1, lambda:0.399822804047324, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.400162933762234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.400162969880466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400162969880466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400162969880466"
[1] "Starting iterative with newton 0.400162969880466"
[1] "Starting newton at: 0.434188131319132"
[1] "Newton iter: 1, lambda:0.392383124960567, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.392920721137148, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.39292081068123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392920810681232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39292081068123"
[1] "Starting iterative with newton 0.39292081068123"
[1] "Starting newton at: 0.432962318889134"
[1] "Newton iter: 1, lambda:0.390902403599875, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.391445719516795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391445810832292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391445810832295, diff to last: 0"
[1] "Final threshold is: 0.0103725287020496"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 0.667626932639243"
[1] "Newton iter: 1, lambda:0.668528975800068, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.668529322485812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.668529322485864, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668529322485812"
[1] "Starting iterative with newton 0.668529322485812"
[1] "Starting newton at: 0.404091000823095"
[1] "Newton iter: 1, lambda:0.489716450156222, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.492443824314568, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.492446548517604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49244654852032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492446548517604"
[1] "Starting iterative with newton 0.492446548517604"
[1] "Starting newton at: 0.416625110545598"
[1] "Newton iter: 1, lambda:0.454151602415688, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.454650959756956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45465104760179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454651047601793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45465104760179"
[1] "Starting iterative with newton 0.45465104760179"
[1] "Starting newton at: 0.415813284450058"
[1] "Newton iter: 1, lambda:0.445955402797696, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.446274303738835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446274339251261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.446274339251261, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446274339251261"
[1] "Starting iterative with newton 0.446274339251261"
[1] "Starting newton at: 0.415518088597948"
[1] "Newton iter: 1, lambda:0.44411858040742, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444405045860966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444405074460208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444405074460208, diff to last: 0"
[1] "Final threshold is: 0.0117758429458577"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 0.855770387853631"
[1] "Newton iter: 1, lambda:0.704834368305994, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.714756908136605, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.714802808567677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714802809546238, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.714802809546238"
[1] "Starting iterative with newton 0.714802809546238"
[1] "Starting newton at: 0.571901418824144"
[1] "Newton iter: 1, lambda:0.578115720979486, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.578131968977014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.578131969087897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.578131969087897"
[1] "Starting iterative with newton 0.578131969087897"
[1] "Starting newton at: 0.586250758491395"
[1] "Newton iter: 1, lambda:0.544314769549269, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.545027057732354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.545027265602976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545027265602994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.545027265602976"
[1] "Starting iterative with newton 0.545027265602976"
[1] "Starting newton at: 0.590251360913672"
[1] "Newton iter: 1, lambda:0.53554109359262, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.536741630835555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536742217638932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536742217639072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.536742217638932"
[1] "Starting iterative with newton 0.536742217638932"
[1] "Starting newton at: 0.587722687053756"
[1] "Newton iter: 1, lambda:0.533473355108486, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.534652074872929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.534652639614818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.534652639614947, diff to last: 0"
[1] "Final threshold is: 0.0141672223755313"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.0660388496547"
[1] "Newton iter: 1, lambda:0.966886128520619, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.973243830063221, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.973271722384902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973271722919833, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.973271722384902"
[1] "Starting iterative with newton 0.973271722384902"
[1] "Starting newton at: 1.0725460831889"
[1] "Newton iter: 1, lambda:0.996048594756726, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.99992443718287, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.999934899160118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999934899236172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.999934899160118"
[1] "Starting iterative with newton 0.999934899160118"
[1] "Starting newton at: 1.07280851699626"
[1] "Newton iter: 1, lambda:1.00576423496062, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.00876899159426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00877529795656, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00877529798429, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00877529798429"
[1] "Starting iterative with newton 1.00877529798429"
[1] "Starting newton at: 1.07330770780328"
[1] "Newton iter: 1, lambda:1.00888965242607, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.01167118109027, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01167659062378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01167659064421, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01167659064421"
[1] "Starting iterative with newton 1.01167659064421"
[1] "Starting newton at: 1.07065641424643"
[1] "Newton iter: 1, lambda:1.01016110084556, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.0126213196698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01262555236667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01262555237918, diff to last: 0"
[1] "Final threshold is: 0.0268325456952"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.01443025162291"
[1] "Newton iter: 1, lambda:1.00871090157346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.00873425889581, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00873425928672, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00873425889581"
[1] "Starting iterative with newton 1.00873425889581"
[1] "Starting newton at: 1.01761107928335"
[1] "Newton iter: 1, lambda:1.05451379435675, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.05552813436316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05552888411224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05552888411265, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05552888411265"
[1] "Starting iterative with newton 1.05552888411265"
[1] "Starting newton at: 1.01590108760297"
[1] "Newton iter: 1, lambda:1.06927293184729, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.07142774275162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0714311469357, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07143114694419, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07143114694419"
[1] "Starting iterative with newton 1.07143114694419"
[1] "Starting newton at: 1.0223472322946"
[1] "Newton iter: 1, lambda:1.07464896379163, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.0767210179713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07672417112765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07672417113494, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07672417112765"
[1] "Starting iterative with newton 1.07672417112765"
[1] "Starting newton at: 1.02242926637332"
[1] "Newton iter: 1, lambda:1.07627071002734, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.07846995909916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07847351363152, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07847351364079, diff to last: 0"
[1] "Final threshold is: 0.0285773845701873"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 0.971167746598607"
[1] "Newton iter: 1, lambda:1.06367344412496, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.07077822615019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07081815064905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07081815190408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07081815190408"
[1] "Starting iterative with newton 1.07081815190408"
[1] "Starting newton at: 1.36812500293276"
[1] "Newton iter: 1, lambda:1.13312210026517, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.17030069847676, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.17145988087441, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17146098017139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17146098017238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17146098017238"
[1] "Starting iterative with newton 1.17146098017238"
[1] "Starting newton at: 1.36966671584969"
[1] "Newton iter: 1, lambda:1.18398946289729, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.20846436686943, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.20896946761406, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20896967904662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20896967904665, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20896967904665"
[1] "Starting iterative with newton 1.20896967904665"
[1] "Starting newton at: 1.37862860505828"
[1] "Newton iter: 1, lambda:1.19875801607788, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.22192244559651, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22237673960789, diff to last: 0"
[1] "Newton iter: 4, lambda:1.222376911456, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22237691145603, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.222376911456"
[1] "Starting iterative with newton 1.222376911456"
[1] "Starting newton at: 1.38412443564707"
[1] "Newton iter: 1, lambda:1.20318436024878, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.22662956677364, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22709585118081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22709603252616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22709603252619, diff to last: 0"
[1] "Final threshold is: 0.0325155831671471"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27431069683885"
[1] "Newton iter: 1, lambda:1.47340252790331, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.53492810670228, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.5404374440092, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54047931439746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54047931680161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54047931680161"
[1] "Starting iterative with newton 1.54047931680161"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116735982196394"
threshold is:
[{'ad': 0.0003504263760749357, 'da': 0.00024461831941200373, 'dd': 0.000935802150939646}, {'ad': 0.0011362836189322384, 'da': 0.002139271018580202, 'dd': 0.003276669144552955}, {'ad': 0.004072265353658921, 'da': 0.005605551518122005, 'dd': 0.010372528702049646}, {'ad': 0.01177584294585767, 'da': 0.01416722237553135, 'dd': 0.02683254569520002}, {'ad': 0.028577384570187266, 'da': 0.03251558316714713, 'dd': 0.11673598219639446}]
Number of points in noise estimation: 128
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.0566607954876"
[1] "Starting iterative with newton 51.0566607954876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.74025730339"
[1] "Starting iterative with newton 36.74025730339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.4123794487281"
[1] "Starting iterative with newton 32.4123794487281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.9843334719691"
[1] "Starting iterative with newton 18.9843334719691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.1675815266943"
[1] "Starting iterative with newton 14.1675815266943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65260207522346"
[1] "Starting iterative with newton 6.65260207522346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8248213765614"
[1] "Starting iterative with newton 4.8248213765614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.10576940856549"
[1] "Starting iterative with newton 4.10576940856549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 2.22187432869379"
[1] "Newton iter: 1, lambda:1.71156382690026, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.7044086290622, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70438324138244, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70438324105852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70438324105852"
[1] "Starting iterative with newton 1.70438324105852"
[1] "Starting newton at: 1.96885006048249"
[1] "Newton iter: 1, lambda:1.6096442335613, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.57917723499698, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.57859466556268, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57859444265293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5785944426529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5785944426529"
[1] "Starting iterative with newton 1.5785944426529"
[1] "Starting newton at: 1.85874229646659"
[1] "Newton iter: 1, lambda:1.50101710000138, diff to last: 0.358"
[1] "Newton iter: 2, lambda:1.45514973971932, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.45347534615697, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45347299309614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45347299309149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45347299309149"
[1] "Starting iterative with newton 1.45347299309149"
[1] "Starting newton at: 1.76955595989368"
[1] "Newton iter: 1, lambda:1.4366089367972, diff to last: 0.333"
[1] "Newton iter: 2, lambda:1.38391645258489, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.38138496316161, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38137881010665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38137881007023, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38137881007023"
[1] "Starting iterative with newton 1.38137881007023"
[1] "Starting newton at: 1.71661073952238"
[1] "Newton iter: 1, lambda:1.36832764424868, diff to last: 0.348"
[1] "Newton iter: 2, lambda:1.30048155746678, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.29560640750569, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.29557978741029, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29557978661444, diff to last: 0"
[1] "Final threshold is: 0.0343302652853422"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 1.95695684478689"
[1] "Newton iter: 1, lambda:1.58525661867992, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.55134462600325, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.55058134654641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55058094086465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55058094086453, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55058094086453"
[1] "Starting iterative with newton 1.55058094086453"
[1] "Starting newton at: 1.86337904751634"
[1] "Newton iter: 1, lambda:1.51877341978221, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.477023046025, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.47568540409593, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47568396014568, diff to last: 0"
[1] "Newton iter: 5, lambda:1.475683960144, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.475683960144"
[1] "Starting iterative with newton 1.475683960144"
[1] "Starting newton at: 1.77034721204457"
[1] "Newton iter: 1, lambda:1.45119113600269, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.40294234557359, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.40088138384586, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40087743542565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40087743541113, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40087743541113"
[1] "Starting iterative with newton 1.40087743541113"
[1] "Starting newton at: 1.69115106275234"
[1] "Newton iter: 1, lambda:1.38458336220022, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.32883607937369, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.3256754953144, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.32566484903179, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32566484891075, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32566484891075"
[1] "Starting iterative with newton 1.32566484891075"
[1] "Starting newton at: 1.61754779275325"
[1] "Newton iter: 1, lambda:1.32021920048075, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.2566945419773, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.25200732379663, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.25198065403505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25198065316991, diff to last: 0"
[1] "Final threshold is: 0.0331749756928153"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 1.61883874973983"
[1] "Newton iter: 1, lambda:1.46701498202944, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.45253833897232, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.45236991489959, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45236989172395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45236989172395, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45236989172395"
[1] "Starting iterative with newton 1.45236989172395"
[1] "Starting newton at: 1.68752276224006"
[1] "Newton iter: 1, lambda:1.53171844310915, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.51900972439543, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.51889666569771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51889665659366, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51889666569771"
[1] "Starting iterative with newton 1.51889666569771"
[1] "Starting newton at: 1.75306342742768"
[1] "Newton iter: 1, lambda:1.59075656847025, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.57932055291358, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.57924029417433, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57924029014887, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57924029014887"
[1] "Starting iterative with newton 1.57924029014887"
[1] "Starting newton at: 1.80869796387315"
[1] "Newton iter: 1, lambda:1.63308509744569, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.62180250206578, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.62173166077987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62173165793099, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62173165793099"
[1] "Starting iterative with newton 1.62173165793099"
[1] "Starting newton at: 1.86141515981682"
[1] "Newton iter: 1, lambda:1.67070381068681, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.65957548675231, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.65951249807759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65951249601583, diff to last: 0"
[1] "Final threshold is: 0.0439737519728084"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.33423406123591"
[1] "Newton iter: 1, lambda:1.32409381389413, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32399634133022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32399633222856, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32399633222856"
[1] "Starting iterative with newton 1.32399633222856"
[1] "Starting newton at: 1.80611200971479"
[1] "Newton iter: 1, lambda:1.80523481411494, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.80523468414442, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80523468414442, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80523468414442"
[1] "Starting iterative with newton 1.80523468414442"
[1] "Starting newton at: 2.09328040125427"
[1] "Newton iter: 1, lambda:2.10741847942067, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.10743964911283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10743964916589, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10743964911283"
[1] "Starting iterative with newton 2.10743964911283"
[1] "Starting newton at: 2.26110689478435"
[1] "Newton iter: 1, lambda:2.28574956487842, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.28587357849624, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28587358189666, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28587358189666"
[1] "Starting iterative with newton 2.28587358189666"
[1] "Starting newton at: 2.50544472454846"
[1] "Newton iter: 1, lambda:2.37970957324432, diff to last: 0.126"
[1] "Newton iter: 2, lambda:2.38470354430231, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.38470996743567, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38470996744641, diff to last: 0"
[1] "Final threshold is: 0.0631900301364769"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.29947628211466"
[1] "Newton iter: 1, lambda:1.32146991049621, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.32100209305782, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32100188582353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32100188582349, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32100188582349"
[1] "Starting iterative with newton 1.32100188582349"
[1] "Starting newton at: 1.7465689160001"
[1] "Newton iter: 1, lambda:1.84374108969412, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.84172230243953, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84172188994407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84172188994406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84172188994407"
[1] "Starting iterative with newton 1.84172188994407"
[1] "Starting newton at: 2.14520204154597"
[1] "Newton iter: 1, lambda:2.18512233058469, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.18539695558318, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1853969710787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1853969710787, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.1853969710787"
[1] "Starting iterative with newton 2.1853969710787"
[1] "Starting newton at: 2.33168892709376"
[1] "Newton iter: 1, lambda:2.35808970899179, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.35828344843052, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35828345947153, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35828345947153, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.35828344843052"
[1] "Starting iterative with newton 2.35828344843052"
[1] "Starting newton at: 2.53855146514514"
[1] "Newton iter: 1, lambda:2.4469051795721, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.44995189173156, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44995490915954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44995490916251, diff to last: 0"
[1] "Final threshold is: 0.0649188902033543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 1.3962157863428"
[1] "Newton iter: 1, lambda:1.35322955486189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.35169829832662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.35169623718416, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35169623718042, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35169623718042"
[1] "Starting iterative with newton 1.35169623718042"
[1] "Starting newton at: 1.91099201289595"
[1] "Newton iter: 1, lambda:1.92350620482356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.92350614542406, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92350614542406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92350614542406"
[1] "Starting iterative with newton 1.92350614542406"
[1] "Starting newton at: 2.20093008770975"
[1] "Newton iter: 1, lambda:2.27457351555899, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27587457623426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.27587507752738, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27587507752745, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.27587507752738"
[1] "Starting iterative with newton 2.27587507752738"
[1] "Starting newton at: 2.40874336922074"
[1] "Newton iter: 1, lambda:2.44477035383132, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.4452269393262, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4452270165811, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4452270165811, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4452270165811"
[1] "Starting iterative with newton 2.4452270165811"
[1] "Starting newton at: 2.57889332356102"
[1] "Newton iter: 1, lambda:2.52361498391023, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.52487796860161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52487859738311, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487859738327, diff to last: 0"
[1] "Final threshold is: 0.0669042176358069"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94880044703493"
[1] "Newton iter: 1, lambda:2.17859329474269, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.19994139357617, diff to last: 0.021"
[1] "Newton iter: 3, lambda:2.20023337893979, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20023343466036, diff to last: 0"
[1] "Newton iter: 5, lambda:2.20023343466036, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20023337893979"
[1] "Starting iterative with newton 2.20023337893979"
[1] "Starting newton at: 2.87791521061469"
[1] "Newton iter: 1, lambda:2.97880941887736, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.99171418778472, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.99191940372457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99191945521724, diff to last: 0"
[1] "Newton iter: 5, lambda:2.99191945521724, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.99191945521724"
[1] "Starting iterative with newton 2.99191945521724"
[1] "Starting newton at: 3.37903814925785"
[1] "Newton iter: 1, lambda:3.42837079853678, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.43175467670181, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.43176989748236, diff to last: 0"
[1] "Newton iter: 4, lambda:3.4317698977892, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.4317698977892"
[1] "Starting iterative with newton 3.4317698977892"
[1] "Starting newton at: 3.61694364122548"
[1] "Newton iter: 1, lambda:3.60003856421855, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.60042141230481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60042161297602, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60042161297607, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60042161297602"
[1] "Starting iterative with newton 3.60042161297602"
[1] "Starting newton at: 3.68546161970844"
[1] "Newton iter: 1, lambda:3.69722165254307, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.6974194054048, diff to last: 0"
[1] "Newton iter: 3, lambda:3.69741946047543, diff to last: 0"
[1] "Newton iter: 4, lambda:3.69741946047544, diff to last: 0"
[1] "Final threshold is: 0.0979741982568542"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03433026528534219}, {'ad': 0.03317497569281534, 'da': 0.043973751972808374, 'dd': 0.06319003013647685}, {'ad': 0.06491889020335434, 'da': 0.06690421763580692, 'dd': 0.09797419825685423}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.374188659576118. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.0566607954876"
[1] "Starting iterative with newton 51.0566607954876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.74025730339"
[1] "Starting iterative with newton 36.74025730339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.4123794487281"
[1] "Starting iterative with newton 32.4123794487281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.9843334719691"
[1] "Starting iterative with newton 18.9843334719691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.1675815266943"
[1] "Starting iterative with newton 14.1675815266943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65260207522346"
[1] "Starting iterative with newton 6.65260207522346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8248213765614"
[1] "Starting iterative with newton 4.8248213765614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.10576940856549"
[1] "Starting iterative with newton 4.10576940856549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 2.22187432869379"
[1] "Newton iter: 1, lambda:1.71156382690026, diff to last: 0.51"
[1] "Newton iter: 2, lambda:1.7044086290622, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70438324138244, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70438324105852, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70438324105852"
[1] "Starting iterative with newton 1.70438324105852"
[1] "Starting newton at: 1.96885006048249"
[1] "Newton iter: 1, lambda:1.6096442335613, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.57917723499698, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.57859466556268, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57859444265293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5785944426529, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5785944426529"
[1] "Starting iterative with newton 1.5785944426529"
[1] "Starting newton at: 1.85874229646659"
[1] "Newton iter: 1, lambda:1.50101710000138, diff to last: 0.358"
[1] "Newton iter: 2, lambda:1.45514973971932, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.45347534615697, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45347299309614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45347299309149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45347299309149"
[1] "Starting iterative with newton 1.45347299309149"
[1] "Starting newton at: 1.76955595989368"
[1] "Newton iter: 1, lambda:1.4366089367972, diff to last: 0.333"
[1] "Newton iter: 2, lambda:1.38391645258489, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.38138496316161, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.38137881010665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38137881007023, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38137881007023"
[1] "Starting iterative with newton 1.38137881007023"
[1] "Starting newton at: 1.71661073952238"
[1] "Newton iter: 1, lambda:1.36832764424868, diff to last: 0.348"
[1] "Newton iter: 2, lambda:1.30048155746678, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.29560640750569, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.29557978741029, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29557978661444, diff to last: 0"
[1] "Final threshold is: 0.0343302652853422"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 1.95695684478689"
[1] "Newton iter: 1, lambda:1.58525661867992, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.55134462600325, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.55058134654641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55058094086465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55058094086453, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55058094086453"
[1] "Starting iterative with newton 1.55058094086453"
[1] "Starting newton at: 1.86337904751634"
[1] "Newton iter: 1, lambda:1.51877341978221, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.477023046025, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.47568540409593, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47568396014568, diff to last: 0"
[1] "Newton iter: 5, lambda:1.475683960144, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.475683960144"
[1] "Starting iterative with newton 1.475683960144"
[1] "Starting newton at: 1.77034721204457"
[1] "Newton iter: 1, lambda:1.45119113600269, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.40294234557359, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.40088138384586, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40087743542565, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40087743541113, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40087743541113"
[1] "Starting iterative with newton 1.40087743541113"
[1] "Starting newton at: 1.69115106275234"
[1] "Newton iter: 1, lambda:1.38458336220022, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.32883607937369, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.3256754953144, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.32566484903179, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32566484891075, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32566484891075"
[1] "Starting iterative with newton 1.32566484891075"
[1] "Starting newton at: 1.61754779275325"
[1] "Newton iter: 1, lambda:1.32021920048075, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.2566945419773, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.25200732379663, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.25198065403505, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25198065316991, diff to last: 0"
[1] "Final threshold is: 0.0331749756928153"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 1.61883874973983"
[1] "Newton iter: 1, lambda:1.46701498202944, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.45253833897232, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.45236991489959, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45236989172395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45236989172395, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45236989172395"
[1] "Starting iterative with newton 1.45236989172395"
[1] "Starting newton at: 1.68752276224006"
[1] "Newton iter: 1, lambda:1.53171844310915, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.51900972439543, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.51889666569771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51889665659366, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51889666569771"
[1] "Starting iterative with newton 1.51889666569771"
[1] "Starting newton at: 1.75306342742768"
[1] "Newton iter: 1, lambda:1.59075656847025, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.57932055291358, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.57924029417433, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57924029014887, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57924029014887"
[1] "Starting iterative with newton 1.57924029014887"
[1] "Starting newton at: 1.80869796387315"
[1] "Newton iter: 1, lambda:1.63308509744569, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.62180250206578, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.62173166077987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62173165793099, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62173165793099"
[1] "Starting iterative with newton 1.62173165793099"
[1] "Starting newton at: 1.86141515981682"
[1] "Newton iter: 1, lambda:1.67070381068681, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.65957548675231, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.65951249807759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65951249601583, diff to last: 0"
[1] "Final threshold is: 0.0439737519728084"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.33423406123591"
[1] "Newton iter: 1, lambda:1.32409381389413, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.32399634133022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32399633222856, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32399633222856"
[1] "Starting iterative with newton 1.32399633222856"
[1] "Starting newton at: 1.80611200971479"
[1] "Newton iter: 1, lambda:1.80523481411494, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.80523468414442, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80523468414442, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80523468414442"
[1] "Starting iterative with newton 1.80523468414442"
[1] "Starting newton at: 2.09328040125427"
[1] "Newton iter: 1, lambda:2.10741847942067, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.10743964911283, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10743964916589, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.10743964911283"
[1] "Starting iterative with newton 2.10743964911283"
[1] "Starting newton at: 2.26110689478435"
[1] "Newton iter: 1, lambda:2.28574956487842, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.28587357849624, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28587358189666, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.28587358189666"
[1] "Starting iterative with newton 2.28587358189666"
[1] "Starting newton at: 2.50544472454846"
[1] "Newton iter: 1, lambda:2.37970957324432, diff to last: 0.126"
[1] "Newton iter: 2, lambda:2.38470354430231, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.38470996743567, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38470996744641, diff to last: 0"
[1] "Final threshold is: 0.0631900301364769"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.29947628211466"
[1] "Newton iter: 1, lambda:1.32146991049621, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.32100209305782, diff to last: 0"
[1] "Newton iter: 3, lambda:1.32100188582353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32100188582349, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32100188582349"
[1] "Starting iterative with newton 1.32100188582349"
[1] "Starting newton at: 1.7465689160001"
[1] "Newton iter: 1, lambda:1.84374108969412, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.84172230243953, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84172188994407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84172188994406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84172188994407"
[1] "Starting iterative with newton 1.84172188994407"
[1] "Starting newton at: 2.14520204154597"
[1] "Newton iter: 1, lambda:2.18512233058469, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.18539695558318, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1853969710787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1853969710787, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.1853969710787"
[1] "Starting iterative with newton 2.1853969710787"
[1] "Starting newton at: 2.33168892709376"
[1] "Newton iter: 1, lambda:2.35808970899179, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.35828344843052, diff to last: 0"
[1] "Newton iter: 3, lambda:2.35828345947153, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35828345947153, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.35828344843052"
[1] "Starting iterative with newton 2.35828344843052"
[1] "Starting newton at: 2.53855146514514"
[1] "Newton iter: 1, lambda:2.4469051795721, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.44995189173156, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44995490915954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44995490916251, diff to last: 0"
[1] "Final threshold is: 0.0649188902033543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 1.3962157863428"
[1] "Newton iter: 1, lambda:1.35322955486189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.35169829832662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.35169623718416, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35169623718042, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35169623718042"
[1] "Starting iterative with newton 1.35169623718042"
[1] "Starting newton at: 1.91099201289595"
[1] "Newton iter: 1, lambda:1.92350620482356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.92350614542406, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92350614542406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.92350614542406"
[1] "Starting iterative with newton 1.92350614542406"
[1] "Starting newton at: 2.20093008770975"
[1] "Newton iter: 1, lambda:2.27457351555899, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27587457623426, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.27587507752738, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27587507752745, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.27587507752738"
[1] "Starting iterative with newton 2.27587507752738"
[1] "Starting newton at: 2.40874336922074"
[1] "Newton iter: 1, lambda:2.44477035383132, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.4452269393262, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4452270165811, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4452270165811, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.4452270165811"
[1] "Starting iterative with newton 2.4452270165811"
[1] "Starting newton at: 2.57889332356102"
[1] "Newton iter: 1, lambda:2.52361498391023, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.52487796860161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52487859738311, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52487859738327, diff to last: 0"
[1] "Final threshold is: 0.0669042176358069"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94880044703493"
[1] "Newton iter: 1, lambda:2.17859329474269, diff to last: 0.23"
[1] "Newton iter: 2, lambda:2.19994139357617, diff to last: 0.021"
[1] "Newton iter: 3, lambda:2.20023337893979, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20023343466036, diff to last: 0"
[1] "Newton iter: 5, lambda:2.20023343466036, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.20023337893979"
[1] "Starting iterative with newton 2.20023337893979"
[1] "Starting newton at: 2.87791521061469"
[1] "Newton iter: 1, lambda:2.97880941887736, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.99171418778472, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.99191940372457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99191945521724, diff to last: 0"
[1] "Newton iter: 5, lambda:2.99191945521724, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.99191945521724"
[1] "Starting iterative with newton 2.99191945521724"
[1] "Starting newton at: 3.37903814925785"
[1] "Newton iter: 1, lambda:3.42837079853678, diff to last: 0.049"
[1] "Newton iter: 2, lambda:3.43175467670181, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.43176989748236, diff to last: 0"
[1] "Newton iter: 4, lambda:3.4317698977892, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.4317698977892"
[1] "Starting iterative with newton 3.4317698977892"
[1] "Starting newton at: 3.61694364122548"
[1] "Newton iter: 1, lambda:3.60003856421855, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.60042141230481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.60042161297602, diff to last: 0"
[1] "Newton iter: 4, lambda:3.60042161297607, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.60042161297602"
[1] "Starting iterative with newton 3.60042161297602"
[1] "Starting newton at: 3.68546161970844"
[1] "Newton iter: 1, lambda:3.69722165254307, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.6974194054048, diff to last: 0"
[1] "Newton iter: 3, lambda:3.69741946047543, diff to last: 0"
[1] "Newton iter: 4, lambda:3.69741946047544, diff to last: 0"
[1] "Final threshold is: 0.0979741982568542"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03433026528534219}, {'ad': 0.03317497569281534, 'da': 0.043973751972808374, 'dd': 0.06319003013647685}, {'ad': 0.06491889020335434, 'da': 0.06690421763580692, 'dd': 0.09797419825685423}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.374188659576118. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026497993885783316
0.026497993885783316
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286158114669246, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286322130681661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286322130735541, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286322130735541"
[1] "Starting iterative with newton 0.0286322130735541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0132513532237284, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0132528988500094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132528988500304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0132528988500304"
[1] "Starting iterative with newton 0.0132528988500304"
[1] "Starting newton at: 0.00584783370722928"
[1] "Newton iter: 1, lambda:0.0132242152719773, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246907129146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246907129166, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0132246907129146"
[1] "Starting iterative with newton 0.0132246907129146"
[1] "Starting newton at: 0.00587604184434508"
[1] "Newton iter: 1, lambda:0.0132241662693505, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246380684141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246380684161, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0132246380684161"
[1] "Starting iterative with newton 0.0132246380684161"
[1] "Starting newton at: 0.0058760944888436"
[1] "Newton iter: 1, lambda:0.0132241661778777, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0132246379701577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132246379701596, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000350426376074936"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161193661045442, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161235423988254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161235423991058, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0161235423988254"
[1] "Starting iterative with newton 0.0161235423988254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00928018865803452, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00928082446981053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00928082446981351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00928082446981053"
[1] "Starting iterative with newton 0.00928082446981053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923130135083991, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923193131785413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923193131785706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00923193131785413"
[1] "Starting iterative with newton 0.00923193131785413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923095141077431, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923158133593575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00923158133593868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00923158133593575"
[1] "Starting iterative with newton 0.00923158133593575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00923094890583771, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00923157883069956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0092315788307025, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000244618319412004"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0624814965297208, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626197174114941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626197180874283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0626197174114941"
[1] "Starting iterative with newton 0.0626197174114941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357326683994126, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357644913547342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0357644913799672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0357644913799672"
[1] "Starting iterative with newton 0.0357644913799672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352924739279412, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353234559775874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353234560014571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353234559775874"
[1] "Starting iterative with newton 0.0353234559775874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352851172472523, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353160854288262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353160854526737, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0353160854526737"
[1] "Starting iterative with newton 0.0353160854526737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352849942688266, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353159622186237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353159622424709, diff to last: 0"
[1] "Final threshold is: 0.000935802150939646"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0975052355934756"
[1] "Newton iter: 1, lambda:0.146551541203651, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.146761706940117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146761710788262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146761710788262"
[1] "Starting iterative with newton 0.146761710788262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466405846279442, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467411546213707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467411550889376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467411546213707"
[1] "Starting iterative with newton 0.0467411546213707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.042942648145868, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430247302071006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430247305069851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0430247302071006"
[1] "Starting iterative with newton 0.0430247302071006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428055382832915, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428869784228267, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428869787176102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0428869784228267"
[1] "Starting iterative with newton 0.0428869784228267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428004569830001, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428818733912486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428818736858443, diff to last: 0"
[1] "Final threshold is: 0.00113628361893224"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169213768659585"
[1] "Newton iter: 1, lambda:0.221678745547165, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.222052308291361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222052327128738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222052327128738, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.222052327128738"
[1] "Starting iterative with newton 0.222052327128738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876393807524607, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0881999520595039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0881999749678053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0881999749678053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0881999749678053"
[1] "Starting iterative with newton 0.0881999749678053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806742587571568, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811348759330723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0811348909352402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811348909352402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0811348759330723"
[1] "Starting iterative with newton 0.0811348759330723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802983106078068, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807538755296115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807538901799346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807538901799347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0807538901799346"
[1] "Starting iterative with newton 0.0807538901799346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802780122047343, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807333053247458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0807333199562689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.080733319956269, diff to last: 0"
[1] "Final threshold is: 0.0021392710185802"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.287037112528718"
[1] "Newton iter: 1, lambda:0.340808751711815, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.341399615690885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341399686421641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341399686421642, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341399686421642"
[1] "Starting iterative with newton 0.341399686421642"
[1] "Starting newton at: 0.247279999307012"
[1] "Newton iter: 1, lambda:0.142420559330587, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.143765793413753, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.143766015936771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143766015936777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143766015936771"
[1] "Starting iterative with newton 0.143766015936771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123731545582229, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125520996078415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125521369766163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125521369766179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125521369766179"
[1] "Starting iterative with newton 0.125521369766179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12208349390274, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123816297995317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123816646558826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12381664655884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.123816646558826"
[1] "Starting iterative with newton 0.123816646558826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12192934712247, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123656907115949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123657253401005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123657253401019, diff to last: 0"
[1] "Final threshold is: 0.00327666914455295"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326520008113001"
[1] "Newton iter: 1, lambda:0.444087534106492, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.447777589470661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.44778114008368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447781140086964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.44778114008368"
[1] "Starting iterative with newton 0.44778114008368"
[1] "Starting newton at: 0.274123053229703"
[1] "Newton iter: 1, lambda:0.182569677819389, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.183843611962252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183843859786973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183843859786983, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183843859786983"
[1] "Starting iterative with newton 0.183843859786983"
[1] "Starting newton at: 0.284290638261996"
[1] "Newton iter: 1, lambda:0.154445339942226, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.156804559722483, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156805342335837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156805342335923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156805342335923"
[1] "Starting iterative with newton 0.156805342335923"
[1] "Starting newton at: 0.277403771343113"
[1] "Newton iter: 1, lambda:0.151788294785393, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.153977679223906, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153978347240329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153978347240391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.153978347240391"
[1] "Starting iterative with newton 0.153978347240391"
[1] "Starting newton at: 0.276941062840453"
[1] "Newton iter: 1, lambda:0.151500027087299, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.15368136231218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.153682024805801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153682024805862, diff to last: 0"
[1] "Final threshold is: 0.00407226535365892"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.562734880071005"
[1] "Newton iter: 1, lambda:0.504978257415991, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.505948601941257, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505948880418908, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50594888041893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.505948880418908"
[1] "Starting iterative with newton 0.505948880418908"
[1] "Starting newton at: 0.226206048398645"
[1] "Newton iter: 1, lambda:0.247367417494501, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.247452574068043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247452575444648, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.247452574068043"
[1] "Starting iterative with newton 0.247452574068043"
[1] "Starting newton at: 0.226853054056697"
[1] "Newton iter: 1, lambda:0.216020352666559, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.216041357549893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216041357628924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216041357549893"
[1] "Starting iterative with newton 0.216041357549893"
[1] "Starting newton at: 0.243225463102492"
[1] "Newton iter: 1, lambda:0.211880428978243, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.212054717647943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.212054723047801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.212054723047801"
[1] "Starting iterative with newton 0.212054723047801"
[1] "Starting newton at: 0.245431930606913"
[1] "Newton iter: 1, lambda:0.211340322617513, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.211546253000296, diff to last: 0"
[1] "Newton iter: 3, lambda:0.211546260531424, diff to last: 0"
[1] "Final threshold is: 0.005605551518122"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.84455043733185"
[1] "Starting iterative with newton 1.84455043733185"
[1] "Starting newton at: 0.688881368074328"
[1] "Newton iter: 1, lambda:0.61699924262092, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.618906615840796, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618907994212133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618907994212852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618907994212133"
[1] "Starting iterative with newton 0.618907994212133"
[1] "Starting newton at: 0.424280209601566"
[1] "Newton iter: 1, lambda:0.435900522025528, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.435944314093795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435944314714375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435944314093795"
[1] "Starting iterative with newton 0.435944314093795"
[1] "Starting newton at: 0.432925479427718"
[1] "Newton iter: 1, lambda:0.399822804047324, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.400162933762234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.400162969880466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400162969880466, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.400162969880466"
[1] "Starting iterative with newton 0.400162969880466"
[1] "Starting newton at: 0.434188131319132"
[1] "Newton iter: 1, lambda:0.392383124960567, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.392920721137148, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.39292081068123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392920810681232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39292081068123"
[1] "Starting iterative with newton 0.39292081068123"
[1] "Starting newton at: 0.432962318889134"
[1] "Newton iter: 1, lambda:0.390902403599875, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.391445719516795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391445810832292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391445810832295, diff to last: 0"
[1] "Final threshold is: 0.0103725287020496"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.64988175249552"
[1] "Starting iterative with newton 1.64988175249552"
[1] "Starting newton at: 0.667626932639243"
[1] "Newton iter: 1, lambda:0.668528975800068, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.668529322485812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.668529322485864, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668529322485812"
[1] "Starting iterative with newton 0.668529322485812"
[1] "Starting newton at: 0.404091000823095"
[1] "Newton iter: 1, lambda:0.489716450156222, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.492443824314568, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.492446548517604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49244654852032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492446548517604"
[1] "Starting iterative with newton 0.492446548517604"
[1] "Starting newton at: 0.416625110545598"
[1] "Newton iter: 1, lambda:0.454151602415688, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.454650959756956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45465104760179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454651047601793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45465104760179"
[1] "Starting iterative with newton 0.45465104760179"
[1] "Starting newton at: 0.415813284450058"
[1] "Newton iter: 1, lambda:0.445955402797696, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.446274303738835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446274339251261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.446274339251261, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446274339251261"
[1] "Starting iterative with newton 0.446274339251261"
[1] "Starting newton at: 0.415518088597948"
[1] "Newton iter: 1, lambda:0.44411858040742, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.444405045860966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444405074460208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444405074460208, diff to last: 0"
[1] "Final threshold is: 0.0117758429458577"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38624428607188"
[1] "Starting iterative with newton 1.38624428607188"
[1] "Starting newton at: 0.855770387853631"
[1] "Newton iter: 1, lambda:0.704834368305994, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.714756908136605, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.714802808567677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714802809546238, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.714802809546238"
[1] "Starting iterative with newton 0.714802809546238"
[1] "Starting newton at: 0.571901418824144"
[1] "Newton iter: 1, lambda:0.578115720979486, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.578131968977014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.578131969087897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.578131969087897"
[1] "Starting iterative with newton 0.578131969087897"
[1] "Starting newton at: 0.586250758491395"
[1] "Newton iter: 1, lambda:0.544314769549269, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.545027057732354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.545027265602976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545027265602994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.545027265602976"
[1] "Starting iterative with newton 0.545027265602976"
[1] "Starting newton at: 0.590251360913672"
[1] "Newton iter: 1, lambda:0.53554109359262, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.536741630835555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536742217638932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536742217639072, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.536742217638932"
[1] "Starting iterative with newton 0.536742217638932"
[1] "Starting newton at: 0.587722687053756"
[1] "Newton iter: 1, lambda:0.533473355108486, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.534652074872929, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.534652639614818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.534652639614947, diff to last: 0"
[1] "Final threshold is: 0.0141672223755313"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.895261183069967"
[1] "Starting iterative with newton 0.895261183069967"
[1] "Starting newton at: 1.0660388496547"
[1] "Newton iter: 1, lambda:0.966886128520619, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.973243830063221, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.973271722384902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973271722919833, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.973271722384902"
[1] "Starting iterative with newton 0.973271722384902"
[1] "Starting newton at: 1.0725460831889"
[1] "Newton iter: 1, lambda:0.996048594756726, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.99992443718287, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.999934899160118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999934899236172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.999934899160118"
[1] "Starting iterative with newton 0.999934899160118"
[1] "Starting newton at: 1.07280851699626"
[1] "Newton iter: 1, lambda:1.00576423496062, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.00876899159426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.00877529795656, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00877529798429, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.00877529798429"
[1] "Starting iterative with newton 1.00877529798429"
[1] "Starting newton at: 1.07330770780328"
[1] "Newton iter: 1, lambda:1.00888965242607, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.01167118109027, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01167659062378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01167659064421, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.01167659064421"
[1] "Starting iterative with newton 1.01167659064421"
[1] "Starting newton at: 1.07065641424643"
[1] "Newton iter: 1, lambda:1.01016110084556, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.0126213196698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01262555236667, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01262555237918, diff to last: 0"
[1] "Final threshold is: 0.0268325456952"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.878713491012695"
[1] "Starting iterative with newton 0.878713491012695"
[1] "Starting newton at: 1.01443025162291"
[1] "Newton iter: 1, lambda:1.00871090157346, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.00873425889581, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00873425928672, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00873425889581"
[1] "Starting iterative with newton 1.00873425889581"
[1] "Starting newton at: 1.01761107928335"
[1] "Newton iter: 1, lambda:1.05451379435675, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.05552813436316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05552888411224, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05552888411265, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05552888411265"
[1] "Starting iterative with newton 1.05552888411265"
[1] "Starting newton at: 1.01590108760297"
[1] "Newton iter: 1, lambda:1.06927293184729, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.07142774275162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0714311469357, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07143114694419, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07143114694419"
[1] "Starting iterative with newton 1.07143114694419"
[1] "Starting newton at: 1.0223472322946"
[1] "Newton iter: 1, lambda:1.07464896379163, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.0767210179713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07672417112765, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07672417113494, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07672417112765"
[1] "Starting iterative with newton 1.07672417112765"
[1] "Starting newton at: 1.02242926637332"
[1] "Newton iter: 1, lambda:1.07627071002734, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.07846995909916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07847351363152, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07847351364079, diff to last: 0"
[1] "Final threshold is: 0.0285773845701873"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.826711130134998"
[1] "Starting iterative with newton 0.826711130134998"
[1] "Starting newton at: 0.971167746598607"
[1] "Newton iter: 1, lambda:1.06367344412496, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.07077822615019, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07081815064905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07081815190408, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07081815190408"
[1] "Starting iterative with newton 1.07081815190408"
[1] "Starting newton at: 1.36812500293276"
[1] "Newton iter: 1, lambda:1.13312210026517, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.17030069847676, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.17145988087441, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17146098017139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17146098017238, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17146098017238"
[1] "Starting iterative with newton 1.17146098017238"
[1] "Starting newton at: 1.36966671584969"
[1] "Newton iter: 1, lambda:1.18398946289729, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.20846436686943, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.20896946761406, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20896967904662, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20896967904665, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20896967904665"
[1] "Starting iterative with newton 1.20896967904665"
[1] "Starting newton at: 1.37862860505828"
[1] "Newton iter: 1, lambda:1.19875801607788, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.22192244559651, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22237673960789, diff to last: 0"
[1] "Newton iter: 4, lambda:1.222376911456, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22237691145603, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.222376911456"
[1] "Starting iterative with newton 1.222376911456"
[1] "Starting newton at: 1.38412443564707"
[1] "Newton iter: 1, lambda:1.20318436024878, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.22662956677364, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.22709585118081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22709603252616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22709603252619, diff to last: 0"
[1] "Final threshold is: 0.0325155831671471"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264979938857833"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.27431069683885"
[1] "Newton iter: 1, lambda:1.47340252790331, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.53492810670228, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.5404374440092, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.54047931439746, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54047931680161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54047931680161"
[1] "Starting iterative with newton 1.54047931680161"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116735982196394"
threshold is:
[{'ad': 0.0003504263760749357, 'da': 0.00024461831941200373, 'dd': 0.000935802150939646}, {'ad': 0.0011362836189322384, 'da': 0.002139271018580202, 'dd': 0.003276669144552955}, {'ad': 0.004072265353658921, 'da': 0.005605551518122005, 'dd': 0.010372528702049646}, {'ad': 0.01177584294585767, 'da': 0.01416722237553135, 'dd': 0.02683254569520002}, {'ad': 0.028577384570187266, 'da': 0.03251558316714713, 'dd': 0.11673598219639446}]
Number of points in noise estimation: 128
Estimated noise: 0.026497993885783316
0.026497993885783316
threshold is:
[{'ad': 0.0005061310945162489, 'da': 0.02078823006363359, 'dd': 0.004762870809661701}, {'ad': 0.005854853902610202, 'da': 0.003210453446869764, 'dd': 0.001660098642821808}, {'ad': 0.005054831093128875, 'da': 0.005780380209343564, 'dd': 0.00985652725802296}, {'ad': 0.011165884165024328, 'da': 0.014527967488343466, 'dd': 0.022646419528013075}, {'ad': 0.02364870029173144, 'da': 0.02756767628217406, 'dd': 0.11673598219639446}]
['peppers256', 0.025, 0, 0.0006162991285867765, 0.00032817578858626583, 0.0003352850212927096, 0.001899784935507304, 0.0003387096409741308, 0.0004096832213891533, 0.0003387096409741308, 0.0004096832213891533, 32.10208446337509, 34.83893462500616, 34.745858480481495, 27.212955604203096, 34.70172441494504, 33.87551822249737, 34.70172441494504, 33.87551822249737]
peppers256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.026990423909408374
0.026990423909408374
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0207008702070581, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0207083587365536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0207083587375336, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0207083587365536"
[1] "Starting iterative with newton 0.0207083587365536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116811063998278, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116820139311156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011682013931121, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116820139311156"
[1] "Starting iterative with newton 0.0116820139311156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116423264406619, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116432300251298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116432300251352, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0116432300251298"
[1] "Starting iterative with newton 0.0116432300251298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421580569205, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430616242189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430616242244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116430616242189"
[1] "Starting iterative with newton 0.0116430616242189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421573257605, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430608929844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430608929898, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000314251149104849"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268765160203549, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268901945186008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268901945221443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0268901945186008"
[1] "Starting iterative with newton 0.0268901945186008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0156387001185932, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0156418320913877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0156418320915133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0156418320913877"
[1] "Starting iterative with newton 0.0156418320913877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.015535135921971, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155382195341851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155382195343066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0155382195341851"
[1] "Starting iterative with newton 0.0155382195341851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341786773991, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.015537261844837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372618449585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.015537261844837"
[1] "Starting iterative with newton 0.015537261844837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341698293249, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155372529926518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372529927733, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000419357044659396"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0651959194579058, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0653620446955702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.065362045773412, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.065362045773412"
[1] "Starting iterative with newton 0.065362045773412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201095271910729, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201181840866327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201181840882371, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0201181840866327"
[1] "Starting iterative with newton 0.0201181840866327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193818716072653, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193897055244294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193897055257093, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193897055257093"
[1] "Starting iterative with newton 0.0193897055257093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193702022846152, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.019378023466065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193780234673402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.019378023466065"
[1] "Starting iterative with newton 0.019378023466065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193700151651117, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193778361424593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193778361437345, diff to last: 0"
[1] "Final threshold is: 0.000523016011932032"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142908928963949, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.144742607671508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144742907911133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144742907911141, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144742907911133"
[1] "Starting iterative with newton 0.144742907911133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480516287976019, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481548707613397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.048154871237897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481548707613397"
[1] "Starting iterative with newton 0.0481548707613397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449358625411033, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0450228443374434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0450228446633425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0450228443374434"
[1] "Starting iterative with newton 0.0450228443374434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448341916248994, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449206741456925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449206744674667, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0449206741456925"
[1] "Starting iterative with newton 0.0449206741456925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448308743483268, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449173406115379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449173409331783, diff to last: 0"
[1] "Final threshold is: 0.00121233806398869"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430322015153663"
[1] "Newton iter: 1, lambda:0.21219017289987, diff to last: 0.218"
[1] "Newton iter: 2, lambda:0.218379732786079, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.218384877726899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.218384877730452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.218384877726899"
[1] "Starting iterative with newton 0.218384877726899"
[1] "Starting newton at: 0.154047824194793"
[1] "Newton iter: 1, lambda:0.0866934182304077, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0870305276304261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0870305360874954, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870305360874954"
[1] "Starting iterative with newton 0.0870305360874954"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796561158064892, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801105892399293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801106040255714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801106040255714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0801106040255714"
[1] "Starting iterative with newton 0.0801106040255714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792893844222414, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.079738739475885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797387539002492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797387539002492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0797387539002492"
[1] "Starting iterative with newton 0.0797387539002492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792696563668994, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0797187371794097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797187515845566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797187515845567, diff to last: 0"
[1] "Final threshold is: 0.002151642898796"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.429193184278625"
[1] "Newton iter: 1, lambda:0.333308967642602, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.335129437025085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.335130105093876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335130105093966, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.335130105093876"
[1] "Starting iterative with newton 0.335130105093876"
[1] "Starting newton at: 0.228976152561475"
[1] "Newton iter: 1, lambda:0.14991407273386, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.150651358784887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150651423172351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150651423172352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150651423172351"
[1] "Starting iterative with newton 0.150651423172351"
[1] "Starting newton at: 0.13996423204332"
[1] "Newton iter: 1, lambda:0.135500328699297, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.135502598963476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135502598964063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135502598963476"
[1] "Starting iterative with newton 0.135502598963476"
[1] "Starting newton at: 0.155113056252195"
[1] "Newton iter: 1, lambda:0.13415827270436, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.134208105086897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134208105368942, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134208105368942"
[1] "Starting iterative with newton 0.134208105368942"
[1] "Starting newton at: 0.156407549846729"
[1] "Newton iter: 1, lambda:0.134040312976826, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.134097070487438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134097070853219, diff to last: 0"
[1] "Final threshold is: 0.00361933678733834"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.369265435328051"
[1] "Newton iter: 1, lambda:0.442609136275007, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.44403336719543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.444033896117404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444033896117477, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444033896117404"
[1] "Starting iterative with newton 0.444033896117404"
[1] "Starting newton at: 0.266217223086635"
[1] "Newton iter: 1, lambda:0.188682861187731, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.189609881485774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189610014568613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189610014568616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189610014568613"
[1] "Starting iterative with newton 0.189610014568613"
[1] "Starting newton at: 0.281492112879073"
[1] "Newton iter: 1, lambda:0.16193543407659, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.163974725142401, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163975321431169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16397532143122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163975321431169"
[1] "Starting iterative with newton 0.163975321431169"
[1] "Starting newton at: 0.289283842119132"
[1] "Newton iter: 1, lambda:0.158945004838981, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.161348096403903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161348917672729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161348917672825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161348917672729"
[1] "Starting iterative with newton 0.161348917672729"
[1] "Starting newton at: 0.291910245877572"
[1] "Newton iter: 1, lambda:0.158565647933299, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.161078394317629, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161079291492082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161079291492197, diff to last: 0"
[1] "Final threshold is: 0.00434759836039846"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0.619317250222618"
[1] "Newton iter: 1, lambda:0.513750244111357, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.516934537416237, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.516937531954154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5169375319568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5169375319568"
[1] "Starting iterative with newton 0.5169375319568"
[1] "Starting newton at: 0.25467870723564"
[1] "Newton iter: 1, lambda:0.260997223884683, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.261005296379558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261005296392727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261005296379558"
[1] "Starting iterative with newton 0.261005296379558"
[1] "Starting newton at: 0.28362662269046"
[1] "Newton iter: 1, lambda:0.226092430424561, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.226721761903169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226721837547568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226721837547569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.226721837547568"
[1] "Starting iterative with newton 0.226721837547568"
[1] "Starting newton at: 0.281318261071107"
[1] "Newton iter: 1, lambda:0.221285593712756, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.221965028703464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221965116134773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221965116134774, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.221965116134773"
[1] "Starting iterative with newton 0.221965116134773"
[1] "Starting newton at: 0.286074982483903"
[1] "Newton iter: 1, lambda:0.220492471426052, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.221302016769423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221302140747138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221302140747141, diff to last: 0"
[1] "Final threshold is: 0.0059730385908249"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 0.579597466546732"
[1] "Newton iter: 1, lambda:0.625776919121975, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.626595749699245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.626596003352807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626596003352831, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626596003352807"
[1] "Starting iterative with newton 0.626596003352807"
[1] "Starting newton at: 0.405134398826828"
[1] "Newton iter: 1, lambda:0.434336218208518, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.43461798529422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434618011385919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434618011385919, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.434618011385919"
[1] "Starting iterative with newton 0.434618011385919"
[1] "Starting newton at: 0.449983196760746"
[1] "Newton iter: 1, lambda:0.393619710008526, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.394614462057742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.394614775063186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394614775063217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.394614775063186"
[1] "Starting iterative with newton 0.394614775063186"
[1] "Starting newton at: 0.470528951064324"
[1] "Newton iter: 1, lambda:0.383667643818849, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.38599635439792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.385998054768475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385998054769381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.385998054768475"
[1] "Starting iterative with newton 0.385998054768475"
[1] "Starting newton at: 0.478249406862426"
[1] "Newton iter: 1, lambda:0.381235357175326, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.384129041435096, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.384131661971648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384131661973797, diff to last: 0"
[1] "Final threshold is: 0.0103678763936404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 0.668648269799615"
[1] "Newton iter: 1, lambda:0.666824327364915, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.666825744708485, diff to last: 0"
[1] "Newton iter: 3, lambda:0.666825744709341, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.666825744708485"
[1] "Starting iterative with newton 0.666825744708485"
[1] "Starting newton at: 0.611328561479771"
[1] "Newton iter: 1, lambda:0.499203668372173, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.503720750440611, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.503728305041814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503728305062923, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.503728305041814"
[1] "Starting iterative with newton 0.503728305041814"
[1] "Starting newton at: 0.383839546975557"
[1] "Newton iter: 1, lambda:0.46617573004619, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.468637039689841, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.468639208772845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468639208774528, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468639208774528"
[1] "Starting iterative with newton 0.468639208774528"
[1] "Starting newton at: 0.387045461511169"
[1] "Newton iter: 1, lambda:0.458951333379647, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.460810851313038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.460812079970691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460812079971227, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460812079971227"
[1] "Starting iterative with newton 0.460812079971227"
[1] "Starting newton at: 0.389748685219344"
[1] "Newton iter: 1, lambda:0.457409224227168, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.459051676474093, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.459052633361569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459052633361894, diff to last: 0"
[1] "Final threshold is: 0.0123900251711677"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 0.600368855704817"
[1] "Newton iter: 1, lambda:0.70787104338882, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.713443960427723, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.713458426584192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713458426681461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713458426584192"
[1] "Starting iterative with newton 0.713458426584192"
[1] "Starting newton at: 0.561620731055895"
[1] "Newton iter: 1, lambda:0.585553777856151, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.58579775673692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585797781927119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585797781927119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.585797781927119"
[1] "Starting iterative with newton 0.585797781927119"
[1] "Starting newton at: 0.573953031963432"
[1] "Newton iter: 1, lambda:0.555506539023617, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.555646449371761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.555646457460439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.555646457460439"
[1] "Starting iterative with newton 0.555646457460439"
[1] "Starting newton at: 0.569959922995051"
[1] "Newton iter: 1, lambda:0.548104883709127, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.548299959691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.548299975323445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548299975323445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.548299975323445"
[1] "Starting iterative with newton 0.548299975323445"
[1] "Starting newton at: 0.57280820203874"
[1] "Newton iter: 1, lambda:0.54620868718712, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.546496871691489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546496905758502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546496905758502, diff to last: 0"
[1] "Final threshold is: 0.014750183151602"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.02872035657498"
[1] "Newton iter: 1, lambda:0.991243186549867, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.992207878122766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.992208532246219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.992208532246519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.992208532246219"
[1] "Starting iterative with newton 0.992208532246219"
[1] "Starting newton at: 1.06616054964329"
[1] "Newton iter: 1, lambda:1.01547985633037, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.01724579712472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0172480125194, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01724801252289, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0172480125194"
[1] "Starting iterative with newton 1.0172480125194"
[1] "Starting newton at: 1.06118261875905"
[1] "Newton iter: 1, lambda:1.024892215921, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02580907397791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02580967291964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02580967291989, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02580967291964"
[1] "Starting iterative with newton 1.02580967291964"
[1] "Starting newton at: 1.0677665572565"
[1] "Newton iter: 1, lambda:1.02758429597765, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.02870676196172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02870766081506, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02870766081564, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02870766081564"
[1] "Starting iterative with newton 1.02870766081564"
[1] "Starting newton at: 1.06646713827994"
[1] "Newton iter: 1, lambda:1.02869051618445, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.02968451595716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02968522106042, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02968522106077, diff to last: 0"
[1] "Final threshold is: 0.0277916406096735"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.0247629253304"
[1] "Newton iter: 1, lambda:1.01014949568116, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.01030165462291, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01030167126796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01030167126796, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01030165462291"
[1] "Starting iterative with newton 1.01030165462291"
[1] "Starting newton at: 1.01672269949751"
[1] "Newton iter: 1, lambda:1.06029029138527, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.06171765110372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06171914436157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0617191443632, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06171914436157"
[1] "Starting iterative with newton 1.06171914436157"
[1] "Starting newton at: 1.01926558997267"
[1] "Newton iter: 1, lambda:1.07660356999206, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.0791124027364, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.07911704758313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07911704759903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07911704759903"
[1] "Starting iterative with newton 1.07911704759903"
[1] "Starting newton at: 1.02400356211325"
[1] "Newton iter: 1, lambda:1.08227172211741, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.08486983164662, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08487482331476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08487482333315, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08487482333315"
[1] "Starting iterative with newton 1.08487482333315"
[1] "Starting newton at: 1.02382298216507"
[1] "Newton iter: 1, lambda:1.08398564489761, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.08676053211748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08676623060298, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08676623062697, diff to last: 0"
[1] "Final threshold is: 0.0293322812550517"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 0.945247211773518"
[1] "Newton iter: 1, lambda:1.06608370387841, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.07842050558457, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0785416990493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07854171065388, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07854171065388, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07854171065388"
[1] "Starting iterative with newton 1.07854171065388"
[1] "Starting newton at: 1.35840114167642"
[1] "Newton iter: 1, lambda:1.15809886178234, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.18605619720997, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.18671128608813, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18671163890559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1867116389057, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.1867116389057"
[1] "Starting iterative with newton 1.1867116389057"
[1] "Starting newton at: 1.38876061884908"
[1] "Newton iter: 1, lambda:1.20023639071681, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.22550175914697, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.22604362184857, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2260438666104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22604386661045, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22604386661045"
[1] "Starting iterative with newton 1.22604386661045"
[1] "Starting newton at: 1.40336326154744"
[1] "Newton iter: 1, lambda:1.21346696265764, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.23915432392915, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.23971747191365, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.23971773757769, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23971773757775, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.23971773757769"
[1] "Starting iterative with newton 1.23971773757769"
[1] "Starting newton at: 1.41266174345739"
[1] "Newton iter: 1, lambda:1.21646623341508, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.24375812695671, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.24439568227064, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24439602336522, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24439602336532, diff to last: 0"
[1] "Final threshold is: 0.0335867761818094"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2678375613588"
[1] "Newton iter: 1, lambda:1.47695109247734, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.54584745266745, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.55291052109361, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.55298054113209, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55298054796142, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55298054796142"
[1] "Starting iterative with newton 1.55298054796142"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118905365385124"
threshold is:
[{'ad': 0.00031425114910484944, 'da': 0.0004193570446593961, 'dd': 0.0005230160119320324}, {'ad': 0.0012123380639886933, 'da': 0.0021516428987960043, 'dd': 0.003619336787338343}, {'ad': 0.004347598360398463, 'da': 0.0059730385908249, 'dd': 0.010367876393640353}, {'ad': 0.012390025171167728, 'da': 0.014750183151601964, 'dd': 0.02779164060967348}, {'ad': 0.029332281255051718, 'da': 0.03358677618180942, 'dd': 0.11890536538512356}]
Number of points in noise estimation: 128
Estimated noise: 0.026990423909408374
0.026990423909408374
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.1050133913579"
[1] "Starting iterative with newton 49.1050133913579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.1395747420252"
[1] "Starting iterative with newton 36.1395747420252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6784858535801"
[1] "Starting iterative with newton 32.6784858535801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6029191878242"
[1] "Starting iterative with newton 18.6029191878242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6462221308302"
[1] "Starting iterative with newton 13.6462221308302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.74615419873928"
[1] "Starting iterative with newton 6.74615419873928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96177924106774"
[1] "Starting iterative with newton 4.96177924106774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 2.21656763136468"
[1] "Newton iter: 1, lambda:1.6942992654199, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.69354276497519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69354248317989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69354248317985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69354248317985"
[1] "Starting iterative with newton 1.69354248317985"
[1] "Starting newton at: 1.96394568879926"
[1] "Newton iter: 1, lambda:1.57666173127468, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.54537562023539, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.5447377626275, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54473748475453, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54473748475448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54473748475448"
[1] "Starting iterative with newton 1.54473748475448"
[1] "Starting newton at: 1.85964310378511"
[1] "Newton iter: 1, lambda:1.45121566535617, diff to last: 0.408"
[1] "Newton iter: 2, lambda:1.39692544126635, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.39437789513478, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39437193753996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3943719375073, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3943719375073"
[1] "Starting iterative with newton 1.3943719375073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 1.88320804115623"
[1] "Newton iter: 1, lambda:1.57925594342641, diff to last: 0.304"
[1] "Newton iter: 2, lambda:1.54926075157329, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.54866050053952, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54866024985649, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54866024985645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54866024985649"
[1] "Starting iterative with newton 1.54866024985649"
[1] "Starting newton at: 1.8497393386191"
[1] "Newton iter: 1, lambda:1.55317806836415, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.52114093597006, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52041614116903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5204157542553, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52041575425519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5204157542553"
[1] "Starting iterative with newton 1.5204157542553"
[1] "Starting newton at: 1.82985963947213"
[1] "Newton iter: 1, lambda:1.53585813798766, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.50222737410748, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.50139811192585, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50139758593574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50139758593553, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50139758593553"
[1] "Starting iterative with newton 1.50139758593553"
[1] "Starting newton at: 1.80083228817571"
[1] "Newton iter: 1, lambda:1.52041309871036, diff to last: 0.28"
[1] "Newton iter: 2, lambda:1.486973854877, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.48612733401565, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48612676912435, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4861267691241, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4861267691241"
[1] "Starting iterative with newton 1.4861267691241"
[1] "Starting newton at: 1.78976795524626"
[1] "Newton iter: 1, lambda:1.50845539336468, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47359916083743, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47265527771602, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47265455670216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47265455670174, diff to last: 0"
[1] "Final threshold is: 0.0397475707575017"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 1.57657301496805"
[1] "Newton iter: 1, lambda:1.45706082429324, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.44742605706808, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44735083008149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44735082544483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44735082544483"
[1] "Starting iterative with newton 1.44735082544483"
[1] "Starting newton at: 1.70618330521227"
[1] "Newton iter: 1, lambda:1.55645739580442, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.54563795494723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.54556148655479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54556148267194, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54556148267194"
[1] "Starting iterative with newton 1.54556148267194"
[1] "Starting newton at: 1.78273631336508"
[1] "Newton iter: 1, lambda:1.62567713463471, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.6162821724299, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.61623319510413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61623319375021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61623319375021"
[1] "Starting iterative with newton 1.61623319375021"
[1] "Starting newton at: 1.8797729308867"
[1] "Newton iter: 1, lambda:1.67613438336293, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.66494932829306, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.66488802450516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66488802262084, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66488802262084"
[1] "Starting iterative with newton 1.66488802262084"
[1] "Starting newton at: 1.93289217793958"
[1] "Newton iter: 1, lambda:1.71135894678307, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.7008680477334, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.7008188433277, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70081884221959, diff to last: 0"
[1] "Final threshold is: 0.045905821544616"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.34330387492109"
[1] "Newton iter: 1, lambda:1.2873353567221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.28429491721058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.28428537140994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28428537131559, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28428537131559"
[1] "Starting iterative with newton 1.28428537131559"
[1] "Starting newton at: 1.70350036184849"
[1] "Newton iter: 1, lambda:1.74621348383209, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.74567025150619, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74567017837151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74567017837151, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.74567017837151"
[1] "Starting iterative with newton 1.74567017837151"
[1] "Starting newton at: 2.0631191627068"
[1] "Newton iter: 1, lambda:2.08343625017801, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.08346754797559, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08346754806793, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.08346754797559"
[1] "Starting iterative with newton 2.08346754797559"
[1] "Starting newton at: 2.24394412918497"
[1] "Newton iter: 1, lambda:2.25918829847633, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.25923263160798, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25923263200419, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.25923263160798"
[1] "Starting iterative with newton 2.25923263160798"
[1] "Starting newton at: 2.40161422134223"
[1] "Newton iter: 1, lambda:2.34818921443799, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.34895907292424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34895921523513, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34895921523514, diff to last: 0"
[1] "Final threshold is: 0.0633994049651075"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.28584366798594"
[1] "Newton iter: 1, lambda:1.34641464574253, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.34291168151414, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.34290057723925, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34290057712723, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34290057723925"
[1] "Starting iterative with newton 1.34290057723925"
[1] "Starting newton at: 1.9744368768016"
[1] "Newton iter: 1, lambda:1.87078413746106, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.87119308190119, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87119306978931, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87119306978931, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87119308190119"
[1] "Starting iterative with newton 1.87119308190119"
[1] "Starting newton at: 2.1626790689445"
[1] "Newton iter: 1, lambda:2.20084520523174, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.20111048663742, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20111050162121, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20111050162121, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.20111048663742"
[1] "Starting iterative with newton 2.20111048663742"
[1] "Starting newton at: 2.35943661848319"
[1] "Newton iter: 1, lambda:2.37066388135955, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.37070034463238, diff to last: 0"
[1] "Newton iter: 3, lambda:2.3707003450257, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37070034463238"
[1] "Starting iterative with newton 2.37070034463238"
[1] "Starting newton at: 2.54412911106317"
[1] "Newton iter: 1, lambda:2.44486361323571, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.44842057556599, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.44842463166851, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44842463167381, diff to last: 0"
[1] "Final threshold is: 0.06608401871897"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 1.3767984844531"
[1] "Newton iter: 1, lambda:1.40372609561385, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.40313758247153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40313731107049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313731107044, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313731107049"
[1] "Starting iterative with newton 1.40313731107049"
[1] "Starting newton at: 1.95533766376003"
[1] "Newton iter: 1, lambda:1.99060282849447, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.99066737451124, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99066737488014, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99066737451124"
[1] "Starting iterative with newton 1.99066737451124"
[1] "Starting newton at: 2.2717632413603"
[1] "Newton iter: 1, lambda:2.33288081031299, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.33397203398933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3339724311919, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33397243119196, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3339724311919"
[1] "Starting iterative with newton 2.3339724311919"
[1] "Starting newton at: 2.48369646152382"
[1] "Newton iter: 1, lambda:2.48990862443752, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.48992363888031, diff to last: 0"
[1] "Newton iter: 3, lambda:2.48992363896864, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.48992363896864"
[1] "Starting iterative with newton 2.48992363896864"
[1] "Starting newton at: 2.64626400549874"
[1] "Newton iter: 1, lambda:2.55365197849493, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.55736899955954, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.55737463314792, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5573746331609, diff to last: 0"
[1] "Final threshold is: 0.0690246254441805"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94250877023739"
[1] "Newton iter: 1, lambda:2.20566360454894, diff to last: 0.263"
[1] "Newton iter: 2, lambda:2.23355601201059, diff to last: 0.028"
[1] "Newton iter: 3, lambda:2.23408666542549, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23408686196833, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23408686196836, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23408686196836"
[1] "Starting iterative with newton 2.23408686196836"
[1] "Starting newton at: 2.90017876746809"
[1] "Newton iter: 1, lambda:3.00320656512582, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.01734666866824, diff to last: 0.014"
[1] "Newton iter: 3, lambda:3.01760525714733, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0176053428519, diff to last: 0"
[1] "Newton iter: 5, lambda:3.01760534285191, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.0176053428519"
[1] "Starting iterative with newton 3.0176053428519"
[1] "Starting newton at: 3.52535068534103"
[1] "Newton iter: 1, lambda:3.52446486409737, diff to last: 0.001"
[1] "Newton iter: 2, lambda:3.52446601687771, diff to last: 0"
[1] "Newton iter: 3, lambda:3.52446601687966, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52446601687966"
[1] "Starting iterative with newton 3.52446601687966"
[1] "Starting newton at: 3.83409109393792"
[1] "Newton iter: 1, lambda:3.79666132704419, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.79872873039229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.79873543279217, diff to last: 0"
[1] "Newton iter: 4, lambda:3.7987354328624, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.79873543279217"
[1] "Starting iterative with newton 3.79873543279217"
[1] "Starting newton at: 3.91340245040163"
[1] "Newton iter: 1, lambda:3.93031926590093, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.93079475628636, diff to last: 0"
[1] "Newton iter: 3, lambda:3.9307951221793, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93079512217952, diff to last: 0"
[1] "Final threshold is: 0.10609382664866"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.03974757075750171, 'da': 0.045905821544615956, 'dd': 0.06339940496510754}, {'ad': 0.06608401871897003, 'da': 0.0690246254441805, 'dd': 0.10609382664865988}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.370812868595774. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02699042390940837
0.02699042390940837
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.1050133913579"
[1] "Starting iterative with newton 49.1050133913579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.1395747420252"
[1] "Starting iterative with newton 36.1395747420252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6784858535801"
[1] "Starting iterative with newton 32.6784858535801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6029191878242"
[1] "Starting iterative with newton 18.6029191878242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6462221308302"
[1] "Starting iterative with newton 13.6462221308302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.74615419873928"
[1] "Starting iterative with newton 6.74615419873928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96177924106774"
[1] "Starting iterative with newton 4.96177924106774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 2.21656763136468"
[1] "Newton iter: 1, lambda:1.6942992654199, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.69354276497519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69354248317989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69354248317985, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69354248317989"
[1] "Starting iterative with newton 1.69354248317989"
[1] "Starting newton at: 1.96394568879926"
[1] "Newton iter: 1, lambda:1.57666173127468, diff to last: 0.387"
[1] "Newton iter: 2, lambda:1.54537562023539, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.5447377626275, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54473748475453, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54473748475448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54473748475448"
[1] "Starting iterative with newton 1.54473748475448"
[1] "Starting newton at: 1.85964310378511"
[1] "Newton iter: 1, lambda:1.45121566535617, diff to last: 0.408"
[1] "Newton iter: 2, lambda:1.39692544126635, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.39437789513478, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39437193753996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3943719375073, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3943719375073"
[1] "Starting iterative with newton 1.3943719375073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 1.88320804115623"
[1] "Newton iter: 1, lambda:1.57925594342641, diff to last: 0.304"
[1] "Newton iter: 2, lambda:1.54926075157329, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.54866050053952, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54866024985649, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54866024985645, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54866024985645"
[1] "Starting iterative with newton 1.54866024985645"
[1] "Starting newton at: 1.8497393386191"
[1] "Newton iter: 1, lambda:1.55317806836415, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.52114093597006, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.52041614116903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5204157542553, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52041575425519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52041575425519"
[1] "Starting iterative with newton 1.52041575425519"
[1] "Starting newton at: 1.82985963947213"
[1] "Newton iter: 1, lambda:1.53585813798766, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.50222737410748, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.50139811192585, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50139758593574, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50139758593553, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50139758593574"
[1] "Starting iterative with newton 1.50139758593574"
[1] "Starting newton at: 1.80083228817571"
[1] "Newton iter: 1, lambda:1.52041309871036, diff to last: 0.28"
[1] "Newton iter: 2, lambda:1.486973854877, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.48612733401565, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48612676912435, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4861267691241, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.4861267691241"
[1] "Starting iterative with newton 1.4861267691241"
[1] "Starting newton at: 1.78976795524626"
[1] "Newton iter: 1, lambda:1.50845539336468, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47359916083744, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47265527771602, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47265455670216, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47265455670174, diff to last: 0"
[1] "Final threshold is: 0.0397475707575017"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 1.57657301496805"
[1] "Newton iter: 1, lambda:1.45706082429324, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.44742605706808, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44735083008149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44735082544483, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44735082544483"
[1] "Starting iterative with newton 1.44735082544483"
[1] "Starting newton at: 1.70618330521227"
[1] "Newton iter: 1, lambda:1.55645739580442, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.54563795494723, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.54556148655479, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54556148267194, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54556148267194"
[1] "Starting iterative with newton 1.54556148267194"
[1] "Starting newton at: 1.78273631336508"
[1] "Newton iter: 1, lambda:1.62567713463471, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.6162821724299, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.61623319510413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61623319375021, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61623319375021"
[1] "Starting iterative with newton 1.61623319375021"
[1] "Starting newton at: 1.8797729308867"
[1] "Newton iter: 1, lambda:1.67613438336293, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.66494932829306, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.66488802450516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66488802262084, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66488802262084"
[1] "Starting iterative with newton 1.66488802262084"
[1] "Starting newton at: 1.93289217793958"
[1] "Newton iter: 1, lambda:1.71135894678307, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.7008680477334, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.7008188433277, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70081884221959, diff to last: 0"
[1] "Final threshold is: 0.0459058215446159"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.34330387492109"
[1] "Newton iter: 1, lambda:1.2873353567221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.28429491721058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.28428537140994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28428537131559, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28428537131559"
[1] "Starting iterative with newton 1.28428537131559"
[1] "Starting newton at: 1.70350036184849"
[1] "Newton iter: 1, lambda:1.74621348383209, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.74567025150619, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74567017837151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74567017837151, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.74567017837151"
[1] "Starting iterative with newton 1.74567017837151"
[1] "Starting newton at: 2.0631191627068"
[1] "Newton iter: 1, lambda:2.08343625017801, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.08346754797559, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08346754806793, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.08346754797559"
[1] "Starting iterative with newton 2.08346754797559"
[1] "Starting newton at: 2.24394412918497"
[1] "Newton iter: 1, lambda:2.25918829847633, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.25923263160798, diff to last: 0"
[1] "Newton iter: 3, lambda:2.25923263200419, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.25923263160798"
[1] "Starting iterative with newton 2.25923263160798"
[1] "Starting newton at: 2.40161422134223"
[1] "Newton iter: 1, lambda:2.34818921443799, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.34895907292424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34895921523513, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34895921523514, diff to last: 0"
[1] "Final threshold is: 0.0633994049651075"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.28584366798594"
[1] "Newton iter: 1, lambda:1.34641464574253, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.34291168151414, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.34290057723925, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34290057712723, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34290057723925"
[1] "Starting iterative with newton 1.34290057723925"
[1] "Starting newton at: 1.9744368768016"
[1] "Newton iter: 1, lambda:1.87078413746106, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.87119308190119, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87119306978931, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87119306978931, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87119308190119"
[1] "Starting iterative with newton 1.87119308190119"
[1] "Starting newton at: 2.1626790689445"
[1] "Newton iter: 1, lambda:2.20084520523174, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.20111048663742, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20111050162121, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20111050162121, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.20111048663742"
[1] "Starting iterative with newton 2.20111048663742"
[1] "Starting newton at: 2.35943661848319"
[1] "Newton iter: 1, lambda:2.37066388135955, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.37070034463238, diff to last: 0"
[1] "Newton iter: 3, lambda:2.3707003450257, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37070034463238"
[1] "Starting iterative with newton 2.37070034463238"
[1] "Starting newton at: 2.54412911106317"
[1] "Newton iter: 1, lambda:2.44486361323571, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.44842057556599, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.44842463166851, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44842463167381, diff to last: 0"
[1] "Final threshold is: 0.06608401871897"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 1.3767984844531"
[1] "Newton iter: 1, lambda:1.40372609561385, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.40313758247153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40313731107049, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40313731107044, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40313731107049"
[1] "Starting iterative with newton 1.40313731107049"
[1] "Starting newton at: 1.95533766376003"
[1] "Newton iter: 1, lambda:1.99060282849447, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.99066737451124, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99066737488014, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99066737451124"
[1] "Starting iterative with newton 1.99066737451124"
[1] "Starting newton at: 2.2717632413603"
[1] "Newton iter: 1, lambda:2.33288081031299, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.33397203398933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3339724311919, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33397243119196, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3339724311919"
[1] "Starting iterative with newton 2.3339724311919"
[1] "Starting newton at: 2.48369646152382"
[1] "Newton iter: 1, lambda:2.48990862443752, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.48992363888031, diff to last: 0"
[1] "Newton iter: 3, lambda:2.48992363896864, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.48992363896864"
[1] "Starting iterative with newton 2.48992363896864"
[1] "Starting newton at: 2.64626400549874"
[1] "Newton iter: 1, lambda:2.55365197849493, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.55736899955954, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.55737463314792, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5573746331609, diff to last: 0"
[1] "Final threshold is: 0.0690246254441805"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.94250877023739"
[1] "Newton iter: 1, lambda:2.20566360454894, diff to last: 0.263"
[1] "Newton iter: 2, lambda:2.23355601201058, diff to last: 0.028"
[1] "Newton iter: 3, lambda:2.23408666542549, diff to last: 0.001"
[1] "Newton iter: 4, lambda:2.23408686196833, diff to last: 0"
[1] "Newton iter: 5, lambda:2.23408686196836, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.23408686196833"
[1] "Starting iterative with newton 2.23408686196833"
[1] "Starting newton at: 2.90017876746809"
[1] "Newton iter: 1, lambda:3.00320656512582, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.01734666866824, diff to last: 0.014"
[1] "Newton iter: 3, lambda:3.01760525714733, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0176053428519, diff to last: 0"
[1] "Newton iter: 5, lambda:3.01760534285191, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.0176053428519"
[1] "Starting iterative with newton 3.0176053428519"
[1] "Starting newton at: 3.52535068534103"
[1] "Newton iter: 1, lambda:3.52446486409737, diff to last: 0.001"
[1] "Newton iter: 2, lambda:3.52446601687771, diff to last: 0"
[1] "Newton iter: 3, lambda:3.52446601687966, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52446601687966"
[1] "Starting iterative with newton 3.52446601687966"
[1] "Starting newton at: 3.83409109393792"
[1] "Newton iter: 1, lambda:3.79666132704419, diff to last: 0.037"
[1] "Newton iter: 2, lambda:3.79872873039229, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.79873543279217, diff to last: 0"
[1] "Newton iter: 4, lambda:3.7987354328624, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.79873543279217"
[1] "Starting iterative with newton 3.79873543279217"
[1] "Starting newton at: 3.91340245040163"
[1] "Newton iter: 1, lambda:3.93031926590093, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.93079475628636, diff to last: 0"
[1] "Newton iter: 3, lambda:3.9307951221793, diff to last: 0"
[1] "Newton iter: 4, lambda:3.93079512217952, diff to last: 0"
[1] "Final threshold is: 0.10609382664866"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0397475707575017, 'da': 0.04590582154461595, 'dd': 0.06339940496510753}, {'ad': 0.06608401871897002, 'da': 0.06902462544418049, 'dd': 0.10609382664865986}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.370812868595774. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02699042390940837
0.02699042390940837
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0207008702070581, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0207083587365536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0207083587375336, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0207083587365536"
[1] "Starting iterative with newton 0.0207083587365536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116811063998278, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116820139311156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011682013931121, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116820139311156"
[1] "Starting iterative with newton 0.0116820139311156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116423264406619, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116432300251298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116432300251352, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0116432300251298"
[1] "Starting iterative with newton 0.0116432300251298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421580569205, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430616242189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430616242244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116430616242189"
[1] "Starting iterative with newton 0.0116430616242189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116421573257605, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116430608929844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116430608929898, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000314251149104849"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268765160203549, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268901945186008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268901945221443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0268901945186008"
[1] "Starting iterative with newton 0.0268901945186008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0156387001185932, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0156418320913877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0156418320915133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0156418320913877"
[1] "Starting iterative with newton 0.0156418320913877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.015535135921971, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155382195341851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155382195343066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0155382195341851"
[1] "Starting iterative with newton 0.0155382195341851"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341786773991, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.015537261844837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372618449585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.015537261844837"
[1] "Starting iterative with newton 0.015537261844837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0155341698293249, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0155372529926518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0155372529927733, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000419357044659396"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0651959194579058, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0653620446955702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.065362045773412, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.065362045773412"
[1] "Starting iterative with newton 0.065362045773412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201095271910729, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201181840866327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201181840882371, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0201181840866327"
[1] "Starting iterative with newton 0.0201181840866327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193818716072653, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193897055244294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193897055257093, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193897055257093"
[1] "Starting iterative with newton 0.0193897055257093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193702022846152, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.019378023466065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193780234673402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.019378023466065"
[1] "Starting iterative with newton 0.019378023466065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193700151651117, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193778361424593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193778361437345, diff to last: 0"
[1] "Final threshold is: 0.000523016011932032"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142908928963949, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.144742607671508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144742907911133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144742907911141, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.144742907911133"
[1] "Starting iterative with newton 0.144742907911133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480516287976019, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481548707613397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.048154871237897, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481548707613397"
[1] "Starting iterative with newton 0.0481548707613397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449358625411033, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0450228443374434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0450228446633425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0450228443374434"
[1] "Starting iterative with newton 0.0450228443374434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448341916248994, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449206741456925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449206744674667, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0449206741456925"
[1] "Starting iterative with newton 0.0449206741456925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448308743483268, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449173406115379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449173409331782, diff to last: 0"
[1] "Final threshold is: 0.00121233806398869"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430322015153664"
[1] "Newton iter: 1, lambda:0.21219017289987, diff to last: 0.218"
[1] "Newton iter: 2, lambda:0.218379732786079, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.218384877726899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.218384877730452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.218384877726899"
[1] "Starting iterative with newton 0.218384877726899"
[1] "Starting newton at: 0.154047824194793"
[1] "Newton iter: 1, lambda:0.0866934182304077, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0870305276304261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0870305360874954, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870305360874954"
[1] "Starting iterative with newton 0.0870305360874954"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796561158064892, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801105892399293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801106040255714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801106040255714, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0801106040255714"
[1] "Starting iterative with newton 0.0801106040255714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792893844222414, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.079738739475885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797387539002492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797387539002492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0797387539002492"
[1] "Starting iterative with newton 0.0797387539002492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0792696563668994, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0797187371794097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0797187515845566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0797187515845567, diff to last: 0"
[1] "Final threshold is: 0.002151642898796"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.429193184278625"
[1] "Newton iter: 1, lambda:0.333308967642602, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.335129437025085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.335130105093876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335130105093966, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.335130105093876"
[1] "Starting iterative with newton 0.335130105093876"
[1] "Starting newton at: 0.228976152561475"
[1] "Newton iter: 1, lambda:0.14991407273386, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.150651358784887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150651423172351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150651423172352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150651423172351"
[1] "Starting iterative with newton 0.150651423172351"
[1] "Starting newton at: 0.13996423204332"
[1] "Newton iter: 1, lambda:0.135500328699297, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.135502598963476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135502598964063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135502598963476"
[1] "Starting iterative with newton 0.135502598963476"
[1] "Starting newton at: 0.155113056252195"
[1] "Newton iter: 1, lambda:0.13415827270436, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.134208105086897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134208105368942, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134208105368942"
[1] "Starting iterative with newton 0.134208105368942"
[1] "Starting newton at: 0.156407549846729"
[1] "Newton iter: 1, lambda:0.134040312976826, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.134097070487438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.134097070853219, diff to last: 0"
[1] "Final threshold is: 0.00361933678733834"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.369265435328051"
[1] "Newton iter: 1, lambda:0.442609136275007, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.44403336719543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.444033896117404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.444033896117477, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.444033896117404"
[1] "Starting iterative with newton 0.444033896117404"
[1] "Starting newton at: 0.266217223086635"
[1] "Newton iter: 1, lambda:0.188682861187731, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.189609881485774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189610014568613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189610014568616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189610014568613"
[1] "Starting iterative with newton 0.189610014568613"
[1] "Starting newton at: 0.281492112879073"
[1] "Newton iter: 1, lambda:0.16193543407659, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.163974725142401, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163975321431169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16397532143122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163975321431169"
[1] "Starting iterative with newton 0.163975321431169"
[1] "Starting newton at: 0.289283842119132"
[1] "Newton iter: 1, lambda:0.158945004838981, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.161348096403903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161348917672729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161348917672825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161348917672729"
[1] "Starting iterative with newton 0.161348917672729"
[1] "Starting newton at: 0.291910245877572"
[1] "Newton iter: 1, lambda:0.158565647933299, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.161078394317628, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161079291492082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161079291492197, diff to last: 0"
[1] "Final threshold is: 0.00434759836039846"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.63446868057062"
[1] "Starting iterative with newton 3.63446868057062"
[1] "Starting newton at: 0.619317250222619"
[1] "Newton iter: 1, lambda:0.513750244111357, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.516934537416237, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.516937531954154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5169375319568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5169375319568"
[1] "Starting iterative with newton 0.5169375319568"
[1] "Starting newton at: 0.25467870723564"
[1] "Newton iter: 1, lambda:0.260997223884683, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.261005296379558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261005296392727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261005296379558"
[1] "Starting iterative with newton 0.261005296379558"
[1] "Starting newton at: 0.28362662269046"
[1] "Newton iter: 1, lambda:0.226092430424561, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.226721761903169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226721837547568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226721837547569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.226721837547569"
[1] "Starting iterative with newton 0.226721837547569"
[1] "Starting newton at: 0.281318261071106"
[1] "Newton iter: 1, lambda:0.221285593712756, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.221965028703464, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221965116134773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221965116134775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.221965116134773"
[1] "Starting iterative with newton 0.221965116134773"
[1] "Starting newton at: 0.286074982483902"
[1] "Newton iter: 1, lambda:0.220492471426052, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.221302016769423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221302140747138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221302140747141, diff to last: 0"
[1] "Final threshold is: 0.0059730385908249"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.87128480494422"
[1] "Starting iterative with newton 1.87128480494422"
[1] "Starting newton at: 0.579597466546732"
[1] "Newton iter: 1, lambda:0.625776919121975, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.626595749699245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.626596003352807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626596003352831, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626596003352831"
[1] "Starting iterative with newton 0.626596003352831"
[1] "Starting newton at: 0.405134398826804"
[1] "Newton iter: 1, lambda:0.434336218208522, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.434617985294225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434618011385924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434618011385924, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.434618011385924"
[1] "Starting iterative with newton 0.434618011385924"
[1] "Starting newton at: 0.449983196760741"
[1] "Newton iter: 1, lambda:0.393619710008527, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.394614462057743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.394614775063187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394614775063218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.394614775063187"
[1] "Starting iterative with newton 0.394614775063187"
[1] "Starting newton at: 0.470528951064324"
[1] "Newton iter: 1, lambda:0.383667643818849, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.385996354397921, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.385998054768475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385998054769381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.385998054769381"
[1] "Starting iterative with newton 0.385998054769381"
[1] "Starting newton at: 0.47824940686152"
[1] "Newton iter: 1, lambda:0.381235357175591, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.384129041435293, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.384131661971845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384131661973993, diff to last: 0"
[1] "Final threshold is: 0.0103678763936457"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58474955302558"
[1] "Starting iterative with newton 1.58474955302558"
[1] "Starting newton at: 0.668648269799615"
[1] "Newton iter: 1, lambda:0.666824327364915, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.666825744708485, diff to last: 0"
[1] "Newton iter: 3, lambda:0.666825744709341, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.666825744709341"
[1] "Starting iterative with newton 0.666825744709341"
[1] "Starting newton at: 0.611328561478915"
[1] "Newton iter: 1, lambda:0.49920366837244, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.50372075044079, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.503728305041992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503728305063102, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.503728305041992"
[1] "Starting iterative with newton 0.503728305041992"
[1] "Starting newton at: 0.383839546975378"
[1] "Newton iter: 1, lambda:0.466175730046217, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.468637039689881, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.468639208772884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468639208774568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468639208774568"
[1] "Starting iterative with newton 0.468639208774568"
[1] "Starting newton at: 0.38704546151113"
[1] "Newton iter: 1, lambda:0.458951333379654, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.460810851313046, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.4608120799707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460812079971236, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.4608120799707"
[1] "Starting iterative with newton 0.4608120799707"
[1] "Starting newton at: 0.389748685219872"
[1] "Newton iter: 1, lambda:0.45740922422708, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.459051676473974, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.45905263336145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459052633361775, diff to last: 0"
[1] "Final threshold is: 0.0123900251711645"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.34228490285421"
[1] "Starting iterative with newton 1.34228490285421"
[1] "Starting newton at: 0.600368855704818"
[1] "Newton iter: 1, lambda:0.70787104338882, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.713443960427723, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.713458426584192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713458426681461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713458426584192"
[1] "Starting iterative with newton 0.713458426584192"
[1] "Starting newton at: 0.561620731055895"
[1] "Newton iter: 1, lambda:0.585553777856151, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.58579775673692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.585797781927119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585797781927119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.585797781927119"
[1] "Starting iterative with newton 0.585797781927119"
[1] "Starting newton at: 0.573953031963432"
[1] "Newton iter: 1, lambda:0.555506539023617, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.555646449371761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.555646457460439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.555646457460439"
[1] "Starting iterative with newton 0.555646457460439"
[1] "Starting newton at: 0.569959922995051"
[1] "Newton iter: 1, lambda:0.548104883709127, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.548299959691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.548299975323445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548299975323445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.548299975323445"
[1] "Starting iterative with newton 0.548299975323445"
[1] "Starting newton at: 0.572808202038741"
[1] "Newton iter: 1, lambda:0.54620868718712, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.546496871691489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546496905758502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546496905758502, diff to last: 0"
[1] "Final threshold is: 0.014750183151602"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921055090372828"
[1] "Starting iterative with newton 0.921055090372828"
[1] "Starting newton at: 1.02872035657498"
[1] "Newton iter: 1, lambda:0.991243186549867, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.992207878122766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.992208532246219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.992208532246519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.992208532246219"
[1] "Starting iterative with newton 0.992208532246219"
[1] "Starting newton at: 1.06616054964329"
[1] "Newton iter: 1, lambda:1.01547985633037, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.01724579712472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0172480125194, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01724801252289, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.0172480125194"
[1] "Starting iterative with newton 1.0172480125194"
[1] "Starting newton at: 1.06118261875905"
[1] "Newton iter: 1, lambda:1.024892215921, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02580907397791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02580967291964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02580967291989, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.02580967291964"
[1] "Starting iterative with newton 1.02580967291964"
[1] "Starting newton at: 1.0677665572565"
[1] "Newton iter: 1, lambda:1.02758429597765, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.02870676196172, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02870766081506, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02870766081564, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02870766081506"
[1] "Starting iterative with newton 1.02870766081506"
[1] "Starting newton at: 1.06646713828051"
[1] "Newton iter: 1, lambda:1.02869051618421, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.02968451595697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02968522106022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02968522106058, diff to last: 0"
[1] "Final threshold is: 0.0277916406096682"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.867458405514251"
[1] "Starting iterative with newton 0.867458405514251"
[1] "Starting newton at: 1.0247629253304"
[1] "Newton iter: 1, lambda:1.01014949568116, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.01030165462291, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01030167126796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01030167126796, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01030165462291"
[1] "Starting iterative with newton 1.01030165462291"
[1] "Starting newton at: 1.01672269949751"
[1] "Newton iter: 1, lambda:1.06029029138527, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.06171765110372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06171914436157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0617191443632, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06171914436157"
[1] "Starting iterative with newton 1.06171914436157"
[1] "Starting newton at: 1.01926558997267"
[1] "Newton iter: 1, lambda:1.07660356999206, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.0791124027364, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.07911704758313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07911704759903, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07911704758313"
[1] "Starting iterative with newton 1.07911704758313"
[1] "Starting newton at: 1.02400356212915"
[1] "Newton iter: 1, lambda:1.08227172211395, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.0848698316414, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08487482330953, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08487482332792, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08487482332792"
[1] "Starting iterative with newton 1.08487482332792"
[1] "Starting newton at: 1.0238229821703"
[1] "Newton iter: 1, lambda:1.08398564489649, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.08676053211576, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08676623060126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08676623062525, diff to last: 0"
[1] "Final threshold is: 0.0293322812543579"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.813028083061572"
[1] "Starting iterative with newton 0.813028083061572"
[1] "Starting newton at: 0.945247211773518"
[1] "Newton iter: 1, lambda:1.06608370387841, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.07842050558457, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0785416990493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07854171065388, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07854171065388, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07854171065388"
[1] "Starting iterative with newton 1.07854171065388"
[1] "Starting newton at: 1.35840114167642"
[1] "Newton iter: 1, lambda:1.15809886178234, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.18605619720997, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.18671128608813, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18671163890559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1867116389057, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.18671163890559"
[1] "Starting iterative with newton 1.18671163890559"
[1] "Starting newton at: 1.38876061884918"
[1] "Newton iter: 1, lambda:1.20023639071672, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.22550175914693, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.22604362184854, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22604386661036, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22604386661041, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22604386661041"
[1] "Starting iterative with newton 1.22604386661041"
[1] "Starting newton at: 1.40336326154748"
[1] "Newton iter: 1, lambda:1.21346696265761, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.23915432392914, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.23971747191364, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.23971773757768, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23971773757773, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.23971773757773"
[1] "Starting iterative with newton 1.23971773757773"
[1] "Starting newton at: 1.41266174345735"
[1] "Newton iter: 1, lambda:1.21646623341512, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.24375812695673, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.24439568227066, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.24439602336524, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24439602336534, diff to last: 0"
[1] "Final threshold is: 0.0335867761818098"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269904239094084"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2678375613588"
[1] "Newton iter: 1, lambda:1.47695109247734, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.54584745266745, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.55291052109361, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.55298054113209, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55298054796142, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55298054796142"
[1] "Starting iterative with newton 1.55298054796142"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118905365385124"
threshold is:
[{'ad': 0.0003142511491048494, 'da': 0.000419357044659396, 'dd': 0.0005230160119320322}, {'ad': 0.001212338063988693, 'da': 0.0021516428987960043, 'dd': 0.0036193367873383416}, {'ad': 0.004347598360398461, 'da': 0.005973038590824899, 'dd': 0.010367876393645654}, {'ad': 0.012390025171164522, 'da': 0.014750183151601962, 'dd': 0.027791640609668225}, {'ad': 0.029332281254357943, 'da': 0.033586776181809844, 'dd': 0.11890536538512354}]
Number of points in noise estimation: 128
Estimated noise: 0.026990423909408374
0.026990423909408374
threshold is:
[{'ad': 0.01033475514929627, 'da': 0.008467518532342844, 'dd': 0.009505050029558398}, {'ad': 0.0032486055856693064, 'da': 0.002211204460920946, 'dd': 0.00685312435972632}, {'ad': 0.006212232830693942, 'da': 0.007676156841302995, 'dd': 0.00872567067094008}, {'ad': 0.011743127784033414, 'da': 0.014280317196975601, 'dd': 0.023059760241264077}, {'ad': 0.02384388365613299, 'da': 0.029358957480300044, 'dd': 0.11890536538512356}]
['peppers256', 0.025, 1, 0.0006232671183681315, 0.0003284108299493932, 0.0003328799057307531, 0.0019404560394891486, 0.00033969515784953704, 0.00041267819855695417, 0.0003396951578485575, 0.00041267819855695417, 32.053257845278026, 34.83582529659453, 34.77712420204233, 27.12096191637464, 34.68910643692864, 33.843884739297266, 34.68910643694117, 33.843884739297266]
peppers256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0337731952915891, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0337965419811706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0337965419923229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0337965419811706"
[1] "Starting iterative with newton 0.0337965419811706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0112390098026713, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0112400905128149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0112400905128249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0112400905128149"
[1] "Starting iterative with newton 0.0112400905128149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110846487645216, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110856966377987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011085696637808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110856966377987"
[1] "Starting iterative with newton 0.0110856966377987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835830796181, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846307294295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846307294389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110846307294295"
[1] "Starting iterative with newton 0.0110846307294295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835757218917, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846233701605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846233701698, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000298424908490789"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321895434960157, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0322170905282097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322170905483805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0322170905282097"
[1] "Starting iterative with newton 0.0322170905282097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00567410114354928, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00567434682029696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00567434682029742, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00567434682029696"
[1] "Starting iterative with newton 0.00567434682029696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548225312189214, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0054824799507962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548247995079659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0054824799507962"
[1] "Starting iterative with newton 0.0054824799507962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548087673699479, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548110343341287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548110343341326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00548110343341287"
[1] "Starting iterative with newton 0.00548110343341287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548086686289633, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548109355836411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0054810935583645, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000147564314001639"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638217556209883, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.063989958277116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639899594439546, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.063989958277116"
[1] "Starting iterative with newton 0.063989958277116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393920149177707, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394346787896143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394346788396302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0394346788396302"
[1] "Starting iterative with newton 0.0394346788396302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388925558744579, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389342223892801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389342224370747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0389342223892801"
[1] "Starting iterative with newton 0.0389342223892801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.038882231244886, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389238772032755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389238772510248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0389238772032755"
[1] "Starting iterative with newton 0.0389238772032755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388820177590812, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389236632924442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389236633401925, diff to last: 0"
[1] "Final threshold is: 0.00104791929037872"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131332069326545"
[1] "Newton iter: 1, lambda:0.146002033884236, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.146020816341498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146020816372262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146020816372262"
[1] "Starting iterative with newton 0.146020816372262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480333818375204, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481322682844647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0481322687035447, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481322682844647"
[1] "Starting iterative with newton 0.0481322682844647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449128775785185, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449965269695366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449965272596891, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0449965269695366"
[1] "Starting iterative with newton 0.0449965269695366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448117101699596, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448948953695226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448948956561614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0448948953695226"
[1] "Starting iterative with newton 0.0448948953695226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448084300917777, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448916002712278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448916005577534, diff to last: 0"
[1] "Final threshold is: 0.00120859060841075"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.2186773702336, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.225238408508122, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.225244238181753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225244238186352, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225244238181753"
[1] "Starting iterative with newton 0.225244238181753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897689066935996, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0904089306536094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0904089631522153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0904089631522154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0904089631522154"
[1] "Starting iterative with newton 0.0904089631522154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819278909907816, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824408346371273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824408547295137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824408547295137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0824408547295137"
[1] "Starting iterative with newton 0.0824408547295137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814577740037077, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819636364012577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819636558964136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819636558964136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0819636558964136"
[1] "Starting iterative with newton 0.0819636558964136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814296005016299, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819350404072945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819350598671259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819350598671259, diff to last: 0"
[1] "Final threshold is: 0.00220589026135584"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.189409794607122"
[1] "Newton iter: 1, lambda:0.340330273052231, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.344985911883569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.344990256248636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344990256252416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344990256248636"
[1] "Starting iterative with newton 0.344990256248636"
[1] "Starting newton at: 0.255178279784494"
[1] "Newton iter: 1, lambda:0.138749329678271, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.140395682094703, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140396012194618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140396012194631, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140396012194618"
[1] "Starting iterative with newton 0.140396012194618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122327076670268, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.124012896885537, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124013217013324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124013217013336, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124013217013324"
[1] "Starting iterative with newton 0.124013217013324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121053412223913, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12269376017653, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122694061341232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122694061341242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.122694061341232"
[1] "Starting iterative with newton 0.122694061341232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12095077504673, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122587496403321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122587796083721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122587796083731, diff to last: 0"
[1] "Final threshold is: 0.00330036038273101"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.508390277038294"
[1] "Newton iter: 1, lambda:0.444205952667968, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.445260366804549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.445260655964718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44526065596474, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445260655964718"
[1] "Starting iterative with newton 0.445260655964718"
[1] "Starting newton at: 0.311736519581711"
[1] "Newton iter: 1, lambda:0.186288450393152, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.188749126268253, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188750080358691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188750080358835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188750080358691"
[1] "Starting iterative with newton 0.188750080358691"
[1] "Starting newton at: 0.270427769901517"
[1] "Newton iter: 1, lambda:0.15978962334116, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.161563002300706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161563459880423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161563459880454, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.161563459880423"
[1] "Starting iterative with newton 0.161563459880423"
[1] "Starting newton at: 0.265118471028039"
[1] "Newton iter: 1, lambda:0.15696880632366, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.158648592868626, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158648999717133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158648999717157, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.158648999717133"
[1] "Starting iterative with newton 0.158648999717133"
[1] "Starting newton at: 0.267797015733494"
[1] "Newton iter: 1, lambda:0.156560496970487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.158335593062854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158336046946187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158336046946217, diff to last: 0"
[1] "Final threshold is: 0.00426278987952966"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0.624765834398259"
[1] "Newton iter: 1, lambda:0.52099406825944, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.524145359092423, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.524148363567451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52414836357018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.52414836357018"
[1] "Starting iterative with newton 0.52414836357018"
[1] "Starting newton at: 0.273308316742411"
[1] "Newton iter: 1, lambda:0.244689304456836, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.24484788271345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.244847887593365, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24484788271345"
[1] "Starting iterative with newton 0.24484788271345"
[1] "Starting newton at: 0.27861052062968"
[1] "Newton iter: 1, lambda:0.209229083381451, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.210091367136995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210091500891589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210091500891592, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210091500891592"
[1] "Starting iterative with newton 0.210091500891592"
[1] "Starting newton at: 0.264202582214379"
[1] "Newton iter: 1, lambda:0.205036539775284, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.205657768973732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205657837691231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205657837691232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205657837691231"
[1] "Starting iterative with newton 0.205657837691231"
[1] "Starting newton at: 0.265563460765048"
[1] "Newton iter: 1, lambda:0.204428189785175, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.205090518870182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205090596878356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205090596878357, diff to last: 0"
[1] "Final threshold is: 0.00552153560494482"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 0.803949100015374"
[1] "Newton iter: 1, lambda:0.590568441414908, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.60627327412209, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.606365710612112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606365713798861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606365710612112"
[1] "Starting iterative with newton 0.606365710612112"
[1] "Starting newton at: 0.38462608125681"
[1] "Newton iter: 1, lambda:0.440898825969637, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.441922960901349, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.441923296633713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44192329663375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.441923296633713"
[1] "Starting iterative with newton 0.441923296633713"
[1] "Starting newton at: 0.396747366114452"
[1] "Newton iter: 1, lambda:0.410745108312748, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.410806277408716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.410806278573948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.410806277408716"
[1] "Starting iterative with newton 0.410806277408716"
[1] "Starting newton at: 0.369220686243916"
[1] "Newton iter: 1, lambda:0.404286889649838, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.404669922517768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.404669967956857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404669967956858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.404669967956858"
[1] "Starting iterative with newton 0.404669967956858"
[1] "Starting newton at: 0.372975574914644"
[1] "Newton iter: 1, lambda:0.403166830084288, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.403450224863583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.403450249709226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403450249709226, diff to last: 0"
[1] "Final threshold is: 0.0108618578935369"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 0.665397458012388"
[1] "Newton iter: 1, lambda:0.671843702583313, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.671861600848619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.671861600986285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.671861600986285"
[1] "Starting iterative with newton 0.671861600986285"
[1] "Starting newton at: 0.403186430785346"
[1] "Newton iter: 1, lambda:0.496164760061649, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.499427403331318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.49943135257746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499431352583242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499431352583242"
[1] "Starting iterative with newton 0.499431352583242"
[1] "Starting newton at: 0.408404597400494"
[1] "Newton iter: 1, lambda:0.460818823524003, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.461809653308576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461810004171311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461810004171355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.461810004171311"
[1] "Starting iterative with newton 0.461810004171311"
[1] "Starting newton at: 0.409364109171321"
[1] "Newton iter: 1, lambda:0.452657215903189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.453326252884049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453326411478454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453326411478463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453326411478454"
[1] "Starting iterative with newton 0.453326411478454"
[1] "Starting newton at: 0.407779214563378"
[1] "Newton iter: 1, lambda:0.450742360092807, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.451399872475047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451400025352175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451400025352183, diff to last: 0"
[1] "Final threshold is: 0.0121527819899678"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 0.835948427510297"
[1] "Newton iter: 1, lambda:0.710178241080228, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.717164389908442, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.71718718933077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717187189572948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717187189572948"
[1] "Starting iterative with newton 0.717187189572948"
[1] "Starting newton at: 0.551638356435871"
[1] "Newton iter: 1, lambda:0.583641770618493, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.584079776616814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584079857957501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584079857957504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.584079857957504"
[1] "Starting iterative with newton 0.584079857957504"
[1] "Starting newton at: 0.569011358967789"
[1] "Newton iter: 1, lambda:0.551741121032254, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.551863937033638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.551863943273539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.551863943273539"
[1] "Starting iterative with newton 0.551863943273539"
[1] "Starting newton at: 0.572067462207596"
[1] "Newton iter: 1, lambda:0.543469663442928, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.543803330050312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.543803375820894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543803375820895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.543803375820895"
[1] "Starting iterative with newton 0.543803375820895"
[1] "Starting newton at: 0.574687317044452"
[1] "Newton iter: 1, lambda:0.541317298403639, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.541770320925543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541770405165931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.541770405165934, diff to last: 0"
[1] "Final threshold is: 0.0145857714949426"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.01064952237207"
[1] "Newton iter: 1, lambda:0.981634813751415, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.982207959971786, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.982208187497942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982208187497977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.982208187497942"
[1] "Starting iterative with newton 0.982208187497942"
[1] "Starting newton at: 1.02883911377285"
[1] "Newton iter: 1, lambda:1.00886661178209, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00914293429791, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00914298782949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00914298782949, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00914298782949"
[1] "Starting iterative with newton 1.00914298782949"
[1] "Starting newton at: 1.05233565832005"
[1] "Newton iter: 1, lambda:1.01714251967301, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.0179958398347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01799635261521, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0179963526154, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0179963526154"
[1] "Starting iterative with newton 1.0179963526154"
[1] "Starting newton at: 1.05561696995453"
[1] "Newton iter: 1, lambda:1.02000054287789, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02087539623178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02087593594948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02087593594968, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02087593594948"
[1] "Starting iterative with newton 1.02087593594948"
[1] "Starting newton at: 1.05519278107748"
[1] "Newton iter: 1, lambda:1.02100159023507, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.02180888385959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02180934361956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02180934361971, diff to last: 0"
[1] "Final threshold is: 0.027509582390108"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.02204202400463"
[1] "Newton iter: 1, lambda:1.01101294649786, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.01110001377905, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01110001924186, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01110001924186"
[1] "Starting iterative with newton 1.01110001924186"
[1] "Starting newton at: 1.02082292930556"
[1] "Newton iter: 1, lambda:1.0641246557041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.06553932537818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06554079706371, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06554079706531, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06554079706371"
[1] "Starting iterative with newton 1.06554079706371"
[1] "Starting newton at: 1.02190638789187"
[1] "Newton iter: 1, lambda:1.0812618187741, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.08396371051161, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08396911761143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08396911763305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08396911761143"
[1] "Starting iterative with newton 1.08396911761143"
[1] "Starting newton at: 1.01910410759109"
[1] "Newton iter: 1, lambda:1.08654119201948, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.09005342045749, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09006258122908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09006258129126, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09006258122908"
[1] "Starting iterative with newton 1.09006258122908"
[1] "Starting newton at: 1.01918433703856"
[1] "Newton iter: 1, lambda:1.08835018038719, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.09205131361352, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09206149454484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09206149462169, diff to last: 0"
[1] "Final threshold is: 0.0294009404483783"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 0.972679905942708"
[1] "Newton iter: 1, lambda:1.06450063270076, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.0714894777185, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07152806065258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07152806182329, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07152806182329"
[1] "Starting iterative with newton 1.07152806182329"
[1] "Starting newton at: 1.34706449647957"
[1] "Newton iter: 1, lambda:1.14254391903769, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.17147385906509, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.17217150732766, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1721719051782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17217190517833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17217190517833"
[1] "Starting iterative with newton 1.17217190517833"
[1] "Starting newton at: 1.37952499315754"
[1] "Newton iter: 1, lambda:1.18110137369818, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.20872701010203, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.20937174468603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20937208910707, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20937208910717, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20937208910707"
[1] "Starting iterative with newton 1.20937208910707"
[1] "Starting newton at: 1.39417412201914"
[1] "Newton iter: 1, lambda:1.1936290342619, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.22188368307226, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.22256182768613, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22256221057247, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22256221057259, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22256221057259"
[1] "Starting iterative with newton 1.22256221057259"
[1] "Starting newton at: 1.40222045436718"
[1] "Newton iter: 1, lambda:1.19690959679489, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.22642641675821, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.22716847578727, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22716893504056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22716893504073, diff to last: 0"
[1] "Final threshold is: 0.033038359979656"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25700592709148"
[1] "Newton iter: 1, lambda:1.47862500183673, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.55651364163505, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56565546972895, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56577356800471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5657735875193, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5657735875193, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5657735875193"
[1] "Starting iterative with newton 1.5657735875193"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118605785521809"
threshold is:
[{'ad': 0.0002984249084907888, 'da': 0.00014756431400163864, 'dd': 0.0010479192903787194}, {'ad': 0.0012085906084107468, 'da': 0.002205890261355839, 'dd': 0.0033003603827310097}, {'ad': 0.004262789879529656, 'da': 0.005521535604944823, 'dd': 0.010861857893536933}, {'ad': 0.012152781989967805, 'da': 0.014585771494942602, 'dd': 0.027509582390107975}, {'ad': 0.02940094044837833, 'da': 0.033038359979656026, 'dd': 0.11860578552180855}]
Number of points in noise estimation: 128
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.1526109154795"
[1] "Starting iterative with newton 50.1526109154795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5473174769483"
[1] "Starting iterative with newton 35.5473174769483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.0639326729823"
[1] "Starting iterative with newton 32.0639326729823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7672325968968"
[1] "Starting iterative with newton 18.7672325968968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.4727870608418"
[1] "Starting iterative with newton 13.4727870608418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.84825767144896"
[1] "Starting iterative with newton 6.84825767144896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00575557330799"
[1] "Starting iterative with newton 5.00575557330799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 2.13233301986022"
[1] "Newton iter: 1, lambda:1.7488693576167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.73109473439542, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.7309483723222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73094836205701, diff to last: 0"
[1] "Newton iter: 5, lambda:1.73094836205701, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73094836205701"
[1] "Starting iterative with newton 1.73094836205701"
[1] "Starting newton at: 2.04707461130108"
[1] "Newton iter: 1, lambda:1.71644439401833, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.69597056486832, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.69576156849407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69576154590486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69576154590486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69576154590486"
[1] "Starting iterative with newton 1.69576154590486"
[1] "Starting newton at: 2.01649208591844"
[1] "Newton iter: 1, lambda:1.68761912673398, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.66460157849106, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.66431977556643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66431973165509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66431973165509, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66431973165509"
[1] "Starting iterative with newton 1.66431973165509"
[1] "Starting newton at: 1.99819994355719"
[1] "Newton iter: 1, lambda:1.67302447125741, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.64881350621995, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64849144715635, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64849138786434, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64849138786434, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64849138786434"
[1] "Starting iterative with newton 1.64849138786434"
[1] "Starting newton at: 1.99276015955299"
[1] "Newton iter: 1, lambda:1.66935329366803, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.64488803907668, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64455649424313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64455643088672, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64455643088672, diff to last: 0"
[1] "Final threshold is: 0.0442754422957181"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 1.9049074173402"
[1] "Newton iter: 1, lambda:1.57424636733876, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.54122624494863, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.54048679215477, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54048640406439, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54048640406428, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54048640406439"
[1] "Starting iterative with newton 1.54048640406439"
[1] "Starting newton at: 1.83304618729037"
[1] "Newton iter: 1, lambda:1.50856990182926, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.46765775883131, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.46634867107343, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46634726482145, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46634726481982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46634726482145"
[1] "Starting iterative with newton 1.46634726482145"
[1] "Starting newton at: 1.75933296487374"
[1] "Newton iter: 1, lambda:1.45238805123873, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.40645875457843, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.40460225043133, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40459907262499, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40459907261566, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40459907261566"
[1] "Starting iterative with newton 1.40459907261566"
[1] "Starting newton at: 1.694610552574"
[1] "Newton iter: 1, lambda:1.39780264485868, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.34625598612409, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.34363671552645, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34362964238202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34362964233035, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34362964233035"
[1] "Starting iterative with newton 1.34362964233035"
[1] "Starting newton at: 1.61950580348618"
[1] "Newton iter: 1, lambda:1.33701189576102, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.28039221531635, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.27681841378649, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27680358076785, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27680358051189, diff to last: 0"
[1] "Final threshold is: 0.0343746448526789"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 1.59177278856704"
[1] "Newton iter: 1, lambda:1.45463041353292, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.44234089988017, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.44221805944794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44221804700126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44221804700126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44221804700126"
[1] "Starting iterative with newton 1.44221804700126"
[1] "Starting newton at: 1.6811910344059"
[1] "Newton iter: 1, lambda:1.53320793790808, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.52190184799502, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.52181410665715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5218141012867, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52181410665715"
[1] "Starting iterative with newton 1.52181410665715"
[1] "Starting newton at: 1.75639309083253"
[1] "Newton iter: 1, lambda:1.59199889297867, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.58078928216327, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.58071383719939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58071383371739, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58071383371739"
[1] "Starting iterative with newton 1.58071383371739"
[1] "Starting newton at: 1.86082767938258"
[1] "Newton iter: 1, lambda:1.64743992293067, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.63418268381255, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.63409019308081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63409018846343, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63409018846343"
[1] "Starting iterative with newton 1.63409018846343"
[1] "Starting newton at: 1.91046523550854"
[1] "Newton iter: 1, lambda:1.68818086232387, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.67647600982153, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.67641099506409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67641099300798, diff to last: 0"
[1] "Final threshold is: 0.0451330443163005"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.32520480342708"
[1] "Newton iter: 1, lambda:1.34112750292083, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.34088546983664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34088541471942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34088541471942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34088541471942"
[1] "Starting iterative with newton 1.34088541471942"
[1] "Starting newton at: 1.78217938346972"
[1] "Newton iter: 1, lambda:1.84272151990703, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.84190983836521, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8419097356116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8419097356116, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8419097356116"
[1] "Starting iterative with newton 1.8419097356116"
[1] "Starting newton at: 2.2022644129818"
[1] "Newton iter: 1, lambda:2.16195648559525, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.16220635577388, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16220636342814, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16220635577388"
[1] "Starting iterative with newton 2.16220635577388"
[1] "Starting newton at: 2.36815605594474"
[1] "Newton iter: 1, lambda:2.30093896091438, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30200165966247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3020018791285, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30200187912851, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.30200187912851"
[1] "Starting iterative with newton 2.30200187912851"
[1] "Starting newton at: 2.47748837743339"
[1] "Newton iter: 1, lambda:2.34329020068809, diff to last: 0.134"
[1] "Newton iter: 2, lambda:2.34833333172651, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.34833869016908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34833869017521, diff to last: 0"
[1] "Final threshold is: 0.0632229653021525"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.27858697681401"
[1] "Newton iter: 1, lambda:1.35865381358677, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.35258120193947, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.35254858699251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35254858604497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35254858604497"
[1] "Starting iterative with newton 1.35254858604497"
[1] "Starting newton at: 1.9786016669039"
[1] "Newton iter: 1, lambda:1.8839921302964, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.88440681055164, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88440680121562, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.88440680121562"
[1] "Starting iterative with newton 1.88440680121562"
[1] "Starting newton at: 2.18986834051531"
[1] "Newton iter: 1, lambda:2.21378152393296, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.21390041057708, diff to last: 0"
[1] "Newton iter: 3, lambda:2.21390041378145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.21390041378145"
[1] "Starting iterative with newton 2.21390041378145"
[1] "Starting newton at: 2.38486141368309"
[1] "Newton iter: 1, lambda:2.37892686379861, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.3789377888792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37893778891582, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37893778891582"
[1] "Starting iterative with newton 2.37893778891582"
[1] "Starting newton at: 2.54081127055664"
[1] "Newton iter: 1, lambda:2.44618863130536, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.44948925505928, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44949284896827, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44949284897255, diff to last: 0"
[1] "Final threshold is: 0.065946280256125"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 1.38912614733307"
[1] "Newton iter: 1, lambda:1.36875642292117, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.36841197074736, diff to last: 0"
[1] "Newton iter: 3, lambda:1.36841186956296, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36841186956296, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36841186956296"
[1] "Starting iterative with newton 1.36841186956296"
[1] "Starting newton at: 1.93854524901161"
[1] "Newton iter: 1, lambda:1.94813977903331, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.94814215341947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94814215341968, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94814215341968"
[1] "Starting iterative with newton 1.94814215341968"
[1] "Starting newton at: 2.22478370207916"
[1] "Newton iter: 1, lambda:2.28569200770123, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.28663850589762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.2866387749175, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28663877491752, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.2866387749175"
[1] "Starting iterative with newton 2.2866387749175"
[1] "Starting newton at: 2.41418359739697"
[1] "Newton iter: 1, lambda:2.44804328337443, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.44844775041414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44844781101004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44844781101005, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.44844781101004"
[1] "Starting iterative with newton 2.44844781101004"
[1] "Starting newton at: 2.60392429350064"
[1] "Newton iter: 1, lambda:2.52228784560347, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.52508711618174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.52509019502686, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52509019503059, diff to last: 0"
[1] "Final threshold is: 0.0679815439115788"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93193637981584"
[1] "Newton iter: 1, lambda:2.272864796645, diff to last: 0.341"
[1] "Newton iter: 2, lambda:2.32460560113846, diff to last: 0.052"
[1] "Newton iter: 3, lambda:2.32679991000702, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.32680394746862, diff to last: 0"
[1] "Newton iter: 5, lambda:2.32680394748229, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.32680394746862"
[1] "Starting iterative with newton 2.32680394746862"
[1] "Starting newton at: 2.97516876053954"
[1] "Newton iter: 1, lambda:3.08581961167314, diff to last: 0.111"
[1] "Newton iter: 2, lambda:3.10294227195748, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.10333553844049, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10333574321341, diff to last: 0"
[1] "Newton iter: 5, lambda:3.10333574321346, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.10333574321341"
[1] "Starting iterative with newton 3.10333574321341"
[1] "Starting newton at: 3.69415434835836"
[1] "Newton iter: 1, lambda:3.56292355430882, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.58285697093551, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.58342575092207, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.58342620290672, diff to last: 0"
[1] "Newton iter: 5, lambda:3.58342620290701, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.58342620290672"
[1] "Starting iterative with newton 3.58342620290672"
[1] "Starting newton at: 3.7843650096962"
[1] "Newton iter: 1, lambda:3.75247637816282, diff to last: 0.032"
[1] "Newton iter: 2, lambda:3.75382033285766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75382283874138, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75382283875008, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.75382283875008"
[1] "Starting iterative with newton 3.75382283875008"
[1] "Starting newton at: 3.78675860608262"
[1] "Newton iter: 1, lambda:3.79257238175449, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.79261970323687, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79261970634557, diff to last: 0"
[1] "Final threshold is: 0.10210650835944"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04427544229571806}, {'ad': 0.034374644852678875, 'da': 0.045133044316300504, 'dd': 0.06322296530215255}, {'ad': 0.06594628025612503, 'da': 0.06798154391157882, 'dd': 0.10210650835944032}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375077907731368. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.1526109154795"
[1] "Starting iterative with newton 50.1526109154795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5473174769483"
[1] "Starting iterative with newton 35.5473174769483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.0639326729823"
[1] "Starting iterative with newton 32.0639326729823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7672325968968"
[1] "Starting iterative with newton 18.7672325968968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.4727870608418"
[1] "Starting iterative with newton 13.4727870608418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.84825767144896"
[1] "Starting iterative with newton 6.84825767144896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00575557330799"
[1] "Starting iterative with newton 5.00575557330799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 2.13233301986022"
[1] "Newton iter: 1, lambda:1.7488693576167, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.73109473439542, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.7309483723222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73094836205701, diff to last: 0"
[1] "Newton iter: 5, lambda:1.73094836205701, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73094836205701"
[1] "Starting iterative with newton 1.73094836205701"
[1] "Starting newton at: 2.04707461130108"
[1] "Newton iter: 1, lambda:1.71644439401833, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.69597056486832, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.69576156849407, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69576154590486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69576154590486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69576154590486"
[1] "Starting iterative with newton 1.69576154590486"
[1] "Starting newton at: 2.01649208591844"
[1] "Newton iter: 1, lambda:1.68761912673398, diff to last: 0.329"
[1] "Newton iter: 2, lambda:1.66460157849106, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.66431977556643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66431973165509, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66431973165509, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66431973165509"
[1] "Starting iterative with newton 1.66431973165509"
[1] "Starting newton at: 1.99819994355719"
[1] "Newton iter: 1, lambda:1.67302447125741, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.64881350621995, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64849144715635, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64849138786434, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64849138786434, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64849138786434"
[1] "Starting iterative with newton 1.64849138786434"
[1] "Starting newton at: 1.99276015955299"
[1] "Newton iter: 1, lambda:1.66935329366803, diff to last: 0.323"
[1] "Newton iter: 2, lambda:1.64488803907668, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.64455649424313, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64455643088672, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64455643088672, diff to last: 0"
[1] "Final threshold is: 0.0442754422957181"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 1.9049074173402"
[1] "Newton iter: 1, lambda:1.57424636733876, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.54122624494863, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.54048679215477, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54048640406439, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54048640406428, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54048640406439"
[1] "Starting iterative with newton 1.54048640406439"
[1] "Starting newton at: 1.83304618729037"
[1] "Newton iter: 1, lambda:1.50856990182926, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.46765775883131, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.46634867107343, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46634726482145, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46634726481982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46634726482145"
[1] "Starting iterative with newton 1.46634726482145"
[1] "Starting newton at: 1.75933296487374"
[1] "Newton iter: 1, lambda:1.45238805123873, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.40645875457843, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.40460225043133, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.40459907262499, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40459907261566, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.40459907261566"
[1] "Starting iterative with newton 1.40459907261566"
[1] "Starting newton at: 1.694610552574"
[1] "Newton iter: 1, lambda:1.39780264485868, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.34625598612409, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.34363671552645, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34362964238202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34362964233035, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34362964233035"
[1] "Starting iterative with newton 1.34362964233035"
[1] "Starting newton at: 1.61950580348618"
[1] "Newton iter: 1, lambda:1.33701189576102, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.28039221531635, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.27681841378649, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27680358076785, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27680358051189, diff to last: 0"
[1] "Final threshold is: 0.0343746448526789"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 1.59177278856704"
[1] "Newton iter: 1, lambda:1.45463041353292, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.44234089988017, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.44221805944794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44221804700126, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44221804700126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44221804700126"
[1] "Starting iterative with newton 1.44221804700126"
[1] "Starting newton at: 1.6811910344059"
[1] "Newton iter: 1, lambda:1.53320793790808, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.52190184799502, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.52181410665715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5218141012867, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52181410665715"
[1] "Starting iterative with newton 1.52181410665715"
[1] "Starting newton at: 1.75639309083253"
[1] "Newton iter: 1, lambda:1.59199889297867, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.58078928216327, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.58071383719939, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58071383371739, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58071383371739"
[1] "Starting iterative with newton 1.58071383371739"
[1] "Starting newton at: 1.86082767938258"
[1] "Newton iter: 1, lambda:1.64743992293067, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.63418268381255, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.63409019308081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63409018846343, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63409018846343"
[1] "Starting iterative with newton 1.63409018846343"
[1] "Starting newton at: 1.91046523550854"
[1] "Newton iter: 1, lambda:1.68818086232387, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.67647600982153, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.67641099506409, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67641099300798, diff to last: 0"
[1] "Final threshold is: 0.0451330443163005"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.32520480342708"
[1] "Newton iter: 1, lambda:1.34112750292083, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.34088546983664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34088541471942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34088541471942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34088541471942"
[1] "Starting iterative with newton 1.34088541471942"
[1] "Starting newton at: 1.78217938346972"
[1] "Newton iter: 1, lambda:1.84272151990703, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.84190983836521, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8419097356116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8419097356116, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8419097356116"
[1] "Starting iterative with newton 1.8419097356116"
[1] "Starting newton at: 2.2022644129818"
[1] "Newton iter: 1, lambda:2.16195648559525, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.16220635577388, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16220636342814, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16220635577388"
[1] "Starting iterative with newton 2.16220635577388"
[1] "Starting newton at: 2.36815605594474"
[1] "Newton iter: 1, lambda:2.30093896091438, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30200165966247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.3020018791285, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30200187912851, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.30200187912851"
[1] "Starting iterative with newton 2.30200187912851"
[1] "Starting newton at: 2.47748837743339"
[1] "Newton iter: 1, lambda:2.34329020068809, diff to last: 0.134"
[1] "Newton iter: 2, lambda:2.34833333172651, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.34833869016908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34833869017521, diff to last: 0"
[1] "Final threshold is: 0.0632229653021525"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.27858697681401"
[1] "Newton iter: 1, lambda:1.35865381358677, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.35258120193947, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.35254858699251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35254858604497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35254858604497"
[1] "Starting iterative with newton 1.35254858604497"
[1] "Starting newton at: 1.9786016669039"
[1] "Newton iter: 1, lambda:1.8839921302964, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.88440681055164, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88440680121562, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.88440680121562"
[1] "Starting iterative with newton 1.88440680121562"
[1] "Starting newton at: 2.18986834051531"
[1] "Newton iter: 1, lambda:2.21378152393296, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.21390041057708, diff to last: 0"
[1] "Newton iter: 3, lambda:2.21390041378145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.21390041378145"
[1] "Starting iterative with newton 2.21390041378145"
[1] "Starting newton at: 2.38486141368309"
[1] "Newton iter: 1, lambda:2.37892686379861, diff to last: 0.006"
[1] "Newton iter: 2, lambda:2.3789377888792, diff to last: 0"
[1] "Newton iter: 3, lambda:2.37893778891582, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.37893778891582"
[1] "Starting iterative with newton 2.37893778891582"
[1] "Starting newton at: 2.54081127055664"
[1] "Newton iter: 1, lambda:2.44618863130536, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.44948925505928, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.44949284896827, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44949284897255, diff to last: 0"
[1] "Final threshold is: 0.065946280256125"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 1.38912614733307"
[1] "Newton iter: 1, lambda:1.36875642292117, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.36841197074736, diff to last: 0"
[1] "Newton iter: 3, lambda:1.36841186956296, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36841186956296, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36841186956296"
[1] "Starting iterative with newton 1.36841186956296"
[1] "Starting newton at: 1.93854524901161"
[1] "Newton iter: 1, lambda:1.94813977903331, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.94814215341947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94814215341968, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94814215341968"
[1] "Starting iterative with newton 1.94814215341968"
[1] "Starting newton at: 2.22478370207916"
[1] "Newton iter: 1, lambda:2.28569200770123, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.28663850589762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.2866387749175, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28663877491752, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.2866387749175"
[1] "Starting iterative with newton 2.2866387749175"
[1] "Starting newton at: 2.41418359739697"
[1] "Newton iter: 1, lambda:2.44804328337443, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.44844775041414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44844781101004, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44844781101005, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.44844781101004"
[1] "Starting iterative with newton 2.44844781101004"
[1] "Starting newton at: 2.60392429350064"
[1] "Newton iter: 1, lambda:2.52228784560347, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.52508711618174, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.52509019502686, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52509019503059, diff to last: 0"
[1] "Final threshold is: 0.0679815439115788"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.93193637981584"
[1] "Newton iter: 1, lambda:2.272864796645, diff to last: 0.341"
[1] "Newton iter: 2, lambda:2.32460560113846, diff to last: 0.052"
[1] "Newton iter: 3, lambda:2.32679991000702, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.32680394746862, diff to last: 0"
[1] "Newton iter: 5, lambda:2.32680394748229, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.32680394746862"
[1] "Starting iterative with newton 2.32680394746862"
[1] "Starting newton at: 2.97516876053954"
[1] "Newton iter: 1, lambda:3.08581961167314, diff to last: 0.111"
[1] "Newton iter: 2, lambda:3.10294227195748, diff to last: 0.017"
[1] "Newton iter: 3, lambda:3.10333553844049, diff to last: 0"
[1] "Newton iter: 4, lambda:3.10333574321341, diff to last: 0"
[1] "Newton iter: 5, lambda:3.10333574321346, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.10333574321341"
[1] "Starting iterative with newton 3.10333574321341"
[1] "Starting newton at: 3.69415434835836"
[1] "Newton iter: 1, lambda:3.56292355430882, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.58285697093551, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.58342575092207, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.58342620290672, diff to last: 0"
[1] "Newton iter: 5, lambda:3.58342620290701, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.58342620290672"
[1] "Starting iterative with newton 3.58342620290672"
[1] "Starting newton at: 3.7843650096962"
[1] "Newton iter: 1, lambda:3.75247637816282, diff to last: 0.032"
[1] "Newton iter: 2, lambda:3.75382033285766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.75382283874138, diff to last: 0"
[1] "Newton iter: 4, lambda:3.75382283875008, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.75382283875008"
[1] "Starting iterative with newton 3.75382283875008"
[1] "Starting newton at: 3.78675860608262"
[1] "Newton iter: 1, lambda:3.79257238175449, diff to last: 0.006"
[1] "Newton iter: 2, lambda:3.79261970323687, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79261970634557, diff to last: 0"
[1] "Final threshold is: 0.10210650835944"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04427544229571806}, {'ad': 0.034374644852678875, 'da': 0.045133044316300504, 'dd': 0.06322296530215255}, {'ad': 0.06594628025612503, 'da': 0.06798154391157882, 'dd': 0.10210650835944032}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375077907731368. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02692242203683176
0.02692242203683176
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0337731952915891, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0337965419811706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0337965419923229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0337965419811706"
[1] "Starting iterative with newton 0.0337965419811706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0112390098026713, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0112400905128149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0112400905128249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0112400905128149"
[1] "Starting iterative with newton 0.0112400905128149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110846487645216, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110856966377987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011085696637808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110856966377987"
[1] "Starting iterative with newton 0.0110856966377987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835830796181, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846307294295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846307294389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110846307294295"
[1] "Starting iterative with newton 0.0110846307294295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110835757218917, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110846233701605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110846233701698, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000298424908490789"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321895434960157, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0322170905282097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322170905483805, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0322170905282097"
[1] "Starting iterative with newton 0.0322170905282097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00567410114354928, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00567434682029696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00567434682029742, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00567434682029696"
[1] "Starting iterative with newton 0.00567434682029696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548225312189214, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0054824799507962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548247995079659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0054824799507962"
[1] "Starting iterative with newton 0.0054824799507962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548087673699479, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548110343341287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00548110343341326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00548110343341287"
[1] "Starting iterative with newton 0.00548110343341287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00548086686289633, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00548109355836411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0054810935583645, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000147564314001639"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638217556209883, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.063989958277116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639899594439546, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.063989958277116"
[1] "Starting iterative with newton 0.063989958277116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393920149177707, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394346787896143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394346788396302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0394346788396302"
[1] "Starting iterative with newton 0.0394346788396302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388925558744579, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389342223892801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389342224370747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0389342223892801"
[1] "Starting iterative with newton 0.0389342223892801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.038882231244886, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389238772032755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389238772510248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0389238772032755"
[1] "Starting iterative with newton 0.0389238772032755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388820177590812, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389236632924442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389236633401925, diff to last: 0"
[1] "Final threshold is: 0.00104791929037872"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131332069326545"
[1] "Newton iter: 1, lambda:0.146002033884236, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.146020816341498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.146020816372262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146020816372262"
[1] "Starting iterative with newton 0.146020816372262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0480333818375204, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0481322682844647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0481322687035447, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0481322682844647"
[1] "Starting iterative with newton 0.0481322682844647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0449128775785185, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0449965269695366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0449965272596891, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0449965269695366"
[1] "Starting iterative with newton 0.0449965269695366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448117101699596, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448948953695226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448948956561614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0448948953695226"
[1] "Starting iterative with newton 0.0448948953695226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0448084300917777, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448916002712278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448916005577534, diff to last: 0"
[1] "Final threshold is: 0.00120859060841075"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.2186773702336, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.225238408508122, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.225244238181753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225244238186352, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225244238181753"
[1] "Starting iterative with newton 0.225244238181753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0897689066935996, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0904089306536094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0904089631522153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0904089631522154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0904089631522154"
[1] "Starting iterative with newton 0.0904089631522154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819278909907816, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824408346371273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824408547295137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824408547295137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0824408547295137"
[1] "Starting iterative with newton 0.0824408547295137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814577740037077, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819636364012577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819636558964136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819636558964136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0819636558964136"
[1] "Starting iterative with newton 0.0819636558964136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0814296005016299, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0819350404072945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0819350598671259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0819350598671259, diff to last: 0"
[1] "Final threshold is: 0.00220589026135584"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.189409794607122"
[1] "Newton iter: 1, lambda:0.340330273052231, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.344985911883569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.344990256248636, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344990256252416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344990256248636"
[1] "Starting iterative with newton 0.344990256248636"
[1] "Starting newton at: 0.255178279784494"
[1] "Newton iter: 1, lambda:0.138749329678271, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.140395682094703, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140396012194618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140396012194631, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140396012194618"
[1] "Starting iterative with newton 0.140396012194618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122327076670268, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.124012896885537, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124013217013324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124013217013336, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124013217013324"
[1] "Starting iterative with newton 0.124013217013324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121053412223913, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12269376017653, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122694061341232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122694061341242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.122694061341232"
[1] "Starting iterative with newton 0.122694061341232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12095077504673, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122587496403321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122587796083721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122587796083731, diff to last: 0"
[1] "Final threshold is: 0.00330036038273101"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.508390277038294"
[1] "Newton iter: 1, lambda:0.444205952667968, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.445260366804549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.445260655964718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44526065596474, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445260655964718"
[1] "Starting iterative with newton 0.445260655964718"
[1] "Starting newton at: 0.311736519581711"
[1] "Newton iter: 1, lambda:0.186288450393152, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.188749126268253, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188750080358691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188750080358835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188750080358691"
[1] "Starting iterative with newton 0.188750080358691"
[1] "Starting newton at: 0.270427769901517"
[1] "Newton iter: 1, lambda:0.15978962334116, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.161563002300706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.161563459880423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161563459880454, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.161563459880423"
[1] "Starting iterative with newton 0.161563459880423"
[1] "Starting newton at: 0.265118471028039"
[1] "Newton iter: 1, lambda:0.15696880632366, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.158648592868626, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158648999717133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158648999717157, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.158648999717133"
[1] "Starting iterative with newton 0.158648999717133"
[1] "Starting newton at: 0.267797015733494"
[1] "Newton iter: 1, lambda:0.156560496970487, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.158335593062854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158336046946187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158336046946217, diff to last: 0"
[1] "Final threshold is: 0.00426278987952966"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.70581776876738"
[1] "Starting iterative with newton 3.70581776876738"
[1] "Starting newton at: 0.624765834398259"
[1] "Newton iter: 1, lambda:0.52099406825944, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.524145359092423, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.524148363567451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52414836357018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.52414836357018"
[1] "Starting iterative with newton 0.52414836357018"
[1] "Starting newton at: 0.273308316742411"
[1] "Newton iter: 1, lambda:0.244689304456836, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.24484788271345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.244847887593365, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24484788271345"
[1] "Starting iterative with newton 0.24484788271345"
[1] "Starting newton at: 0.27861052062968"
[1] "Newton iter: 1, lambda:0.209229083381451, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.210091367136995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210091500891589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210091500891592, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210091500891592"
[1] "Starting iterative with newton 0.210091500891592"
[1] "Starting newton at: 0.264202582214379"
[1] "Newton iter: 1, lambda:0.205036539775284, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.205657768973732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205657837691231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205657837691232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205657837691231"
[1] "Starting iterative with newton 0.205657837691231"
[1] "Starting newton at: 0.265563460765048"
[1] "Newton iter: 1, lambda:0.204428189785175, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.205090518870182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.205090596878356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205090596878357, diff to last: 0"
[1] "Final threshold is: 0.00552153560494482"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.77707627636674"
[1] "Starting iterative with newton 1.77707627636674"
[1] "Starting newton at: 0.803949100015374"
[1] "Newton iter: 1, lambda:0.590568441414908, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.60627327412209, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.606365710612112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606365713798861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606365710612112"
[1] "Starting iterative with newton 0.606365710612112"
[1] "Starting newton at: 0.38462608125681"
[1] "Newton iter: 1, lambda:0.440898825969637, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.441922960901349, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.441923296633713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44192329663375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.441923296633713"
[1] "Starting iterative with newton 0.441923296633713"
[1] "Starting newton at: 0.396747366114452"
[1] "Newton iter: 1, lambda:0.410745108312748, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.410806277408716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.410806278573948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.410806277408716"
[1] "Starting iterative with newton 0.410806277408716"
[1] "Starting newton at: 0.369220686243916"
[1] "Newton iter: 1, lambda:0.404286889649838, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.404669922517768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.404669967956857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404669967956858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.404669967956858"
[1] "Starting iterative with newton 0.404669967956858"
[1] "Starting newton at: 0.372975574914644"
[1] "Newton iter: 1, lambda:0.403166830084288, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.403450224863583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.403450249709226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403450249709226, diff to last: 0"
[1] "Final threshold is: 0.0108618578935369"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61926774378386"
[1] "Starting iterative with newton 1.61926774378386"
[1] "Starting newton at: 0.665397458012388"
[1] "Newton iter: 1, lambda:0.671843702583313, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.671861600848619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.671861600986285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.671861600986285"
[1] "Starting iterative with newton 0.671861600986285"
[1] "Starting newton at: 0.403186430785346"
[1] "Newton iter: 1, lambda:0.496164760061649, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.499427403331318, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.49943135257746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499431352583242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499431352583242"
[1] "Starting iterative with newton 0.499431352583242"
[1] "Starting newton at: 0.408404597400494"
[1] "Newton iter: 1, lambda:0.460818823524003, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.461809653308576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461810004171311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461810004171355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.461810004171311"
[1] "Starting iterative with newton 0.461810004171311"
[1] "Starting newton at: 0.409364109171321"
[1] "Newton iter: 1, lambda:0.452657215903189, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.453326252884049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453326411478454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453326411478463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453326411478454"
[1] "Starting iterative with newton 0.453326411478454"
[1] "Starting newton at: 0.407779214563378"
[1] "Newton iter: 1, lambda:0.450742360092807, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.451399872475047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451400025352175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451400025352183, diff to last: 0"
[1] "Final threshold is: 0.0121527819899678"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36539832147704"
[1] "Starting iterative with newton 1.36539832147704"
[1] "Starting newton at: 0.835948427510297"
[1] "Newton iter: 1, lambda:0.710178241080228, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.717164389908442, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.71718718933077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717187189572948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717187189572948"
[1] "Starting iterative with newton 0.717187189572948"
[1] "Starting newton at: 0.551638356435871"
[1] "Newton iter: 1, lambda:0.583641770618493, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.584079776616814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584079857957501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584079857957504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.584079857957504"
[1] "Starting iterative with newton 0.584079857957504"
[1] "Starting newton at: 0.569011358967789"
[1] "Newton iter: 1, lambda:0.551741121032254, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.551863937033638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.551863943273539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.551863943273539"
[1] "Starting iterative with newton 0.551863943273539"
[1] "Starting newton at: 0.572067462207596"
[1] "Newton iter: 1, lambda:0.543469663442928, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.543803330050312, diff to last: 0"
[1] "Newton iter: 3, lambda:0.543803375820894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543803375820895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.543803375820895"
[1] "Starting iterative with newton 0.543803375820895"
[1] "Starting newton at: 0.574687317044452"
[1] "Newton iter: 1, lambda:0.541317298403639, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.541770320925543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541770405165931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.541770405165934, diff to last: 0"
[1] "Final threshold is: 0.0145857714949426"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.902834834484581"
[1] "Starting iterative with newton 0.902834834484581"
[1] "Starting newton at: 1.01064952237207"
[1] "Newton iter: 1, lambda:0.981634813751415, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.982207959971786, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.982208187497942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.982208187497977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.982208187497942"
[1] "Starting iterative with newton 0.982208187497942"
[1] "Starting newton at: 1.02883911377285"
[1] "Newton iter: 1, lambda:1.00886661178209, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00914293429791, diff to last: 0"
[1] "Newton iter: 3, lambda:1.00914298782949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00914298782949, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00914298782949"
[1] "Starting iterative with newton 1.00914298782949"
[1] "Starting newton at: 1.05233565832005"
[1] "Newton iter: 1, lambda:1.01714251967301, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.0179958398347, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.01799635261521, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0179963526154, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0179963526154"
[1] "Starting iterative with newton 1.0179963526154"
[1] "Starting newton at: 1.05561696995453"
[1] "Newton iter: 1, lambda:1.02000054287789, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.02087539623178, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02087593594948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02087593594968, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02087593594948"
[1] "Starting iterative with newton 1.02087593594948"
[1] "Starting newton at: 1.05519278107748"
[1] "Newton iter: 1, lambda:1.02100159023507, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.02180888385959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.02180934361956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02180934361971, diff to last: 0"
[1] "Final threshold is: 0.027509582390108"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.860317051101055"
[1] "Starting iterative with newton 0.860317051101055"
[1] "Starting newton at: 1.02204202400463"
[1] "Newton iter: 1, lambda:1.01101294649786, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.01110001377905, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01110001924186, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01110001924186"
[1] "Starting iterative with newton 1.01110001924186"
[1] "Starting newton at: 1.02082292930556"
[1] "Newton iter: 1, lambda:1.0641246557041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.06553932537818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.06554079706371, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06554079706531, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06554079706371"
[1] "Starting iterative with newton 1.06554079706371"
[1] "Starting newton at: 1.02190638789187"
[1] "Newton iter: 1, lambda:1.0812618187741, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.08396371051161, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.08396911761143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08396911763305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08396911761143"
[1] "Starting iterative with newton 1.08396911761143"
[1] "Starting newton at: 1.01910410759109"
[1] "Newton iter: 1, lambda:1.08654119201948, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.09005342045749, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09006258122908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09006258129126, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09006258122908"
[1] "Starting iterative with newton 1.09006258122908"
[1] "Starting newton at: 1.01918433703856"
[1] "Newton iter: 1, lambda:1.08835018038719, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.09205131361352, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.09206149454484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09206149462169, diff to last: 0"
[1] "Final threshold is: 0.0294009404483783"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.825462737175736"
[1] "Starting iterative with newton 0.825462737175736"
[1] "Starting newton at: 0.972679905942708"
[1] "Newton iter: 1, lambda:1.06450063270076, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.0714894777185, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.07152806065258, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07152806182329, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.07152806182329"
[1] "Starting iterative with newton 1.07152806182329"
[1] "Starting newton at: 1.34706449647957"
[1] "Newton iter: 1, lambda:1.14254391903769, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.17147385906509, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.17217150732766, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.1721719051782, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17217190517833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17217190517833"
[1] "Starting iterative with newton 1.17217190517833"
[1] "Starting newton at: 1.37952499315754"
[1] "Newton iter: 1, lambda:1.18110137369818, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.20872701010203, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.20937174468603, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20937208910707, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20937208910717, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20937208910707"
[1] "Starting iterative with newton 1.20937208910707"
[1] "Starting newton at: 1.39417412201914"
[1] "Newton iter: 1, lambda:1.1936290342619, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.22188368307226, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.22256182768613, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22256221057247, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22256221057259, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22256221057259"
[1] "Starting iterative with newton 1.22256221057259"
[1] "Starting newton at: 1.40222045436718"
[1] "Newton iter: 1, lambda:1.19690959679489, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.22642641675821, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.22716847578727, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.22716893504056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22716893504073, diff to last: 0"
[1] "Final threshold is: 0.033038359979656"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0269224220368318"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.25700592709148"
[1] "Newton iter: 1, lambda:1.47862500183673, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.55651364163505, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.56565546972895, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.56577356800471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5657735875193, diff to last: 0"
[1] "Newton iter: 6, lambda:1.5657735875193, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5657735875193"
[1] "Starting iterative with newton 1.5657735875193"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.118605785521809"
threshold is:
[{'ad': 0.0002984249084907888, 'da': 0.00014756431400163864, 'dd': 0.0010479192903787194}, {'ad': 0.0012085906084107468, 'da': 0.002205890261355839, 'dd': 0.0033003603827310097}, {'ad': 0.004262789879529656, 'da': 0.005521535604944823, 'dd': 0.010861857893536933}, {'ad': 0.012152781989967805, 'da': 0.014585771494942602, 'dd': 0.027509582390107975}, {'ad': 0.02940094044837833, 'da': 0.033038359979656026, 'dd': 0.11860578552180855}]
Number of points in noise estimation: 128
Estimated noise: 0.02692242203683176
0.02692242203683176
threshold is:
[{'ad': 0.015127396994863318, 'da': 0.03485920233351453, 'dd': 0.0055696204112928305}, {'ad': 0.0026336421031927237, 'da': 0.0012743236095393226, 'dd': 0.0040601840543512124}, {'ad': 0.005398312001451799, 'da': 0.003901152170489232, 'dd': 0.012126132606916522}, {'ad': 0.010921121874408968, 'da': 0.014496851665982129, 'dd': 0.024504488225929755}, {'ad': 0.024560979732430828, 'da': 0.026320088404324867, 'dd': 0.11860578552180855}]
['peppers256', 0.025, 2, 0.0006226189492953187, 0.0003304858720496544, 0.0003365856989791829, 0.001935005363554826, 0.0003413312696426393, 0.0004168650507117805, 0.0003413312696426393, 0.0004168650507117805, 32.057776657782085, 34.80847101449207, 34.729043404884465, 27.133178268419506, 34.668239238186885, 33.80004513890886, 34.668239238186885, 33.80004513890886]
peppers256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249915117869244, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249995465831013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249995465839317, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249995465831013"
[1] "Starting iterative with newton 0.0249995465831013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00133274133906808, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00133274942974193, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00133274133906808"
[1] "Starting iterative with newton 0.00133274133906808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125835588156261, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125836280572168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00125835588156261"
[1] "Starting iterative with newton 0.00125835588156261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812764908818, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813456984019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00125812764908818"
[1] "Starting iterative with newton 0.00125812764908818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812694886908, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813386961065, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.35467705070719e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249505353508529, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249583819903713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249583819911472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249583819911472"
[1] "Starting iterative with newton 0.0249583819911472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00749709163933794, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00749763474227346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00749763474227632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00749763474227346"
[1] "Starting iterative with newton 0.00749763474227346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00734078753526862, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00734130400565605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00734130400565861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00734130400565605"
[1] "Starting iterative with newton 0.00734130400565605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733939420757671, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733991044383445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.007339910443837, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00733991044383445"
[1] "Starting iterative with newton 0.00733991044383445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733938178768246, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733989802185346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00733989802185601, diff to last: 0"
[1] "Final threshold is: 0.000195711469900365"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0664032383953489, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665777763943568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665777775990544, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0665777763943568"
[1] "Starting iterative with newton 0.0665777763943568"
[1] "Starting newton at: 0.00814812218295224"
[1] "Newton iter: 1, lambda:0.0383695690257258, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0383923624843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0383923624972639, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0383923624972639"
[1] "Starting iterative with newton 0.0383923624972639"
[1] "Starting newton at: 0.0363335360800451"
[1] "Newton iter: 1, lambda:0.0380751040475066, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0380751792835588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380751792835589, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0380751792835588"
[1] "Starting iterative with newton 0.0380751792835588"
[1] "Starting newton at: 0.0366507192937503"
[1] "Newton iter: 1, lambda:0.038071439228, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714892929325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714892929326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0380714892929325"
[1] "Starting iterative with newton 0.0380714892929325"
[1] "Starting newton at: 0.0366544092843766"
[1] "Newton iter: 1, lambda:0.0380713965470756, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714463492435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714463492436, diff to last: 0"
[1] "Final threshold is: 0.00101513927088074"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145877857461851, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147754507313069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147754816051146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147754816051154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147754816051154"
[1] "Starting iterative with newton 0.147754816051154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052245121462157, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0523797581156676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05237975900967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0523797581156676"
[1] "Starting iterative with newton 0.0523797581156676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486852800981503, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487981616145121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487981622213071, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0487981616145121"
[1] "Starting iterative with newton 0.0487981616145121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485515156312664, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486636261120033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486636267097302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486636267097302"
[1] "Starting iterative with newton 0.0486636267097302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485464904431513, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486585720238473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486585726212358, diff to last: 0"
[1] "Final threshold is: 0.00129743500872716"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.228888647565255"
[1] "Newton iter: 1, lambda:0.210819489423523, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.210861270412556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210861270636388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210861270636388"
[1] "Starting iterative with newton 0.210861270636388"
[1] "Starting newton at: 0.1656346566972"
[1] "Newton iter: 1, lambda:0.0861257405409618, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0865687940116535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0865688077978211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0865688077978211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0865688077978211"
[1] "Starting iterative with newton 0.0865688077978211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800860164095336, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805232547520335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805232677748168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0805232677748168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0805232547520335"
[1] "Starting iterative with newton 0.0805232547520335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797886559211681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802219996375663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802220124102258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802220124102258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0802220124102258"
[1] "Starting iterative with newton 0.0802220124102258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797738208744522, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802069709095513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802069836698424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802069836698424, diff to last: 0"
[1] "Final threshold is: 0.00213864370098367"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.242105954842779"
[1] "Newton iter: 1, lambda:0.339332054869544, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.341320419438044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341321239463142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341321239463281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341321239463142"
[1] "Starting iterative with newton 0.341321239463142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143091898241765, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145553430836339, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.145554157535936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145554157535999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145554157535936"
[1] "Starting iterative with newton 0.145554157535936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127484524181428, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129334754840849, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129335143953322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129335143953339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129335143953322"
[1] "Starting iterative with newton 0.129335143953322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126160157977111, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127963631132563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127963999112063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127963999112078, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127963999112063"
[1] "Starting iterative with newton 0.127963999112063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126047995211134, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127847543384507, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12784790961947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127847909619485, diff to last: 0"
[1] "Final threshold is: 0.00340894413530286"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.553628327309281"
[1] "Newton iter: 1, lambda:0.440754928384074, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.443926832298359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.443929411426618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443929411428322, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.443929411428322"
[1] "Starting iterative with newton 0.443929411428322"
[1] "Starting newton at: 0.243362077278226"
[1] "Newton iter: 1, lambda:0.197883707503432, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.198208965624255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.198208982305693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198208982305693, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198208982305693"
[1] "Starting iterative with newton 0.198208982305693"
[1] "Starting newton at: 0.278456614766451"
[1] "Newton iter: 1, lambda:0.171115521838527, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.172807205122854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.172807627583918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172807627583944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172807627583918"
[1] "Starting iterative with newton 0.172807627583918"
[1] "Starting newton at: 0.289196705120309"
[1] "Newton iter: 1, lambda:0.167943686927354, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.170085585891263, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.170086258365464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17008625836553, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17008625836553"
[1] "Starting iterative with newton 0.17008625836553"
[1] "Starting newton at: 0.286281884195056"
[1] "Newton iter: 1, lambda:0.167747377126301, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.169793138055333, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169793751046928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169793751046983, diff to last: 0"
[1] "Final threshold is: 0.00452739050302221"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.545881480695127"
[1] "Newton iter: 1, lambda:0.519083347931651, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.519298336981483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.519298350927984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519298350927984, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519298350927984"
[1] "Starting iterative with newton 0.519298350927984"
[1] "Starting newton at: 0.258040917772899"
[1] "Newton iter: 1, lambda:0.255452551769489, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.255453816361826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255453816362128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255453816361826"
[1] "Starting iterative with newton 0.255453816361826"
[1] "Starting newton at: 0.180972725161496"
[1] "Newton iter: 1, lambda:0.225632478210723, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.225989237400462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225989260103472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225989260103472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.225989260103472"
[1] "Starting iterative with newton 0.225989260103472"
[1] "Starting newton at: 0.1773150486558"
[1] "Newton iter: 1, lambda:0.222169204748897, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.222526678595899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222526701239743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222526701239743, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222526701239743"
[1] "Starting iterative with newton 0.222526701239743"
[1] "Starting newton at: 0.18077760751953"
[1] "Newton iter: 1, lambda:0.221818017985588, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.222116989343295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222117005169627, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222117005169627, diff to last: 0"
[1] "Final threshold is: 0.0059225408094481"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 0.639101672803461"
[1] "Newton iter: 1, lambda:0.607511300907773, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.607876711944315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607876761351218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607876761351219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607876761351219"
[1] "Starting iterative with newton 0.607876761351219"
[1] "Starting newton at: 0.370977021682867"
[1] "Newton iter: 1, lambda:0.439106920279463, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.440616512097671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.440617244271247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44061724427142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440617244271247"
[1] "Starting iterative with newton 0.440617244271247"
[1] "Starting newton at: 0.373847726639524"
[1] "Newton iter: 1, lambda:0.408838130685449, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.409222128805848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.409222174786587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409222174786588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.409222174786588"
[1] "Starting iterative with newton 0.409222174786588"
[1] "Starting newton at: 0.38118224634037"
[1] "Newton iter: 1, lambda:0.402953870815406, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.403101309723241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.40310131646069, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40310131646069"
[1] "Starting iterative with newton 0.40310131646069"
[1] "Starting newton at: 0.374065132561455"
[1] "Newton iter: 1, lambda:0.401662972803759, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.401899809625773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.401899826990009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401899826990009, diff to last: 0"
[1] "Final threshold is: 0.0107162804794738"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 0.643906191238841"
[1] "Newton iter: 1, lambda:0.670052927985681, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670347990099227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6703480273368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6703480273368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6703480273368"
[1] "Starting iterative with newton 0.6703480273368"
[1] "Starting newton at: 0.415302361680444"
[1] "Newton iter: 1, lambda:0.496910201141345, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.499418150321735, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.499420482325768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499420482327783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499420482325768"
[1] "Starting iterative with newton 0.499420482325768"
[1] "Starting newton at: 0.437034383537675"
[1] "Newton iter: 1, lambda:0.461844639572727, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.462065723710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.462065741185247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462065741185247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.462065741185247"
[1] "Starting iterative with newton 0.462065741185247"
[1] "Starting newton at: 0.438631303067453"
[1] "Newton iter: 1, lambda:0.453576000337143, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.453655393501387, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453655395735884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453655395735884"
[1] "Starting iterative with newton 0.453655395735884"
[1] "Starting newton at: 0.434554521653754"
[1] "Newton iter: 1, lambda:0.451646841548612, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.451750530131139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451750533935137, diff to last: 0"
[1] "Final threshold is: 0.012045502643427"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 0.590278017837892"
[1] "Newton iter: 1, lambda:0.70733492334476, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.713932481222757, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.713952673427092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713952673615758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713952673615758"
[1] "Starting iterative with newton 0.713952673615758"
[1] "Starting newton at: 0.559286559313616"
[1] "Newton iter: 1, lambda:0.579100561913641, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.579266614290404, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579266625890107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579266625890107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.579266625890107"
[1] "Starting iterative with newton 0.579266625890107"
[1] "Starting newton at: 0.56812027644284"
[1] "Newton iter: 1, lambda:0.546633328252916, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.546821727309064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546821741876257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546821741876258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546821741876257"
[1] "Starting iterative with newton 0.546821741876257"
[1] "Starting newton at: 0.576471404305009"
[1] "Newton iter: 1, lambda:0.538151110538924, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.538743917670064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.538744061001005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538744061001014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538744061001005"
[1] "Starting iterative with newton 0.538744061001005"
[1] "Starting newton at: 0.576978931319553"
[1] "Newton iter: 1, lambda:0.536042515173184, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.536717497776279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536717683305253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536717683305267, diff to last: 0"
[1] "Final threshold is: 0.014311071680893"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.08536821880413"
[1] "Newton iter: 1, lambda:0.959194530565387, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.969335860313368, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.969407054842258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.969407058331697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.969407058331697"
[1] "Starting iterative with newton 0.969407058331697"
[1] "Starting newton at: 1.09216240138376"
[1] "Newton iter: 1, lambda:0.979082048209671, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.987361243566852, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.987409074148275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.987409075737321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.987409074148275"
[1] "Starting iterative with newton 0.987409074148275"
[1] "Starting newton at: 1.09974321622297"
[1] "Newton iter: 1, lambda:0.984845149877294, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.993404004499847, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.993455284379867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993455286211859, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.993455284379867"
[1] "Starting iterative with newton 0.993455284379867"
[1] "Starting newton at: 1.10084702129774"
[1] "Newton iter: 1, lambda:0.987008910181169, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.995423757427721, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.995473372527652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995473374244346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995473374244346"
[1] "Starting iterative with newton 0.995473374244346"
[1] "Starting newton at: 1.09954154117338"
[1] "Newton iter: 1, lambda:0.988007078433493, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.99609967009737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.996145565044376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996145566513773, diff to last: 0"
[1] "Final threshold is: 0.0265612835749364"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.02525500077077"
[1] "Newton iter: 1, lambda:1.00511081180926, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00539912827685, diff to last: 0"
[1] "Newton iter: 3, lambda:1.0053991880748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0053991880748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0053991880748"
[1] "Starting iterative with newton 1.0053991880748"
[1] "Starting newton at: 1.03055801272142"
[1] "Newton iter: 1, lambda:1.05373506156729, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.05413421299265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05413432972969, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0541343297297, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05413432972969"
[1] "Starting iterative with newton 1.05413432972969"
[1] "Starting newton at: 1.02928415536686"
[1] "Newton iter: 1, lambda:1.069727605637, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.07096358594593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07096471274235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07096471274328, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07096471274235"
[1] "Starting iterative with newton 1.07096471274235"
[1] "Starting newton at: 1.0298639121536"
[1] "Newton iter: 1, lambda:1.07510666019905, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.07666123037321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07666301696593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07666301696829, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07666301696829"
[1] "Starting iterative with newton 1.07666301696829"
[1] "Starting newton at: 1.03246843757338"
[1] "Newton iter: 1, lambda:1.0770663503555, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.0785774795089, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07857916876631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07857916876842, diff to last: 0"
[1] "Final threshold is: 0.0287592980031998"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 0.987826421480951"
[1] "Newton iter: 1, lambda:1.06030815241451, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.06459018446164, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06460455219994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06460455236126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06460455219994"
[1] "Starting iterative with newton 1.06460455219994"
[1] "Starting newton at: 0.988793301658805"
[1] "Newton iter: 1, lambda:1.13902892338346, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.15903727891329, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.15936701164353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15936709999231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15936709999232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15936709999232"
[1] "Starting iterative with newton 1.15936709999232"
[1] "Starting newton at: 1.02187086918678"
[1] "Newton iter: 1, lambda:1.17342209230678, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.19415892115541, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.19451845924768, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19451856577713, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19451856577714, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19451856577713"
[1] "Starting iterative with newton 1.19451856577713"
[1] "Starting newton at: 1.03165942872464"
[1] "Newton iter: 1, lambda:1.18526095471079, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.20671865251376, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.20710582139188, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20710594554764, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20710594554765, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20710594554765"
[1] "Starting iterative with newton 1.20710594554765"
[1] "Starting newton at: 1.03124518839158"
[1] "Newton iter: 1, lambda:1.18853518471759, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.21112504959555, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.21155528507949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21155543866921, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21155543866923, diff to last: 0"
[1] "Final threshold is: 0.0323049850368166"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29193332380301"
[1] "Newton iter: 1, lambda:1.48269703356174, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.54001450101529, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.544865702341, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.54489873286917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54489873439243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54489873439243"
[1] "Starting iterative with newton 1.54489873439243"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.117467573823695"
threshold is:
[{'ad': 3.354677050707194e-05, 'da': 0.00019571146990036468, 'dd': 0.0010151392708807423}, {'ad': 0.0012974350087271605, 'da': 0.0021386437009836686, 'dd': 0.0034089441353028632}, {'ad': 0.004527390503022212, 'da': 0.005922540809448104, 'dd': 0.010716280479473839}, {'ad': 0.01204550264342696, 'da': 0.014311071680892996, 'dd': 0.02656128357493635}, {'ad': 0.028759298003199794, 'da': 0.032304985036816634, 'dd': 0.1174675738236952}]
Number of points in noise estimation: 128
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.985955878225"
[1] "Starting iterative with newton 49.985955878225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5949966069283"
[1] "Starting iterative with newton 35.5949966069283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9087164832546"
[1] "Starting iterative with newton 31.9087164832546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4884061727877"
[1] "Starting iterative with newton 18.4884061727877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.2385383185096"
[1] "Starting iterative with newton 14.2385383185096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65104902210478"
[1] "Starting iterative with newton 6.65104902210478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.94967367273922"
[1] "Starting iterative with newton 4.94967367273922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92038627770241"
[1] "Starting iterative with newton 3.92038627770241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 2.13475058520964"
[1] "Newton iter: 1, lambda:1.74609537505348, diff to last: 0.389"
[1] "Newton iter: 2, lambda:1.73169268351512, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.73160012650985, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73160012257337, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73160012257337"
[1] "Starting iterative with newton 1.73160012257337"
[1] "Starting newton at: 2.07937766673745"
[1] "Newton iter: 1, lambda:1.71035469687471, diff to last: 0.369"
[1] "Newton iter: 2, lambda:1.69187611843503, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.69171028123876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69171026740465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69171026740465, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69171026740465"
[1] "Starting iterative with newton 1.69171026740465"
[1] "Starting newton at: 2.0074078132088"
[1] "Newton iter: 1, lambda:1.65882563603019, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.63514479098444, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.63483789100368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63483783733027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63483783733027, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.63483783733027"
[1] "Starting iterative with newton 1.63483783733027"
[1] "Starting newton at: 1.92831524485355"
[1] "Newton iter: 1, lambda:1.60092256172926, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.57204238555066, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.5715225943695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57152241848687, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57152241848685, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57152241848687"
[1] "Starting iterative with newton 1.57152241848687"
[1] "Starting newton at: 1.84649020299126"
[1] "Newton iter: 1, lambda:1.54704171513909, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.51498723344496, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.51426784213266, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.51426746389801, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5142674638979, diff to last: 0"
[1] "Final threshold is: 0.0403765161722124"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 1.89882206539121"
[1] "Newton iter: 1, lambda:1.57794012793681, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.54638220845241, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.54571453435288, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54571422201804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54571422201797, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54571422201797"
[1] "Starting iterative with newton 1.54571422201797"
[1] "Starting newton at: 1.84291052546846"
[1] "Newton iter: 1, lambda:1.53174770510639, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.49563188637307, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.49466497225433, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49466424723739, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49466424723698, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49466424723698"
[1] "Starting iterative with newton 1.49466424723698"
[1] "Starting newton at: 1.76999158298516"
[1] "Newton iter: 1, lambda:1.47258965798246, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.43111020550058, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.42966437254462, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.42966253599281, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42966253598984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42966253598984"
[1] "Starting iterative with newton 1.42966253598984"
[1] "Starting newton at: 1.68960785284968"
[1] "Newton iter: 1, lambda:1.41098190373281, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.36544793523295, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.36347150167572, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.36346762171324, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36346762169827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36346762169827"
[1] "Starting iterative with newton 1.36346762169827"
[1] "Starting newton at: 1.61289872439884"
[1] "Newton iter: 1, lambda:1.33687927553735, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.28227584318209, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.27896520964098, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.2789525490034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27895254881794, diff to last: 0"
[1] "Final threshold is: 0.0341020655214457"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 1.60940208839642"
[1] "Newton iter: 1, lambda:1.46069931343608, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.44680604296343, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.44665090955794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44665088989986, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44665088989986, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44665088989986"
[1] "Starting iterative with newton 1.44665088989986"
[1] "Starting newton at: 1.69448691811394"
[1] "Newton iter: 1, lambda:1.52537273494499, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.51100724810767, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.51086280937036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51086279447202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51086279447202, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51086279447202"
[1] "Starting iterative with newton 1.51086279447202"
[1] "Starting newton at: 1.74579651440886"
[1] "Newton iter: 1, lambda:1.57401748458221, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.56131195424751, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.56121077710454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56121077055765, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56121077055765"
[1] "Starting iterative with newton 1.56121077055765"
[1] "Starting newton at: 1.79225658260081"
[1] "Newton iter: 1, lambda:1.6137572722555, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.60192853988235, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.60184864121234, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6018486374904, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60184864121234"
[1] "Starting iterative with newton 1.60184864121234"
[1] "Starting newton at: 1.85061599466401"
[1] "Newton iter: 1, lambda:1.65352535131054, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.64175970573607, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.64168791355922, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6416879108246, diff to last: 0"
[1] "Final threshold is: 0.043774062417288"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.3498998657444"
[1] "Newton iter: 1, lambda:1.31203844455907, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.31064778313975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3106458346096, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31064583460577, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31064583460577"
[1] "Starting iterative with newton 1.31064583460577"
[1] "Starting newton at: 1.7740412905559"
[1] "Newton iter: 1, lambda:1.77176823332705, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.77176695562556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77176695562515, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77176695562556"
[1] "Starting iterative with newton 1.77176695562556"
[1] "Starting newton at: 2.09419540663832"
[1] "Newton iter: 1, lambda:2.07143000046763, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.07146419631213, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07146419636586, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.07146419636586"
[1] "Starting iterative with newton 2.07146419636586"
[1] "Starting newton at: 2.23955486399789"
[1] "Newton iter: 1, lambda:2.22876753689145, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.22878509487087, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22878509491498, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22878509487087"
[1] "Starting iterative with newton 2.22878509487087"
[1] "Starting newton at: 2.42241542275827"
[1] "Newton iter: 1, lambda:2.29315661856062, diff to last: 0.129"
[1] "Newton iter: 2, lambda:2.2972884214299, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.29729136925125, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29729136925277, diff to last: 0"
[1] "Final threshold is: 0.0612551113553956"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.30177854143552"
[1] "Newton iter: 1, lambda:1.32215189808597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.32174893835538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3217487837202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32174878372018, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32174878372018"
[1] "Starting iterative with newton 1.32174878372018"
[1] "Starting newton at: 1.74422685880515"
[1] "Newton iter: 1, lambda:1.82919118939553, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.82758434811461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82758402814993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82758402814992, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82758402814992"
[1] "Starting iterative with newton 1.82758402814992"
[1] "Starting newton at: 2.1214893013854"
[1] "Newton iter: 1, lambda:2.16488016467687, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.16515534250421, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16515535638186, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16515535638186, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16515534250421"
[1] "Starting iterative with newton 2.16515534250421"
[1] "Starting newton at: 2.32360458047469"
[1] "Newton iter: 1, lambda:2.34096546490469, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.3410459529966, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34104595479772, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34104595479772"
[1] "Starting iterative with newton 2.34104595479772"
[1] "Starting newton at: 2.50762401372702"
[1] "Newton iter: 1, lambda:2.41970438058554, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.42239450725573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.42239673616328, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42239673616482, diff to last: 0"
[1] "Final threshold is: 0.0645909281715939"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 1.39483785976976"
[1] "Newton iter: 1, lambda:1.36723946607241, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.36660274143905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36660239018607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36660239018596, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36660239018607"
[1] "Starting iterative with newton 1.36660239018607"
[1] "Starting newton at: 1.94359038304496"
[1] "Newton iter: 1, lambda:1.93265272062236, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.93265492338347, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9326549233835, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9326549233835"
[1] "Starting iterative with newton 1.9326549233835"
[1] "Starting newton at: 2.23233561927207"
[1] "Newton iter: 1, lambda:2.26495993479078, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.26522412397051, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26522414298325, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26522414298325, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.26522414298325"
[1] "Starting iterative with newton 2.26522414298325"
[1] "Starting newton at: 2.40900405872788"
[1] "Newton iter: 1, lambda:2.4176303512206, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.41765543377234, diff to last: 0"
[1] "Newton iter: 3, lambda:2.41765543398732, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41765543398732"
[1] "Starting iterative with newton 2.41765543398732"
[1] "Starting newton at: 2.56653992029451"
[1] "Newton iter: 1, lambda:2.48501906634419, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.48764638382792, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.48764889781698, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48764889781929, diff to last: 0"
[1] "Final threshold is: 0.0663308156242332"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96659524896573"
[1] "Newton iter: 1, lambda:2.13849662149018, diff to last: 0.172"
[1] "Newton iter: 2, lambda:2.15122459328004, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.15132500440222, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15132501075202, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.15132500440222"
[1] "Starting iterative with newton 2.15132500440222"
[1] "Starting newton at: 3.02255583118427"
[1] "Newton iter: 1, lambda:2.95391246467744, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.95966089880635, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.95970369536425, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95970369772784, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95970369536425"
[1] "Starting iterative with newton 2.95970369536425"
[1] "Starting newton at: 3.57128744149908"
[1] "Newton iter: 1, lambda:3.5234230192708, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.52666250620978, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.52667840342237, diff to last: 0"
[1] "Newton iter: 4, lambda:3.52667840380365, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52667840342237"
[1] "Starting iterative with newton 3.52667840342237"
[1] "Starting newton at: 3.94087188766605"
[1] "Newton iter: 1, lambda:3.88570061716624, diff to last: 0.055"
[1] "Newton iter: 2, lambda:3.88998902989643, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.89001760602791, diff to last: 0"
[1] "Newton iter: 4, lambda:3.89001760728821, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.89001760728821"
[1] "Starting iterative with newton 3.89001760728821"
[1] "Starting newton at: 4.10089769047897"
[1] "Newton iter: 1, lambda:4.0181482878666, diff to last: 0.083"
[1] "Newton iter: 2, lambda:4.02722297935744, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.02735126522025, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02735129046781, diff to last: 0"
[1] "Newton iter: 5, lambda:4.02735129046781, diff to last: 0"
[1] "Final threshold is: 0.107385530223423"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04037651617221244}, {'ad': 0.03410206552144571, 'da': 0.043774062417287964, 'dd': 0.06125511135539561}, {'ad': 0.06459092817159391, 'da': 0.06633081562423317, 'dd': 0.10738553022342281}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375296395959235. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.985955878225"
[1] "Starting iterative with newton 49.985955878225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.5949966069283"
[1] "Starting iterative with newton 35.5949966069283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9087164832546"
[1] "Starting iterative with newton 31.9087164832546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.4884061727877"
[1] "Starting iterative with newton 18.4884061727877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.2385383185096"
[1] "Starting iterative with newton 14.2385383185096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.65104902210478"
[1] "Starting iterative with newton 6.65104902210478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.94967367273922"
[1] "Starting iterative with newton 4.94967367273922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92038627770241"
[1] "Starting iterative with newton 3.92038627770241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 2.13475058520964"
[1] "Newton iter: 1, lambda:1.74609537505348, diff to last: 0.389"
[1] "Newton iter: 2, lambda:1.73169268351512, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.73160012650985, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73160012257337, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73160012257337"
[1] "Starting iterative with newton 1.73160012257337"
[1] "Starting newton at: 2.07937766673745"
[1] "Newton iter: 1, lambda:1.71035469687471, diff to last: 0.369"
[1] "Newton iter: 2, lambda:1.69187611843503, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.69171028123876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69171026740465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69171026740465, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69171026740465"
[1] "Starting iterative with newton 1.69171026740465"
[1] "Starting newton at: 2.0074078132088"
[1] "Newton iter: 1, lambda:1.65882563603019, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.63514479098444, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.63483789100368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63483783733027, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63483783733027, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.63483783733027"
[1] "Starting iterative with newton 1.63483783733027"
[1] "Starting newton at: 1.92831524485355"
[1] "Newton iter: 1, lambda:1.60092256172926, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.57204238555066, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.5715225943695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57152241848687, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57152241848685, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57152241848687"
[1] "Starting iterative with newton 1.57152241848687"
[1] "Starting newton at: 1.84649020299126"
[1] "Newton iter: 1, lambda:1.54704171513909, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.51498723344496, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.51426784213266, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.51426746389801, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5142674638979, diff to last: 0"
[1] "Final threshold is: 0.0403765161722124"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 1.89882206539121"
[1] "Newton iter: 1, lambda:1.57794012793681, diff to last: 0.321"
[1] "Newton iter: 2, lambda:1.54638220845241, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.54571453435288, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54571422201804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54571422201797, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54571422201797"
[1] "Starting iterative with newton 1.54571422201797"
[1] "Starting newton at: 1.84291052546846"
[1] "Newton iter: 1, lambda:1.53174770510639, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.49563188637307, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.49466497225433, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49466424723739, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49466424723698, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49466424723698"
[1] "Starting iterative with newton 1.49466424723698"
[1] "Starting newton at: 1.76999158298516"
[1] "Newton iter: 1, lambda:1.47258965798246, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.43111020550058, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.42966437254462, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.42966253599281, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42966253598984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42966253598984"
[1] "Starting iterative with newton 1.42966253598984"
[1] "Starting newton at: 1.68960785284968"
[1] "Newton iter: 1, lambda:1.41098190373281, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.36544793523295, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.36347150167572, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.36346762171324, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36346762169827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36346762169827"
[1] "Starting iterative with newton 1.36346762169827"
[1] "Starting newton at: 1.61289872439884"
[1] "Newton iter: 1, lambda:1.33687927553735, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.28227584318209, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.27896520964098, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.2789525490034, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27895254881794, diff to last: 0"
[1] "Final threshold is: 0.0341020655214457"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 1.60940208839642"
[1] "Newton iter: 1, lambda:1.46069931343608, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.44680604296343, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.44665090955794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44665088989986, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44665088989986, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44665088989986"
[1] "Starting iterative with newton 1.44665088989986"
[1] "Starting newton at: 1.69448691811394"
[1] "Newton iter: 1, lambda:1.52537273494499, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.51100724810767, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.51086280937036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51086279447202, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51086279447202, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51086279447202"
[1] "Starting iterative with newton 1.51086279447202"
[1] "Starting newton at: 1.74579651440886"
[1] "Newton iter: 1, lambda:1.57401748458221, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.56131195424751, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.56121077710454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56121077055765, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56121077055765"
[1] "Starting iterative with newton 1.56121077055765"
[1] "Starting newton at: 1.79225658260081"
[1] "Newton iter: 1, lambda:1.6137572722555, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.60192853988235, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.60184864121234, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6018486374904, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60184864121234"
[1] "Starting iterative with newton 1.60184864121234"
[1] "Starting newton at: 1.85061599466401"
[1] "Newton iter: 1, lambda:1.65352535131054, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.64175970573607, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.64168791355922, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6416879108246, diff to last: 0"
[1] "Final threshold is: 0.043774062417288"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.3498998657444"
[1] "Newton iter: 1, lambda:1.31203844455907, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.31064778313975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.3106458346096, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31064583460577, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31064583460577"
[1] "Starting iterative with newton 1.31064583460577"
[1] "Starting newton at: 1.7740412905559"
[1] "Newton iter: 1, lambda:1.77176823332705, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.77176695562556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77176695562515, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.77176695562556"
[1] "Starting iterative with newton 1.77176695562556"
[1] "Starting newton at: 2.09419540663832"
[1] "Newton iter: 1, lambda:2.07143000046763, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.07146419631213, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07146419636586, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.07146419636586"
[1] "Starting iterative with newton 2.07146419636586"
[1] "Starting newton at: 2.23955486399789"
[1] "Newton iter: 1, lambda:2.22876753689145, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.22878509487087, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22878509491498, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22878509487087"
[1] "Starting iterative with newton 2.22878509487087"
[1] "Starting newton at: 2.42241542275827"
[1] "Newton iter: 1, lambda:2.29315661856062, diff to last: 0.129"
[1] "Newton iter: 2, lambda:2.2972884214299, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.29729136925125, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29729136925277, diff to last: 0"
[1] "Final threshold is: 0.0612551113553956"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.30177854143552"
[1] "Newton iter: 1, lambda:1.32215189808597, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.32174893835538, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3217487837202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32174878372018, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32174878372018"
[1] "Starting iterative with newton 1.32174878372018"
[1] "Starting newton at: 1.74422685880515"
[1] "Newton iter: 1, lambda:1.82919118939553, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.82758434811461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82758402814993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82758402814992, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82758402814992"
[1] "Starting iterative with newton 1.82758402814992"
[1] "Starting newton at: 2.1214893013854"
[1] "Newton iter: 1, lambda:2.16488016467687, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.16515534250421, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16515535638186, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16515535638186, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.16515534250421"
[1] "Starting iterative with newton 2.16515534250421"
[1] "Starting newton at: 2.32360458047469"
[1] "Newton iter: 1, lambda:2.34096546490469, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.3410459529966, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34104595479772, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34104595479772"
[1] "Starting iterative with newton 2.34104595479772"
[1] "Starting newton at: 2.50762401372702"
[1] "Newton iter: 1, lambda:2.41970438058554, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.42239450725573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.42239673616328, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42239673616482, diff to last: 0"
[1] "Final threshold is: 0.0645909281715939"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 1.39483785976976"
[1] "Newton iter: 1, lambda:1.36723946607241, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.36660274143905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.36660239018607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36660239018596, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36660239018607"
[1] "Starting iterative with newton 1.36660239018607"
[1] "Starting newton at: 1.94359038304496"
[1] "Newton iter: 1, lambda:1.93265272062236, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.93265492338347, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9326549233835, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9326549233835"
[1] "Starting iterative with newton 1.9326549233835"
[1] "Starting newton at: 2.23233561927207"
[1] "Newton iter: 1, lambda:2.26495993479078, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.26522412397051, diff to last: 0"
[1] "Newton iter: 3, lambda:2.26522414298325, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26522414298325, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.26522414298325"
[1] "Starting iterative with newton 2.26522414298325"
[1] "Starting newton at: 2.40900405872788"
[1] "Newton iter: 1, lambda:2.4176303512206, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.41765543377234, diff to last: 0"
[1] "Newton iter: 3, lambda:2.41765543398732, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41765543398732"
[1] "Starting iterative with newton 2.41765543398732"
[1] "Starting newton at: 2.56653992029451"
[1] "Newton iter: 1, lambda:2.48501906634419, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.48764638382792, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.48764889781698, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48764889781929, diff to last: 0"
[1] "Final threshold is: 0.0663308156242332"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.96659524896573"
[1] "Newton iter: 1, lambda:2.13849662149018, diff to last: 0.172"
[1] "Newton iter: 2, lambda:2.15122459328004, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.15132500440222, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15132501075202, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.15132500440222"
[1] "Starting iterative with newton 2.15132500440222"
[1] "Starting newton at: 3.02255583118427"
[1] "Newton iter: 1, lambda:2.95391246467744, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.95966089880635, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.95970369536425, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95970369772784, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95970369536425"
[1] "Starting iterative with newton 2.95970369536425"
[1] "Starting newton at: 3.57128744149908"
[1] "Newton iter: 1, lambda:3.5234230192708, diff to last: 0.048"
[1] "Newton iter: 2, lambda:3.52666250620978, diff to last: 0.003"
[1] "Newton iter: 3, lambda:3.52667840342237, diff to last: 0"
[1] "Newton iter: 4, lambda:3.52667840380365, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.52667840342237"
[1] "Starting iterative with newton 3.52667840342237"
[1] "Starting newton at: 3.94087188766605"
[1] "Newton iter: 1, lambda:3.88570061716624, diff to last: 0.055"
[1] "Newton iter: 2, lambda:3.88998902989643, diff to last: 0.004"
[1] "Newton iter: 3, lambda:3.89001760602791, diff to last: 0"
[1] "Newton iter: 4, lambda:3.89001760728821, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.89001760728821"
[1] "Starting iterative with newton 3.89001760728821"
[1] "Starting newton at: 4.10089769047897"
[1] "Newton iter: 1, lambda:4.0181482878666, diff to last: 0.083"
[1] "Newton iter: 2, lambda:4.02722297935744, diff to last: 0.009"
[1] "Newton iter: 3, lambda:4.02735126522025, diff to last: 0"
[1] "Newton iter: 4, lambda:4.02735129046781, diff to last: 0"
[1] "Newton iter: 5, lambda:4.02735129046781, diff to last: 0"
[1] "Final threshold is: 0.107385530223423"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04037651617221244}, {'ad': 0.03410206552144571, 'da': 0.043774062417287964, 'dd': 0.06125511135539561}, {'ad': 0.06459092817159391, 'da': 0.06633081562423317, 'dd': 0.10738553022342281}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.375296395959235. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.026664058453899867
0.026664058453899867
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249915117869244, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249995465831013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249995465839317, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249995465831013"
[1] "Starting iterative with newton 0.0249995465831013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00133274133906808, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00133274942974193, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00133274133906808"
[1] "Starting iterative with newton 0.00133274133906808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125835588156261, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125836280572168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00125835588156261"
[1] "Starting iterative with newton 0.00125835588156261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812764908818, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813456984019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00125812764908818"
[1] "Starting iterative with newton 0.00125812764908818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00125812694886908, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00125813386961065, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.35467705070719e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249505353508529, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249583819903713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249583819911472, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249583819911472"
[1] "Starting iterative with newton 0.0249583819911472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00749709163933794, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00749763474227346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00749763474227632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00749763474227346"
[1] "Starting iterative with newton 0.00749763474227346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00734078753526862, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00734130400565605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00734130400565861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00734130400565605"
[1] "Starting iterative with newton 0.00734130400565605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733939420757671, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733991044383445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.007339910443837, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00733991044383445"
[1] "Starting iterative with newton 0.00733991044383445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00733938178768246, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00733989802185346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00733989802185601, diff to last: 0"
[1] "Final threshold is: 0.000195711469900365"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0664032383953489, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665777763943568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665777775990544, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0665777763943568"
[1] "Starting iterative with newton 0.0665777763943568"
[1] "Starting newton at: 0.00814812218295224"
[1] "Newton iter: 1, lambda:0.0383695690257258, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0383923624843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0383923624972639, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0383923624972639"
[1] "Starting iterative with newton 0.0383923624972639"
[1] "Starting newton at: 0.0363335360800451"
[1] "Newton iter: 1, lambda:0.0380751040475066, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0380751792835588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380751792835589, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0380751792835588"
[1] "Starting iterative with newton 0.0380751792835588"
[1] "Starting newton at: 0.0366507192937503"
[1] "Newton iter: 1, lambda:0.038071439228, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714892929325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714892929326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0380714892929325"
[1] "Starting iterative with newton 0.0380714892929325"
[1] "Starting newton at: 0.0366544092843766"
[1] "Newton iter: 1, lambda:0.0380713965470756, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0380714463492435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380714463492436, diff to last: 0"
[1] "Final threshold is: 0.00101513927088074"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145877857461851, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147754507313069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147754816051146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147754816051154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147754816051154"
[1] "Starting iterative with newton 0.147754816051154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052245121462157, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0523797581156676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05237975900967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0523797581156676"
[1] "Starting iterative with newton 0.0523797581156676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486852800981503, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487981616145121, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487981622213071, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0487981616145121"
[1] "Starting iterative with newton 0.0487981616145121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485515156312664, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486636261120033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486636267097302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486636267097302"
[1] "Starting iterative with newton 0.0486636267097302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485464904431513, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486585720238473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486585726212358, diff to last: 0"
[1] "Final threshold is: 0.00129743500872716"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.228888647565255"
[1] "Newton iter: 1, lambda:0.210819489423523, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.210861270412556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210861270636388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210861270636388"
[1] "Starting iterative with newton 0.210861270636388"
[1] "Starting newton at: 0.1656346566972"
[1] "Newton iter: 1, lambda:0.0861257405409618, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0865687940116535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0865688077978211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0865688077978211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0865688077978211"
[1] "Starting iterative with newton 0.0865688077978211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800860164095336, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805232547520335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805232677748168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0805232677748168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0805232547520335"
[1] "Starting iterative with newton 0.0805232547520335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797886559211681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802219996375663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802220124102258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802220124102258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0802220124102258"
[1] "Starting iterative with newton 0.0802220124102258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797738208744522, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802069709095513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802069836698424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802069836698424, diff to last: 0"
[1] "Final threshold is: 0.00213864370098367"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.242105954842779"
[1] "Newton iter: 1, lambda:0.339332054869544, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.341320419438044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341321239463142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341321239463281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341321239463142"
[1] "Starting iterative with newton 0.341321239463142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143091898241765, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145553430836339, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.145554157535936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145554157535999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145554157535936"
[1] "Starting iterative with newton 0.145554157535936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127484524181428, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129334754840849, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129335143953322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129335143953339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129335143953322"
[1] "Starting iterative with newton 0.129335143953322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126160157977111, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127963631132563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127963999112063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127963999112078, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127963999112063"
[1] "Starting iterative with newton 0.127963999112063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126047995211134, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127847543384507, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12784790961947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127847909619485, diff to last: 0"
[1] "Final threshold is: 0.00340894413530286"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.553628327309281"
[1] "Newton iter: 1, lambda:0.440754928384074, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.443926832298359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.443929411426618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443929411428322, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.443929411428322"
[1] "Starting iterative with newton 0.443929411428322"
[1] "Starting newton at: 0.243362077278226"
[1] "Newton iter: 1, lambda:0.197883707503432, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.198208965624255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.198208982305693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198208982305693, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198208982305693"
[1] "Starting iterative with newton 0.198208982305693"
[1] "Starting newton at: 0.278456614766451"
[1] "Newton iter: 1, lambda:0.171115521838527, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.172807205122854, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.172807627583918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172807627583944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172807627583918"
[1] "Starting iterative with newton 0.172807627583918"
[1] "Starting newton at: 0.289196705120309"
[1] "Newton iter: 1, lambda:0.167943686927354, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.170085585891263, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.170086258365464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17008625836553, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17008625836553"
[1] "Starting iterative with newton 0.17008625836553"
[1] "Starting newton at: 0.286281884195056"
[1] "Newton iter: 1, lambda:0.167747377126301, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.169793138055333, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169793751046928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169793751046983, diff to last: 0"
[1] "Final threshold is: 0.00452739050302221"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.545881480695127"
[1] "Newton iter: 1, lambda:0.519083347931651, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.519298336981483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.519298350927984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519298350927984, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519298350927984"
[1] "Starting iterative with newton 0.519298350927984"
[1] "Starting newton at: 0.258040917772899"
[1] "Newton iter: 1, lambda:0.255452551769489, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.255453816361826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255453816362128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255453816361826"
[1] "Starting iterative with newton 0.255453816361826"
[1] "Starting newton at: 0.180972725161496"
[1] "Newton iter: 1, lambda:0.225632478210723, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.225989237400462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225989260103472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225989260103472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.225989260103472"
[1] "Starting iterative with newton 0.225989260103472"
[1] "Starting newton at: 0.1773150486558"
[1] "Newton iter: 1, lambda:0.222169204748897, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.222526678595899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222526701239743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222526701239743, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222526701239743"
[1] "Starting iterative with newton 0.222526701239743"
[1] "Starting newton at: 0.18077760751953"
[1] "Newton iter: 1, lambda:0.221818017985588, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.222116989343295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222117005169627, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222117005169627, diff to last: 0"
[1] "Final threshold is: 0.0059225408094481"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78509199649931"
[1] "Starting iterative with newton 1.78509199649931"
[1] "Starting newton at: 0.639101672803461"
[1] "Newton iter: 1, lambda:0.607511300907773, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.607876711944315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607876761351218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607876761351219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607876761351219"
[1] "Starting iterative with newton 0.607876761351219"
[1] "Starting newton at: 0.370977021682867"
[1] "Newton iter: 1, lambda:0.439106920279463, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.440616512097671, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.440617244271247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.44061724427142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440617244271247"
[1] "Starting iterative with newton 0.440617244271247"
[1] "Starting newton at: 0.373847726639524"
[1] "Newton iter: 1, lambda:0.408838130685449, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.409222128805848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.409222174786587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409222174786588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.409222174786588"
[1] "Starting iterative with newton 0.409222174786588"
[1] "Starting newton at: 0.38118224634037"
[1] "Newton iter: 1, lambda:0.402953870815406, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.403101309723241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.40310131646069, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40310131646069"
[1] "Starting iterative with newton 0.40310131646069"
[1] "Starting newton at: 0.374065132561455"
[1] "Newton iter: 1, lambda:0.401662972803759, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.401899809625773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.401899826990009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401899826990009, diff to last: 0"
[1] "Final threshold is: 0.0107162804794738"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61290207952365"
[1] "Starting iterative with newton 1.61290207952365"
[1] "Starting newton at: 0.643906191238841"
[1] "Newton iter: 1, lambda:0.670052927985681, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670347990099227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6703480273368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6703480273368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6703480273368"
[1] "Starting iterative with newton 0.6703480273368"
[1] "Starting newton at: 0.415302361680444"
[1] "Newton iter: 1, lambda:0.496910201141345, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.499418150321735, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.499420482325768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499420482327783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.499420482325768"
[1] "Starting iterative with newton 0.499420482325768"
[1] "Starting newton at: 0.437034383537675"
[1] "Newton iter: 1, lambda:0.461844639572727, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.462065723710985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.462065741185247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462065741185247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.462065741185247"
[1] "Starting iterative with newton 0.462065741185247"
[1] "Starting newton at: 0.438631303067453"
[1] "Newton iter: 1, lambda:0.453576000337143, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.453655393501387, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453655395735884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453655395735884"
[1] "Starting iterative with newton 0.453655395735884"
[1] "Starting newton at: 0.434554521653754"
[1] "Newton iter: 1, lambda:0.451646841548612, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.451750530131139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451750533935137, diff to last: 0"
[1] "Final threshold is: 0.012045502643427"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.37518208291348"
[1] "Starting iterative with newton 1.37518208291348"
[1] "Starting newton at: 0.590278017837892"
[1] "Newton iter: 1, lambda:0.70733492334476, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.713932481222757, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.713952673427092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713952673615758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713952673615758"
[1] "Starting iterative with newton 0.713952673615758"
[1] "Starting newton at: 0.559286559313616"
[1] "Newton iter: 1, lambda:0.579100561913641, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.579266614290404, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579266625890107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579266625890107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.579266625890107"
[1] "Starting iterative with newton 0.579266625890107"
[1] "Starting newton at: 0.56812027644284"
[1] "Newton iter: 1, lambda:0.546633328252916, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.546821727309064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546821741876257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546821741876258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546821741876257"
[1] "Starting iterative with newton 0.546821741876257"
[1] "Starting newton at: 0.576471404305009"
[1] "Newton iter: 1, lambda:0.538151110538924, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.538743917670064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.538744061001005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538744061001014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538744061001005"
[1] "Starting iterative with newton 0.538744061001005"
[1] "Starting newton at: 0.576978931319553"
[1] "Newton iter: 1, lambda:0.536042515173184, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.536717497776279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.536717683305253, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536717683305267, diff to last: 0"
[1] "Final threshold is: 0.014311071680893"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.916786215302276"
[1] "Starting iterative with newton 0.916786215302276"
[1] "Starting newton at: 1.08536821880413"
[1] "Newton iter: 1, lambda:0.959194530565387, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.969335860313368, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.969407054842258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.969407058331697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.969407058331697"
[1] "Starting iterative with newton 0.969407058331697"
[1] "Starting newton at: 1.09216240138376"
[1] "Newton iter: 1, lambda:0.979082048209671, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.987361243566852, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.987409074148275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.987409075737321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.987409074148275"
[1] "Starting iterative with newton 0.987409074148275"
[1] "Starting newton at: 1.09974321622297"
[1] "Newton iter: 1, lambda:0.984845149877294, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.993404004499847, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.993455284379867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.993455286211859, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.993455284379867"
[1] "Starting iterative with newton 0.993455284379867"
[1] "Starting newton at: 1.10084702129774"
[1] "Newton iter: 1, lambda:0.987008910181169, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.995423757427721, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.995473372527652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.995473374244346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.995473374244346"
[1] "Starting iterative with newton 0.995473374244346"
[1] "Starting newton at: 1.09954154117338"
[1] "Newton iter: 1, lambda:0.988007078433493, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.99609967009737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.996145565044376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996145566513773, diff to last: 0"
[1] "Final threshold is: 0.0265612835749364"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.87165302104911"
[1] "Starting iterative with newton 0.87165302104911"
[1] "Starting newton at: 1.02525500077077"
[1] "Newton iter: 1, lambda:1.00511081180926, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.00539912827685, diff to last: 0"
[1] "Newton iter: 3, lambda:1.0053991880748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0053991880748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0053991880748"
[1] "Starting iterative with newton 1.0053991880748"
[1] "Starting newton at: 1.03055801272142"
[1] "Newton iter: 1, lambda:1.05373506156729, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.05413421299265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05413432972969, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0541343297297, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05413432972969"
[1] "Starting iterative with newton 1.05413432972969"
[1] "Starting newton at: 1.02928415536686"
[1] "Newton iter: 1, lambda:1.069727605637, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.07096358594593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.07096471274235, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07096471274328, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.07096471274235"
[1] "Starting iterative with newton 1.07096471274235"
[1] "Starting newton at: 1.0298639121536"
[1] "Newton iter: 1, lambda:1.07510666019905, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.07666123037321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07666301696593, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07666301696829, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07666301696829"
[1] "Starting iterative with newton 1.07666301696829"
[1] "Starting newton at: 1.03246843757338"
[1] "Newton iter: 1, lambda:1.0770663503555, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.0785774795089, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.07857916876631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07857916876842, diff to last: 0"
[1] "Final threshold is: 0.0287592980031998"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.831037989249513"
[1] "Starting iterative with newton 0.831037989249513"
[1] "Starting newton at: 0.987826421480951"
[1] "Newton iter: 1, lambda:1.06030815241451, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.06459018446164, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06460455219994, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06460455236126, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06460455219994"
[1] "Starting iterative with newton 1.06460455219994"
[1] "Starting newton at: 0.988793301658805"
[1] "Newton iter: 1, lambda:1.13902892338346, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.15903727891329, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.15936701164353, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15936709999231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15936709999232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15936709999232"
[1] "Starting iterative with newton 1.15936709999232"
[1] "Starting newton at: 1.02187086918678"
[1] "Newton iter: 1, lambda:1.17342209230678, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.19415892115541, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.19451845924768, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19451856577713, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19451856577714, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19451856577713"
[1] "Starting iterative with newton 1.19451856577713"
[1] "Starting newton at: 1.03165942872464"
[1] "Newton iter: 1, lambda:1.18526095471079, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.20671865251376, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.20710582139188, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20710594554764, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20710594554765, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20710594554765"
[1] "Starting iterative with newton 1.20710594554765"
[1] "Starting newton at: 1.03124518839158"
[1] "Newton iter: 1, lambda:1.18853518471759, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.21112504959555, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.21155528507949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21155543866921, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21155543866923, diff to last: 0"
[1] "Final threshold is: 0.0323049850368166"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0266640584538999"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.29193332380301"
[1] "Newton iter: 1, lambda:1.48269703356174, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.54001450101529, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.544865702341, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.54489873286917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54489873439243, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54489873439243"
[1] "Starting iterative with newton 1.54489873439243"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.117467573823695"
threshold is:
[{'ad': 3.354677050707194e-05, 'da': 0.00019571146990036468, 'dd': 0.0010151392708807423}, {'ad': 0.0012974350087271605, 'da': 0.0021386437009836686, 'dd': 0.0034089441353028632}, {'ad': 0.004527390503022212, 'da': 0.005922540809448104, 'dd': 0.010716280479473839}, {'ad': 0.01204550264342696, 'da': 0.014311071680892996, 'dd': 0.02656128357493635}, {'ad': 0.028759298003199794, 'da': 0.032304985036816634, 'dd': 0.1174675738236952}]
Number of points in noise estimation: 128
Estimated noise: 0.026664058453899867
0.026664058453899867
threshold is:
[{'ad': 0.06364782880628184, 'da': 0.029692381394053724, 'dd': 0.0019924957276855615}, {'ad': 0.0015020686144726625, 'da': 0.0024842918304985653, 'dd': 0.003791615385780226}, {'ad': 0.0031503888660451285, 'da': 0.007298707252661232, 'dd': 0.010852874534085797}, {'ad': 0.012390352349076261, 'da': 0.013400064853985868, 'dd': 0.02097533846953813}, {'ad': 0.024608825846315185, 'da': 0.029499446134989324, 'dd': 0.1174675738236952}]
['peppers256', 0.025, 3, 0.0006187875912593238, 0.0003321608915909502, 0.00033336561189131086, 0.0019151118974457526, 0.00033621485867131395, 0.00040722110181485346, 0.00033621485867131395, 0.00040722110181485346, 32.084584039281275, 34.78651502426716, 34.77079201556912, 27.178058457039803, 34.73383097272618, 33.901697253562205, 34.73383097272618, 33.901697253562205]
peppers256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.026400969715203313
0.026400969715203313
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028588230486653, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286057144487132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286057144552529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286057144487132"
[1] "Starting iterative with newton 0.0286057144487132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00385636947952792, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00385648384301036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00385648384301046, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00385648384301036"
[1] "Starting iterative with newton 0.00385648384301036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369644583648883, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369654843478819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369654843478827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00369654843478819"
[1] "Starting iterative with newton 0.00369654843478819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542758785421, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369553011363358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369553011363366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00369553011363358"
[1] "Starting iterative with newton 0.00369553011363358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542110521091, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369552363052868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369552363052876, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.7565407451406e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224419464812, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224511819876632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224511819892274, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0224511819892274"
[1] "Starting iterative with newton 0.0224511819892274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00792243928810039, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00792291935547431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00792291935547607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00792291935547431"
[1] "Starting iterative with newton 0.00792291935547431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781208333956965, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781255011714321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781255011714488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00781255011714321"
[1] "Starting iterative with newton 0.00781255011714321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781124465595619, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781171133292913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0078117113329308, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0078117113329308"
[1] "Starting iterative with newton 0.0078117113329308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0078112382821126, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781170495832102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781170495832269, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000206236586028737"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0619471128982638, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0620731801608819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0620731806824068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0620731806824068"
[1] "Starting iterative with newton 0.0620731806824068"
[1] "Starting newton at: 0.000640781545994139"
[1] "Newton iter: 1, lambda:0.0417846089141406, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0418319366996623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0418319367622455, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0418319366996623"
[1] "Starting iterative with newton 0.0418319366996623"
[1] "Starting newton at: 0.0208820255287386"
[1] "Newton iter: 1, lambda:0.0414678346577351, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0414796914836809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414796914876127, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0414796914836809"
[1] "Starting iterative with newton 0.0414796914836809"
[1] "Starting newton at: 0.0212342707447201"
[1] "Newton iter: 1, lambda:0.0414620144525836, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414734625291765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414734625328419, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0414734625328419"
[1] "Starting iterative with newton 0.0414734625328419"
[1] "Starting newton at: 0.021240499695559"
[1] "Newton iter: 1, lambda:0.0414619114360513, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414733523488581, diff to last: 0"
[1] "Newton iter: 3, lambda:0.041473352352519, diff to last: 0"
[1] "Final threshold is: 0.00109493671935016"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.251018394120028"
[1] "Newton iter: 1, lambda:0.145721395376832, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.146671397898375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146671475989629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146671475989629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146671475989629"
[1] "Starting iterative with newton 0.146671475989629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520374457151687, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.052163767534816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05216376827902, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.052163767534816"
[1] "Starting iterative with newton 0.052163767534816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487646936178063, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0488724833594704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488724838860157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0488724838860157"
[1] "Starting iterative with newton 0.0488724838860157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486503958425685, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048757570247075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.04875757076709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.048757570247075"
[1] "Starting iterative with newton 0.048757570247075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486464050044308, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048753557961713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487535584815011, diff to last: 0"
[1] "Final threshold is: 0.00128714120725559"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.241905184967261"
[1] "Newton iter: 1, lambda:0.216295299761867, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.216381182267368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216381183236113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216381182267368"
[1] "Starting iterative with newton 0.216381182267368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863829417146678, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869195002180499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0869195208926757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869195208926757, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0869195208926757"
[1] "Starting iterative with newton 0.0869195208926757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0795386755939859, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0799812808629034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0799812945547737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0799812945547738, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0799812945547737"
[1] "Starting iterative with newton 0.0799812945547737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791653538249839, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0796031323140135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0796031456882603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0796031456882604, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0796031456882603"
[1] "Starting iterative with newton 0.0796031456882603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791449875013465, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0795825035476451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0795825169047361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0795825169047361, diff to last: 0"
[1] "Final threshold is: 0.00210105561866159"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.314939259867953"
[1] "Newton iter: 1, lambda:0.33510732454677, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.33519151370271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335191515164939, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33519151370271"
[1] "Starting iterative with newton 0.33519151370271"
[1] "Starting newton at: 0.231734242973998"
[1] "Newton iter: 1, lambda:0.135939704539906, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.136943210862564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13694332133691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136943321336911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13694332133691"
[1] "Starting iterative with newton 0.13694332133691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120342311824028, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121853539132865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121853777134515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12185377713452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12185377713452"
[1] "Starting iterative with newton 0.12185377713452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119183077532079, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120659577813444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12065980412677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120659804126775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12065980412677"
[1] "Starting iterative with newton 0.12065980412677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119091093784624, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12056486215306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120565087560761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120565087560766, diff to last: 0"
[1] "Final threshold is: 0.00318303522540248"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.584509486963448"
[1] "Newton iter: 1, lambda:0.434041575032402, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.439501432462503, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.439508924118242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439508924132329, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.439508924118242"
[1] "Starting iterative with newton 0.439508924118242"
[1] "Starting newton at: 0.259153801669611"
[1] "Newton iter: 1, lambda:0.188287729271354, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.189067825178487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189067920101911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189067920101913, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189067920101911"
[1] "Starting iterative with newton 0.189067920101911"
[1] "Starting newton at: 0.263890874163246"
[1] "Newton iter: 1, lambda:0.161613523996664, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.163121372880972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163121702038478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163121702038493, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163121702038478"
[1] "Starting iterative with newton 0.163121702038478"
[1] "Starting newton at: 0.277615450336479"
[1] "Newton iter: 1, lambda:0.158354923019576, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.160386793190454, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160387385953775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160387385953825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160387385953775"
[1] "Starting iterative with newton 0.160387385953775"
[1] "Starting newton at: 0.263195468019888"
[1] "Newton iter: 1, lambda:0.158533479313892, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.160098200732449, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160098551949081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160098551949099, diff to last: 0"
[1] "Final threshold is: 0.00422675702145606"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.658347595284717"
[1] "Newton iter: 1, lambda:0.506073647704492, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.51265875336944, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.512671683961787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512671684011555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.512671683961787"
[1] "Starting iterative with newton 0.512671683961787"
[1] "Starting newton at: 0.206248712060646"
[1] "Newton iter: 1, lambda:0.250139745525615, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.250517950025238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250517978010322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250517978010322, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250517978010322"
[1] "Starting iterative with newton 0.250517978010322"
[1] "Starting newton at: 0.250056935023999"
[1] "Newton iter: 1, lambda:0.216357746882552, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.216566362976919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216566370990268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216566362976919"
[1] "Starting iterative with newton 0.216566362976919"
[1] "Starting newton at: 0.279896504134905"
[1] "Newton iter: 1, lambda:0.211138413586901, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.211997203868151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211997338498833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211997338498837, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.211997338498833"
[1] "Starting iterative with newton 0.211997338498833"
[1] "Starting newton at: 0.284040039243186"
[1] "Newton iter: 1, lambda:0.210395983804783, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.211379638906807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211379815325612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211379815325618, diff to last: 0"
[1] "Final threshold is: 0.00558063210281675"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 0.605342677445048"
[1] "Newton iter: 1, lambda:0.610561161160365, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.610571274240696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610571274278614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610571274240696"
[1] "Starting iterative with newton 0.610571274240696"
[1] "Starting newton at: 0.396932333922082"
[1] "Newton iter: 1, lambda:0.430077993934143, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.430427462147712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.430427500761735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430427500761735, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.430427500761735"
[1] "Starting iterative with newton 0.430427500761735"
[1] "Starting newton at: 0.378362616569098"
[1] "Newton iter: 1, lambda:0.396476487084605, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.396577097944797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.396577101039726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.396577101039726"
[1] "Starting iterative with newton 0.396577101039726"
[1] "Starting newton at: 0.3664092343618"
[1] "Newton iter: 1, lambda:0.389780437829709, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.389946901384135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.389946909798813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.389946901384135"
[1] "Starting iterative with newton 0.389946901384135"
[1] "Starting newton at: 0.370135871498957"
[1] "Newton iter: 1, lambda:0.388535485576179, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.388638441871075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.388638445085552, diff to last: 0"
[1] "Final threshold is: 0.0102604318188674"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 0.631673226560163"
[1] "Newton iter: 1, lambda:0.668591827752729, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.669180293357398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.669180441022962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669180441022972, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669180441022972"
[1] "Starting iterative with newton 0.669180441022972"
[1] "Starting newton at: 0.419752699977524"
[1] "Newton iter: 1, lambda:0.494855291549628, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.496964463424592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.496966102944204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496966102945194, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.496966102945194"
[1] "Starting iterative with newton 0.496966102945194"
[1] "Starting newton at: 0.424353424265923"
[1] "Newton iter: 1, lambda:0.458973287227504, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.459402113601033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45940217898143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459402178981432, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45940217898143"
[1] "Starting iterative with newton 0.45940217898143"
[1] "Starting newton at: 0.424167484066711"
[1] "Newton iter: 1, lambda:0.450691918535018, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.450941153807473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45094117570869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450941175708691, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.45094117570869"
[1] "Starting iterative with newton 0.45094117570869"
[1] "Starting newton at: 0.426131245525075"
[1] "Newton iter: 1, lambda:0.448840188223659, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.44902240131499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.449022412998523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449022412998523, diff to last: 0"
[1] "Final threshold is: 0.0118546271270215"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 0.792781571845332"
[1] "Newton iter: 1, lambda:0.714543989912732, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.717281097886693, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.717284560187495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717284560193029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717284560193029"
[1] "Starting iterative with newton 0.717284560193029"
[1] "Starting newton at: 0.56014363379443"
[1] "Newton iter: 1, lambda:0.580421384438403, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.580595582385999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58059559516912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58059559516912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.58059559516912"
[1] "Starting iterative with newton 0.58059559516912"
[1] "Starting newton at: 0.602838000292132"
[1] "Newton iter: 1, lambda:0.545525433859324, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.546855704298922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.546856432919258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546856432919477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546856432919258"
[1] "Starting iterative with newton 0.546856432919258"
[1] "Starting newton at: 0.612880875174763"
[1] "Newton iter: 1, lambda:0.535858222374739, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.53823284959378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.538235157677239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538235157679418, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538235157677239"
[1] "Starting iterative with newton 0.538235157677239"
[1] "Starting newton at: 0.616073678536696"
[1] "Newton iter: 1, lambda:0.53327629169013, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.536011456664616, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536014514182432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53601451418625, diff to last: 0"
[1] "Final threshold is: 0.0141513029559406"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.05708282373655"
[1] "Newton iter: 1, lambda:0.969100374365155, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.974165984442824, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.974183754332749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.974183754550799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.974183754332749"
[1] "Starting iterative with newton 0.974183754332749"
[1] "Starting newton at: 1.06415279506093"
[1] "Newton iter: 1, lambda:0.985001935084072, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.989148103378158, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.989160078321613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.989160078421267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.989160078421267"
[1] "Starting iterative with newton 0.989160078421267"
[1] "Starting newton at: 1.08265655086368"
[1] "Newton iter: 1, lambda:0.988433864541781, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.994262004891294, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.994285740852187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994285741244566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.994285741244566"
[1] "Starting iterative with newton 0.994285741244566"
[1] "Starting newton at: 1.08313751940112"
[1] "Newton iter: 1, lambda:0.990346568731302, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.996007897752579, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996030308928447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996030309278505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.996030308928447"
[1] "Starting iterative with newton 0.996030308928447"
[1] "Starting newton at: 1.08627473020591"
[1] "Newton iter: 1, lambda:0.990587883903391, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.996597699590602, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996622966192185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99662296663724, diff to last: 0"
[1] "Final threshold is: 0.0263118127596659"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.04669143188891"
[1] "Newton iter: 1, lambda:0.996028160383201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.99780437269481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99780662750395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99780662750758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99780662750395"
[1] "Starting iterative with newton 0.99780662750395"
[1] "Starting newton at: 1.04544430901814"
[1] "Newton iter: 1, lambda:1.0416975389971, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.04170770799673, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04170770807181, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04170770799673"
[1] "Starting iterative with newton 1.04170770799673"
[1] "Starting newton at: 1.05021782065146"
[1] "Newton iter: 1, lambda:1.05684094977428, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.05687311134918, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05687311210443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05687311134918"
[1] "Starting iterative with newton 1.05687311134918"
[1] "Starting newton at: 1.04978720313499"
[1] "Newton iter: 1, lambda:1.06191324914508, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.06202163361078, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06202164220458, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06202164220458"
[1] "Starting iterative with newton 1.06202164220458"
[1] "Starting newton at: 1.04873434710576"
[1] "Newton iter: 1, lambda:1.06359585273267, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06375903473012, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06375905422342, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06375905422342, diff to last: 0"
[1] "Final threshold is: 0.0280842705748258"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 0.984713191968377"
[1] "Newton iter: 1, lambda:1.05778888652854, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.06213191471673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06214665929948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06214665946896, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06214665946896"
[1] "Starting iterative with newton 1.06214665946896"
[1] "Starting newton at: 0.990246411084017"
[1] "Newton iter: 1, lambda:1.13495028898163, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.15337891229268, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1536570964285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15365715903486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15365715903486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15365715903486"
[1] "Starting iterative with newton 1.15365715903486"
[1] "Starting newton at: 1.00537540947966"
[1] "Newton iter: 1, lambda:1.16448855302981, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.18729701983462, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.18773035029199, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18773050425594, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18773050425595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18773050425595"
[1] "Starting iterative with newton 1.18773050425595"
[1] "Starting newton at: 1.00417509356035"
[1] "Newton iter: 1, lambda:1.1733484666201, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.19940580665497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.19997547302934, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19997574041329, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19997574041335, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19997574041329"
[1] "Starting iterative with newton 1.19997574041329"
[1] "Starting newton at: 1.00578354894474"
[1] "Newton iter: 1, lambda:1.17695782820541, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.20371699679082, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.20431911990483, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20431941913796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20431941913804, diff to last: 0"
[1] "Final threshold is: 0.0317952005120926"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.30455967204241"
[1] "Newton iter: 1, lambda:1.48203994561455, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.53071002004798, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.53411711499581, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.53413308621307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53413308656274, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53413308656274"
[1] "Starting iterative with newton 1.53413308656274"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116308545617676"
threshold is:
[{'ad': 9.756540745140595e-05, 'da': 0.0002062365860287369, 'dd': 0.0010949367193501592}, {'ad': 0.001287141207255594, 'da': 0.0021010556186615926, 'dd': 0.003183035225402479}, {'ad': 0.004226757021456063, 'da': 0.0055806321028167485, 'dd': 0.010260431818867375}, {'ad': 0.011854627127021527, 'da': 0.014151302955940609, 'dd': 0.02631181275966585}, {'ad': 0.028084270574825803, 'da': 0.03179520051209258, 'dd': 0.1163085456176758}]
Number of points in noise estimation: 128
Estimated noise: 0.026400969715203313
0.026400969715203313
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.1142363108621"
[1] "Starting iterative with newton 51.1142363108621"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.6198032454931"
[1] "Starting iterative with newton 36.6198032454931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6863075181211"
[1] "Starting iterative with newton 32.6863075181211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6184736677353"
[1] "Starting iterative with newton 18.6184736677353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4704068120647"
[1] "Starting iterative with newton 14.4704068120647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89368856146054"
[1] "Starting iterative with newton 6.89368856146054"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.97140493520052"
[1] "Starting iterative with newton 4.97140493520052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89540463402365"
[1] "Starting iterative with newton 3.89540463402365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 2.24096505268273"
[1] "Newton iter: 1, lambda:1.74842336454136, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.74104441484874, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74101992366986, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74101992339603, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.74101992366986"
[1] "Starting iterative with newton 1.74101992366986"
[1] "Starting newton at: 2.09191499674076"
[1] "Newton iter: 1, lambda:1.6595987630211, diff to last: 0.432"
[1] "Newton iter: 2, lambda:1.6359753060016, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.6356673685501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63566731409573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63566731409573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63566731409573"
[1] "Starting iterative with newton 1.63566731409573"
[1] "Starting newton at: 2.03438931817218"
[1] "Newton iter: 1, lambda:1.6015496307415, diff to last: 0.433"
[1] "Newton iter: 2, lambda:1.56918779724018, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.56852887288641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56852858618515, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5685285861851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5685285861851"
[1] "Starting iterative with newton 1.5685285861851"
[1] "Starting newton at: 1.89805372970144"
[1] "Newton iter: 1, lambda:1.5182887060185, diff to last: 0.38"
[1] "Newton iter: 2, lambda:1.47392704757446, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.47243892296542, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243715388612, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47243715388361, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.47243715388361"
[1] "Starting iterative with newton 1.47243715388361"
[1] "Starting newton at: 1.83972140190582"
[1] "Newton iter: 1, lambda:1.45671836669236, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.40129441691555, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.39863536074363, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39862886655457, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862886651574, diff to last: 0"
[1] "Final threshold is: 0.0369251583476911"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 1.89145300466541"
[1] "Newton iter: 1, lambda:1.58481232436485, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.55475769324378, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.55415975510894, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55415950824658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55415950824654, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55415950824654"
[1] "Starting iterative with newton 1.55415950824654"
[1] "Starting newton at: 1.81245708918455"
[1] "Newton iter: 1, lambda:1.51906848917732, diff to last: 0.293"
[1] "Newton iter: 2, lambda:1.48342123288854, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.48245317351208, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48245242841617, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48245242841573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48245242841573"
[1] "Starting iterative with newton 1.48245242841573"
[1] "Starting newton at: 1.74849059146733"
[1] "Newton iter: 1, lambda:1.4601635970364, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.41849743024298, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.41700065948777, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4169986432368, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41699864323314, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41699864323314"
[1] "Starting iterative with newton 1.41699864323314"
[1] "Starting newton at: 1.68257737209515"
[1] "Newton iter: 1, lambda:1.39650763568503, diff to last: 0.286"
[1] "Newton iter: 2, lambda:1.34725133208853, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.34486372880609, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3448578746824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34485787464715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34485787464715"
[1] "Starting iterative with newton 1.34485787464715"
[1] "Starting newton at: 1.62063316589068"
[1] "Newton iter: 1, lambda:1.33787125437794, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.28137023790201, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.2778256848228, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27781114965645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2778111494116, diff to last: 0"
[1] "Final threshold is: 0.0337354534573649"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 1.61126394539949"
[1] "Newton iter: 1, lambda:1.46913801084677, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.45657392848526, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.45644976916075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45644975685302, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45644975685302, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45644975685302"
[1] "Starting iterative with newton 1.45644975685302"
[1] "Starting newton at: 1.69165071321088"
[1] "Newton iter: 1, lambda:1.5459709202234, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.53533216154958, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.5352568243417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53525682050433, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53525682050433"
[1] "Starting iterative with newton 1.53525682050433"
[1] "Starting newton at: 1.76081796517175"
[1] "Newton iter: 1, lambda:1.6116146156071, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.60250631021586, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.60245881243579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6024588111236, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6024588111236"
[1] "Starting iterative with newton 1.6024588111236"
[1] "Starting newton at: 1.8269207039587"
[1] "Newton iter: 1, lambda:1.66279045855944, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.65386892109431, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.65382862687717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65382862604073, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65382862687717"
[1] "Starting iterative with newton 1.65382862687717"
[1] "Starting newton at: 1.87829729724408"
[1] "Newton iter: 1, lambda:1.70437313082058, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.69603896285831, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.69600729076936, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69600729030364, diff to last: 0"
[1] "Final threshold is: 0.0447762371080704"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.20417120071134"
[1] "Newton iter: 1, lambda:1.27554532714791, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.26991362600559, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26987979981659, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26987979859063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26987979981659"
[1] "Starting iterative with newton 1.26987979981659"
[1] "Starting newton at: 1.71981144985797"
[1] "Newton iter: 1, lambda:1.69921889529137, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.699094842321, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69909483744082, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69909483744082"
[1] "Starting iterative with newton 1.69909483744082"
[1] "Starting newton at: 1.99072767841862"
[1] "Newton iter: 1, lambda:2.02969716685379, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.0296977955556, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02969779555562, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.0296977955556"
[1] "Starting iterative with newton 2.0296977955556"
[1] "Starting newton at: 2.18936449826074"
[1] "Newton iter: 1, lambda:2.21760617334187, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.21771972079843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.2177197229123, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21771972079843"
[1] "Starting iterative with newton 2.21771972079843"
[1] "Starting newton at: 2.40095848393341"
[1] "Newton iter: 1, lambda:2.30833965837463, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.31057334038909, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.31057437342117, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31057437342139, diff to last: 0"
[1] "Final threshold is: 0.0610014040574171"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.30788531847107"
[1] "Newton iter: 1, lambda:1.3152216058471, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.31516897739116, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31516897470168, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31516897470168"
[1] "Starting iterative with newton 1.31516897470168"
[1] "Starting newton at: 1.75869446551384"
[1] "Newton iter: 1, lambda:1.81226646908755, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.81166031549799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81166026094856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81166026094856, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81166026094856"
[1] "Starting iterative with newton 1.81166026094856"
[1] "Starting newton at: 2.10248857189806"
[1] "Newton iter: 1, lambda:2.137383616965, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.13754258638945, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13754259046974, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.13754259046974"
[1] "Starting iterative with newton 2.13754259046974"
[1] "Starting newton at: 2.30675104978204"
[1] "Newton iter: 1, lambda:2.31427908548937, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.31429375420751, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31429375426427, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.31429375426427"
[1] "Starting iterative with newton 2.31429375426427"
[1] "Starting newton at: 2.48482027580203"
[1] "Newton iter: 1, lambda:2.39074283097029, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.39376765732302, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39377036553404, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39377036553623, diff to last: 0"
[1] "Final threshold is: 0.0631978589256154"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 1.40438961795962"
[1] "Newton iter: 1, lambda:1.34815808124538, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.34551443095731, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.34550812755602, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34550812752008, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34550812752008"
[1] "Starting iterative with newton 1.34550812752008"
[1] "Starting newton at: 1.93094075665401"
[1] "Newton iter: 1, lambda:1.9084708176312, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.90847318235993, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90847318235982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90847318235993"
[1] "Starting iterative with newton 1.90847318235993"
[1] "Starting newton at: 2.18425015245118"
[1] "Newton iter: 1, lambda:2.24411168043778, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24487636599593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24487651841489, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2448765184149, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.2448765184149"
[1] "Starting iterative with newton 2.2448765184149"
[1] "Starting newton at: 2.39582387608321"
[1] "Newton iter: 1, lambda:2.40955730230004, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.40961980856749, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40961980989201, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40961980856749"
[1] "Starting iterative with newton 2.40961980856749"
[1] "Starting newton at: 2.58928108674835"
[1] "Newton iter: 1, lambda:2.47592895346501, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.48110807610965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.48111777038666, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48111777042085, diff to last: 0"
[1] "Final threshold is: 0.065503915115831"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.97969785025427"
[1] "Newton iter: 1, lambda:2.1430474096086, diff to last: 0.163"
[1] "Newton iter: 2, lambda:2.15432190892781, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.1543970768564, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15439708024498, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.15439708024498"
[1] "Starting iterative with newton 2.15439708024498"
[1] "Starting newton at: 2.84164233097459"
[1] "Newton iter: 1, lambda:2.94355780990271, diff to last: 0.102"
[1] "Newton iter: 2, lambda:2.95678025770725, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.95699761483472, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95699767312915, diff to last: 0"
[1] "Newton iter: 5, lambda:2.95699767312915, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95699767312915"
[1] "Starting iterative with newton 2.95699767312915"
[1] "Starting newton at: 3.44592689877655"
[1] "Newton iter: 1, lambda:3.43133088048515, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.43161828634253, diff to last: 0"
[1] "Newton iter: 3, lambda:3.43161839969283, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43161839969285, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.43161839969283"
[1] "Starting iterative with newton 3.43161839969283"
[1] "Starting newton at: 3.7079367120952"
[1] "Newton iter: 1, lambda:3.70293762194835, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.70297243721081, diff to last: 0"
[1] "Newton iter: 3, lambda:3.70297243891121, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.70297243891121"
[1] "Starting iterative with newton 3.70297243891121"
[1] "Starting newton at: 3.81195630242908"
[1] "Newton iter: 1, lambda:3.79870516180239, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.79894888484302, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79894896896221, diff to last: 0"
[1] "Newton iter: 4, lambda:3.79894896896222, diff to last: 0"
[1] "Final threshold is: 0.100295934458346"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.036925158347691146}, {'ad': 0.03373545345736485, 'da': 0.04477623710807039, 'dd': 0.06100140405741706}, {'ad': 0.06319785892561543, 'da': 0.06550391511583102, 'dd': 0.10029593445834598}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378897719921737. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02640096971520331
0.02640096971520331
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.1142363108621"
[1] "Starting iterative with newton 51.1142363108621"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.6198032454931"
[1] "Starting iterative with newton 36.6198032454931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.6863075181211"
[1] "Starting iterative with newton 32.6863075181211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6184736677354"
[1] "Starting iterative with newton 18.6184736677354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4704068120647"
[1] "Starting iterative with newton 14.4704068120647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89368856146055"
[1] "Starting iterative with newton 6.89368856146055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.97140493520052"
[1] "Starting iterative with newton 4.97140493520052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89540463402365"
[1] "Starting iterative with newton 3.89540463402365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 2.24096505268273"
[1] "Newton iter: 1, lambda:1.74842336454136, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.74104441484874, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74101992366986, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74101992339603, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.74101992366986"
[1] "Starting iterative with newton 1.74101992366986"
[1] "Starting newton at: 2.09191499674076"
[1] "Newton iter: 1, lambda:1.6595987630211, diff to last: 0.432"
[1] "Newton iter: 2, lambda:1.6359753060016, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.6356673685501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63566731409573, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63566731409573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63566731409573"
[1] "Starting iterative with newton 1.63566731409573"
[1] "Starting newton at: 2.03438931817218"
[1] "Newton iter: 1, lambda:1.6015496307415, diff to last: 0.433"
[1] "Newton iter: 2, lambda:1.56918779724018, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.56852887288641, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56852858618515, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5685285861851, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5685285861851"
[1] "Starting iterative with newton 1.5685285861851"
[1] "Starting newton at: 1.89805372970144"
[1] "Newton iter: 1, lambda:1.5182887060185, diff to last: 0.38"
[1] "Newton iter: 2, lambda:1.47392704757446, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.47243892296542, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243715388612, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47243715388361, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.47243715388361"
[1] "Starting iterative with newton 1.47243715388361"
[1] "Starting newton at: 1.83972140190582"
[1] "Newton iter: 1, lambda:1.45671836669236, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.40129441691555, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.39863536074363, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.39862886655457, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39862886651574, diff to last: 0"
[1] "Final threshold is: 0.0369251583476911"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 1.89145300466541"
[1] "Newton iter: 1, lambda:1.58481232436485, diff to last: 0.307"
[1] "Newton iter: 2, lambda:1.55475769324378, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.55415975510894, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55415950824658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55415950824654, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55415950824658"
[1] "Starting iterative with newton 1.55415950824658"
[1] "Starting newton at: 1.81245708918455"
[1] "Newton iter: 1, lambda:1.51906848917732, diff to last: 0.293"
[1] "Newton iter: 2, lambda:1.48342123288854, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.48245317351208, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48245242841617, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48245242841573, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48245242841573"
[1] "Starting iterative with newton 1.48245242841573"
[1] "Starting newton at: 1.74849059146733"
[1] "Newton iter: 1, lambda:1.4601635970364, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.41849743024298, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.41700065948777, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4169986432368, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41699864323314, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41699864323314"
[1] "Starting iterative with newton 1.41699864323314"
[1] "Starting newton at: 1.68257737209515"
[1] "Newton iter: 1, lambda:1.39650763568503, diff to last: 0.286"
[1] "Newton iter: 2, lambda:1.34725133208853, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.34486372880609, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3448578746824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34485787464715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34485787464715"
[1] "Starting iterative with newton 1.34485787464715"
[1] "Starting newton at: 1.62063316589069"
[1] "Newton iter: 1, lambda:1.33787125437794, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.28137023790201, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.2778256848228, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27781114965645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2778111494116, diff to last: 0"
[1] "Final threshold is: 0.0337354534573649"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 1.61126394539949"
[1] "Newton iter: 1, lambda:1.46913801084677, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.45657392848526, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.45644976916075, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45644975685302, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45644975685302, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.45644975685302"
[1] "Starting iterative with newton 1.45644975685302"
[1] "Starting newton at: 1.69165071321088"
[1] "Newton iter: 1, lambda:1.5459709202234, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.53533216154958, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.5352568243417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53525682050433, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53525682050433"
[1] "Starting iterative with newton 1.53525682050433"
[1] "Starting newton at: 1.76081796517175"
[1] "Newton iter: 1, lambda:1.6116146156071, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.60250631021586, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.60245881243579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6024588111236, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6024588111236"
[1] "Starting iterative with newton 1.6024588111236"
[1] "Starting newton at: 1.8269207039587"
[1] "Newton iter: 1, lambda:1.66279045855944, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.65386892109431, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.65382862687717, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65382862604073, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65382862687717"
[1] "Starting iterative with newton 1.65382862687717"
[1] "Starting newton at: 1.87829729724408"
[1] "Newton iter: 1, lambda:1.70437313082058, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.69603896285831, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.69600729076936, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69600729030364, diff to last: 0"
[1] "Final threshold is: 0.0447762371080704"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.20417120071134"
[1] "Newton iter: 1, lambda:1.27554532714791, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.26991362600559, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26987979981659, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26987979859063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26987979981659"
[1] "Starting iterative with newton 1.26987979981659"
[1] "Starting newton at: 1.71981144985797"
[1] "Newton iter: 1, lambda:1.69921889529137, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.699094842321, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69909483744082, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69909483744082"
[1] "Starting iterative with newton 1.69909483744082"
[1] "Starting newton at: 1.99072767841862"
[1] "Newton iter: 1, lambda:2.02969716685379, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.0296977955556, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02969779555562, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.0296977955556"
[1] "Starting iterative with newton 2.0296977955556"
[1] "Starting newton at: 2.18936449826074"
[1] "Newton iter: 1, lambda:2.21760617334187, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.21771972079843, diff to last: 0"
[1] "Newton iter: 3, lambda:2.2177197229123, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.21771972079843"
[1] "Starting iterative with newton 2.21771972079843"
[1] "Starting newton at: 2.40095848393341"
[1] "Newton iter: 1, lambda:2.30833965837463, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.31057334038909, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.31057437342117, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31057437342139, diff to last: 0"
[1] "Final threshold is: 0.0610014040574171"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.30788531847107"
[1] "Newton iter: 1, lambda:1.3152216058471, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.31516897739116, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31516897470168, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31516897470168"
[1] "Starting iterative with newton 1.31516897470168"
[1] "Starting newton at: 1.75869446551385"
[1] "Newton iter: 1, lambda:1.81226646908755, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.81166031549799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81166026094856, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81166026094856, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81166026094856"
[1] "Starting iterative with newton 1.81166026094856"
[1] "Starting newton at: 2.10248857189806"
[1] "Newton iter: 1, lambda:2.137383616965, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.13754258638945, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13754259046974, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.13754259046974"
[1] "Starting iterative with newton 2.13754259046974"
[1] "Starting newton at: 2.30675104978204"
[1] "Newton iter: 1, lambda:2.31427908548937, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.31429375420751, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31429375426427, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.31429375420751"
[1] "Starting iterative with newton 2.31429375420751"
[1] "Starting newton at: 2.48482027580203"
[1] "Newton iter: 1, lambda:2.39074283097029, diff to last: 0.094"
[1] "Newton iter: 2, lambda:2.39376765732302, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39377036553404, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39377036553623, diff to last: 0"
[1] "Final threshold is: 0.0631978589256154"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 1.40438961795962"
[1] "Newton iter: 1, lambda:1.34815808124538, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.34551443095731, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.34550812755602, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34550812752008, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34550812752008"
[1] "Starting iterative with newton 1.34550812752008"
[1] "Starting newton at: 1.93094075665401"
[1] "Newton iter: 1, lambda:1.9084708176312, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.90847318235993, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90847318235982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.90847318235993"
[1] "Starting iterative with newton 1.90847318235993"
[1] "Starting newton at: 2.18425015245118"
[1] "Newton iter: 1, lambda:2.24411168043778, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24487636599593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24487651841489, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2448765184149, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24487651841489"
[1] "Starting iterative with newton 2.24487651841489"
[1] "Starting newton at: 2.39582387608321"
[1] "Newton iter: 1, lambda:2.40955730230004, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.40961980856749, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40961980989201, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40961980856749"
[1] "Starting iterative with newton 2.40961980856749"
[1] "Starting newton at: 2.58928108674835"
[1] "Newton iter: 1, lambda:2.47592895346501, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.48110807610965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.48111777038666, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48111777042085, diff to last: 0"
[1] "Final threshold is: 0.065503915115831"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.97969785025427"
[1] "Newton iter: 1, lambda:2.1430474096086, diff to last: 0.163"
[1] "Newton iter: 2, lambda:2.15432190892781, diff to last: 0.011"
[1] "Newton iter: 3, lambda:2.1543970768564, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15439708024498, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.1543970768564"
[1] "Starting iterative with newton 2.1543970768564"
[1] "Starting newton at: 2.84164233097459"
[1] "Newton iter: 1, lambda:2.94355780990271, diff to last: 0.102"
[1] "Newton iter: 2, lambda:2.95678025770725, diff to last: 0.013"
[1] "Newton iter: 3, lambda:2.95699761483472, diff to last: 0"
[1] "Newton iter: 4, lambda:2.95699767312915, diff to last: 0"
[1] "Newton iter: 5, lambda:2.95699767312915, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.95699767312915"
[1] "Starting iterative with newton 2.95699767312915"
[1] "Starting newton at: 3.44592689877655"
[1] "Newton iter: 1, lambda:3.43133088048515, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.43161828634253, diff to last: 0"
[1] "Newton iter: 3, lambda:3.43161839969283, diff to last: 0"
[1] "Newton iter: 4, lambda:3.43161839969285, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.43161839969283"
[1] "Starting iterative with newton 3.43161839969283"
[1] "Starting newton at: 3.7079367120952"
[1] "Newton iter: 1, lambda:3.70293762194835, diff to last: 0.005"
[1] "Newton iter: 2, lambda:3.70297243721081, diff to last: 0"
[1] "Newton iter: 3, lambda:3.70297243891121, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.70297243891121"
[1] "Starting iterative with newton 3.70297243891121"
[1] "Starting newton at: 3.81195630242909"
[1] "Newton iter: 1, lambda:3.79870516180239, diff to last: 0.013"
[1] "Newton iter: 2, lambda:3.79894888484302, diff to last: 0"
[1] "Newton iter: 3, lambda:3.79894896896221, diff to last: 0"
[1] "Newton iter: 4, lambda:3.79894896896222, diff to last: 0"
[1] "Final threshold is: 0.100295934458346"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.036925158347691146}, {'ad': 0.03373545345736485, 'da': 0.04477623710807039, 'dd': 0.06100140405741705}, {'ad': 0.06319785892561543, 'da': 0.06550391511583101, 'dd': 0.10029593445834596}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.378897719921737. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.02640096971520331
0.02640096971520331
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028588230486653, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286057144487132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286057144552529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0286057144487132"
[1] "Starting iterative with newton 0.0286057144487132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00385636947952792, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00385648384301036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00385648384301046, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00385648384301036"
[1] "Starting iterative with newton 0.00385648384301036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369644583648883, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369654843478819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369654843478827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00369654843478819"
[1] "Starting iterative with newton 0.00369654843478819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542758785421, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369553011363358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369553011363366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00369553011363358"
[1] "Starting iterative with newton 0.00369553011363358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00369542110521091, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00369552363052868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00369552363052876, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.75654074514059e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224419464812, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224511819876632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224511819892274, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0224511819892274"
[1] "Starting iterative with newton 0.0224511819892274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00792243928810038, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00792291935547431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00792291935547607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00792291935547431"
[1] "Starting iterative with newton 0.00792291935547431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781208333956965, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781255011714321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781255011714488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00781255011714321"
[1] "Starting iterative with newton 0.00781255011714321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00781124465595619, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781171133292913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0078117113329308, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0078117113329308"
[1] "Starting iterative with newton 0.0078117113329308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0078112382821126, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00781170495832102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00781170495832269, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000206236586028737"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0619471128982638, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0620731801608819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0620731806824068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0620731806824068"
[1] "Starting iterative with newton 0.0620731806824068"
[1] "Starting newton at: 0.00064078154599416"
[1] "Newton iter: 1, lambda:0.0417846089141406, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0418319366996623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0418319367622455, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0418319366996623"
[1] "Starting iterative with newton 0.0418319366996623"
[1] "Starting newton at: 0.0208820255287387"
[1] "Newton iter: 1, lambda:0.0414678346577351, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0414796914836809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414796914876127, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0414796914836809"
[1] "Starting iterative with newton 0.0414796914836809"
[1] "Starting newton at: 0.0212342707447201"
[1] "Newton iter: 1, lambda:0.0414620144525836, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414734625291765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414734625328419, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0414734625328419"
[1] "Starting iterative with newton 0.0414734625328419"
[1] "Starting newton at: 0.0212404996955591"
[1] "Newton iter: 1, lambda:0.0414619114360513, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0414733523488581, diff to last: 0"
[1] "Newton iter: 3, lambda:0.041473352352519, diff to last: 0"
[1] "Final threshold is: 0.00109493671935016"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.251018394120028"
[1] "Newton iter: 1, lambda:0.145721395376832, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.146671397898375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146671475989629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146671475989629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.146671475989629"
[1] "Starting iterative with newton 0.146671475989629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520374457151687, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.052163767534816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.05216376827902, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.052163767534816"
[1] "Starting iterative with newton 0.052163767534816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487646936178063, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0488724833594704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488724838860157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0488724838860157"
[1] "Starting iterative with newton 0.0488724838860157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486503958425685, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048757570247075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.04875757076709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.04875757076709"
[1] "Starting iterative with newton 0.04875757076709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486464050224904, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487535579798697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487535584996578, diff to last: 0"
[1] "Final threshold is: 0.00128714122145786"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.241905184967261"
[1] "Newton iter: 1, lambda:0.216295299761867, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.216381182267368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216381183236113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216381182267368"
[1] "Starting iterative with newton 0.216381182267368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863829417146678, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869195002180499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0869195208926757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869195208926757, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0869195208926757"
[1] "Starting iterative with newton 0.0869195208926757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0795386755939859, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0799812808629034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0799812945547737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0799812945547737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0799812945547737"
[1] "Starting iterative with newton 0.0799812945547737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791653538249839, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0796031323140134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0796031456882603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0796031456882603, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0796031456882603"
[1] "Starting iterative with newton 0.0796031456882603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791449875013465, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.079582503547645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0795825169047361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0795825169047361, diff to last: 0"
[1] "Final threshold is: 0.00210105561866159"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.314939259867954"
[1] "Newton iter: 1, lambda:0.33510732454677, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.33519151370271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335191515164939, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33519151370271"
[1] "Starting iterative with newton 0.33519151370271"
[1] "Starting newton at: 0.231734242973998"
[1] "Newton iter: 1, lambda:0.135939704539906, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.136943210862564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13694332133691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136943321336911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13694332133691"
[1] "Starting iterative with newton 0.13694332133691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120342311824028, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121853539132865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121853777134514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12185377713452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12185377713452"
[1] "Starting iterative with newton 0.12185377713452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119183077532079, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120659577813444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12065980412677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120659804126775, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12065980412677"
[1] "Starting iterative with newton 0.12065980412677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119091093784624, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12056486215306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120565087560761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120565087560766, diff to last: 0"
[1] "Final threshold is: 0.00318303522540248"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.584509486963449"
[1] "Newton iter: 1, lambda:0.434041575032402, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.439501432462503, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.439508924118242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439508924132329, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.439508924118242"
[1] "Starting iterative with newton 0.439508924118242"
[1] "Starting newton at: 0.259153801669611"
[1] "Newton iter: 1, lambda:0.188287729271354, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.189067825178487, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.189067920101911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189067920101913, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.189067920101911"
[1] "Starting iterative with newton 0.189067920101911"
[1] "Starting newton at: 0.263890874163246"
[1] "Newton iter: 1, lambda:0.161613523996664, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.163121372880972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.163121702038478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163121702038493, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163121702038478"
[1] "Starting iterative with newton 0.163121702038478"
[1] "Starting newton at: 0.277615450336479"
[1] "Newton iter: 1, lambda:0.158354923019576, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.160386793190454, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160387385953775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160387385953825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160387385953775"
[1] "Starting iterative with newton 0.160387385953775"
[1] "Starting newton at: 0.263195468019888"
[1] "Newton iter: 1, lambda:0.158533479313892, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.160098200732449, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160098551949081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160098551949099, diff to last: 0"
[1] "Final threshold is: 0.00422675702145606"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.658347595284718"
[1] "Newton iter: 1, lambda:0.506073647704492, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.51265875336944, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.512671683961787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512671684011555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.512671683961787"
[1] "Starting iterative with newton 0.512671683961787"
[1] "Starting newton at: 0.206248712060646"
[1] "Newton iter: 1, lambda:0.250139745525615, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.250517950025238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250517978010322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250517978010322, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250517978010322"
[1] "Starting iterative with newton 0.250517978010322"
[1] "Starting newton at: 0.250056935023999"
[1] "Newton iter: 1, lambda:0.216357746882552, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.216566362976919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.216566370990268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216566362976919"
[1] "Starting iterative with newton 0.216566362976919"
[1] "Starting newton at: 0.279896504134905"
[1] "Newton iter: 1, lambda:0.211138413586901, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.211997203868151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211997338498833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211997338498836, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.211997338498836"
[1] "Starting iterative with newton 0.211997338498836"
[1] "Starting newton at: 0.284040039243182"
[1] "Newton iter: 1, lambda:0.210395983804784, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.211379638906808, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.211379815325612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211379815325618, diff to last: 0"
[1] "Final threshold is: 0.00558063210281691"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89358568862968"
[1] "Starting iterative with newton 1.89358568862968"
[1] "Starting newton at: 0.605342677445048"
[1] "Newton iter: 1, lambda:0.610561161160364, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.610571274240696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610571274278614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610571274278614"
[1] "Starting iterative with newton 0.610571274278614"
[1] "Starting newton at: 0.396932333884165"
[1] "Newton iter: 1, lambda:0.430077993940089, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.430427462154588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.430427500768611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430427500768612, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.430427500768611"
[1] "Starting iterative with newton 0.430427500768611"
[1] "Starting newton at: 0.378362616562221"
[1] "Newton iter: 1, lambda:0.396476487085853, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.396577097946135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.396577101041064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.396577101041064"
[1] "Starting iterative with newton 0.396577101041064"
[1] "Starting newton at: 0.366409234360462"
[1] "Newton iter: 1, lambda:0.389780437829951, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.389946901384399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.389946909799076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.389946909799076"
[1] "Starting iterative with newton 0.389946909799076"
[1] "Starting newton at: 0.370135863084016"
[1] "Newton iter: 1, lambda:0.388535487127076, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.388638443533837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.388638446748321, diff to last: 0"
[1] "Final threshold is: 0.0102604317779006"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.62959734395324"
[1] "Starting iterative with newton 1.62959734395324"
[1] "Starting newton at: 0.631673226560163"
[1] "Newton iter: 1, lambda:0.668591827752729, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.669180293357398, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.669180441022962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669180441022971, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669180441022971"
[1] "Starting iterative with newton 0.669180441022971"
[1] "Starting newton at: 0.419752699977524"
[1] "Newton iter: 1, lambda:0.494855291549628, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.496964463424592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.496966102944204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496966102945194, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.496966102944204"
[1] "Starting iterative with newton 0.496966102944204"
[1] "Starting newton at: 0.424353424266914"
[1] "Newton iter: 1, lambda:0.458973287227312, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.459402113600811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.459402178981209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45940217898121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45940217898121"
[1] "Starting iterative with newton 0.45940217898121"
[1] "Starting newton at: 0.424167484066932"
[1] "Newton iter: 1, lambda:0.450691918534973, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.450941153807423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.450941175708641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450941175708641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.450941175708641"
[1] "Starting iterative with newton 0.450941175708641"
[1] "Starting newton at: 0.426131245525125"
[1] "Newton iter: 1, lambda:0.448840188223648, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.449022401314979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.449022412998512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449022412998512, diff to last: 0"
[1] "Final threshold is: 0.0118546271270212"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3889796809419"
[1] "Starting iterative with newton 1.3889796809419"
[1] "Starting newton at: 0.792781571845332"
[1] "Newton iter: 1, lambda:0.714543989912732, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.717281097886692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.717284560187495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717284560193029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717284560193029"
[1] "Starting iterative with newton 0.717284560193029"
[1] "Starting newton at: 0.56014363379443"
[1] "Newton iter: 1, lambda:0.580421384438403, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.580595582385999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58059559516912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58059559516912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.58059559516912"
[1] "Starting iterative with newton 0.58059559516912"
[1] "Starting newton at: 0.602838000292132"
[1] "Newton iter: 1, lambda:0.545525433859324, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.546855704298922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.546856432919258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546856432919477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546856432919258"
[1] "Starting iterative with newton 0.546856432919258"
[1] "Starting newton at: 0.612880875174763"
[1] "Newton iter: 1, lambda:0.535858222374739, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.53823284959378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.538235157677239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538235157679418, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.538235157677239"
[1] "Starting iterative with newton 0.538235157677239"
[1] "Starting newton at: 0.616073678536696"
[1] "Newton iter: 1, lambda:0.53327629169013, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.536011456664616, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.536014514182432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53601451418625, diff to last: 0"
[1] "Final threshold is: 0.0141513029559406"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.931124825134099"
[1] "Starting iterative with newton 0.931124825134099"
[1] "Starting newton at: 1.05708282373655"
[1] "Newton iter: 1, lambda:0.969100374365155, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.974165984442824, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.974183754332749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.974183754550799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.974183754332749"
[1] "Starting iterative with newton 0.974183754332749"
[1] "Starting newton at: 1.06415279506093"
[1] "Newton iter: 1, lambda:0.985001935084072, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.989148103378158, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.989160078321613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.989160078421267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.989160078321613"
[1] "Starting iterative with newton 0.989160078321613"
[1] "Starting newton at: 1.08265655096334"
[1] "Newton iter: 1, lambda:0.988433864489539, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.994262004857181, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.994285740818221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.994285741210599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.994285740818221"
[1] "Starting iterative with newton 0.994285740818221"
[1] "Starting newton at: 1.08313751982747"
[1] "Newton iter: 1, lambda:0.990346568509446, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.99600789760707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996030308783542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9960303091336, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.996030308783542"
[1] "Starting iterative with newton 0.996030308783542"
[1] "Starting newton at: 1.08627473035081"
[1] "Newton iter: 1, lambda:0.990587883827186, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.996597699541173, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.996622966142982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.996622966588037, diff to last: 0"
[1] "Final threshold is: 0.026311812746617"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.876598991707682"
[1] "Starting iterative with newton 0.876598991707682"
[1] "Starting newton at: 1.04669143188891"
[1] "Newton iter: 1, lambda:0.996028160383201, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.99780437269481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.99780662750395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.99780662750758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.99780662750395"
[1] "Starting iterative with newton 0.99780662750395"
[1] "Starting newton at: 1.04544430901814"
[1] "Newton iter: 1, lambda:1.0416975389971, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.04170770799673, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04170770807181, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04170770799673"
[1] "Starting iterative with newton 1.04170770799673"
[1] "Starting newton at: 1.05021782065146"
[1] "Newton iter: 1, lambda:1.05684094977428, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.05687311134918, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05687311210443, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05687311134918"
[1] "Starting iterative with newton 1.05687311134918"
[1] "Starting newton at: 1.04978720313499"
[1] "Newton iter: 1, lambda:1.06191324914508, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.06202163361078, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06202164220458, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06202163361078"
[1] "Starting iterative with newton 1.06202163361078"
[1] "Starting newton at: 1.04873435569957"
[1] "Newton iter: 1, lambda:1.06359585008527, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06375903183455, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06375905132779, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06375905132779, diff to last: 0"
[1] "Final threshold is: 0.0280842704983784"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.837074912606113"
[1] "Starting iterative with newton 0.837074912606113"
[1] "Starting newton at: 0.984713191968377"
[1] "Newton iter: 1, lambda:1.05778888652854, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.06213191471673, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.06214665929948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06214665946896, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.06214665946896"
[1] "Starting iterative with newton 1.06214665946896"
[1] "Starting newton at: 0.990246411084018"
[1] "Newton iter: 1, lambda:1.13495028898163, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.15337891229268, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.1536570964285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15365715903486, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15365715903486, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15365715903486"
[1] "Starting iterative with newton 1.15365715903486"
[1] "Starting newton at: 1.00537540947966"
[1] "Newton iter: 1, lambda:1.16448855302981, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.18729701983462, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.18773035029199, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18773050425593, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18773050425595, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18773050425593"
[1] "Starting iterative with newton 1.18773050425593"
[1] "Starting newton at: 1.00417509356038"
[1] "Newton iter: 1, lambda:1.1733484666201, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.19940580665497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.19997547302933, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.19997574041328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19997574041334, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19997574041334"
[1] "Starting iterative with newton 1.19997574041334"
[1] "Starting newton at: 1.00578354894468"
[1] "Newton iter: 1, lambda:1.17695782820541, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.20371699679083, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.20431911990485, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.20431941913798, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20431941913805, diff to last: 0"
[1] "Final threshold is: 0.031795200512095"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0264009697152033"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.30455967204241"
[1] "Newton iter: 1, lambda:1.48203994561455, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.53071002004798, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.53411711499581, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.53413308621307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53413308656274, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53413308621307"
[1] "Starting iterative with newton 1.53413308621307"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.116308545617676"
threshold is:
[{'ad': 9.756540745140589e-05, 'da': 0.00020623658602873682, 'dd': 0.0010949367193501592}, {'ad': 0.001287141221457859, 'da': 0.002101055618661592, 'dd': 0.0031830352254024782}, {'ad': 0.004226757021456061, 'da': 0.005580632102816909, 'dd': 0.01026043177790057}, {'ad': 0.011854627127021225, 'da': 0.014151302955940607, 'dd': 0.02631181274661696}, {'ad': 0.028084270498378396, 'da': 0.031795200512095, 'dd': 0.11630854561767578}]
Number of points in noise estimation: 128
Estimated noise: 0.026400969715203313
0.026400969715203313
threshold is:
[{'ad': 0.0429335985171484, 'da': 0.025777279103098016, 'dd': 0.0016557094175124187}, {'ad': 0.0008676279057451274, 'da': 0.0032350726627600034, 'dd': 0.0026342341129585375}, {'ad': 0.006824690569631197, 'da': 0.004370169214768507, 'dd': 0.010713404212698417}, {'ad': 0.011638378460005039, 'da': 0.011790898243551754, 'dd': 0.026972977673892607}, {'ad': 0.025119575032432895, 'da': 0.02624072238833578, 'dd': 0.1163085456176758}]
['peppers256', 0.025, 4, 0.0006188140490114856, 0.0003315201342293386, 0.0003369610241130152, 0.0018982116770409373, 0.0003371318339367265, 0.0004079040524806698, 0.0003371318338361455, 0.0004079040524806698, 32.084398350196906, 34.79490090429153, 34.72420330557655, 27.216553593244864, 34.72200236947125, 33.894419799948686, 34.72200237076694, 33.894419799948686]
peppers256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076253540842104, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765389919931104, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765389959901351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765389919931104"
[1] "Starting iterative with newton 0.0765389919931104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221614164548843, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221723252495945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221723252522377, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0221723252495945"
[1] "Starting iterative with newton 0.0221723252495945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210979499090843, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0211076646127024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0211076646147621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0211076646127024"
[1] "Starting iterative with newton 0.0211076646127024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210771527413558, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210868449112111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210868449132606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0210868449132606"
[1] "Starting iterative with newton 0.0210868449132606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210767460638213, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210864377933482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210864377953975, diff to last: 0"
[1] "Final threshold is: 0.00106644601881202"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0483468384377397"
[1] "Newton iter: 1, lambda:0.0901480377008956, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0902654447335054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0902654456583191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0902654456583191"
[1] "Starting iterative with newton 0.0902654456583191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133254571002927, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.013327511582455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133275115825039, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.013327511582455"
[1] "Starting iterative with newton 0.013327511582455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128124224503842, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128142180137839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128142180138192, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0128142180137839"
[1] "Starting iterative with newton 0.0128142180137839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089261911882, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128107201448582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128107201448934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0128107201448582"
[1] "Starting iterative with newton 0.0128107201448582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089023623316, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012810696305037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128106963050722, diff to last: 0"
[1] "Final threshold is: 0.000647900617701115"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.093158357172304"
[1] "Newton iter: 1, lambda:0.14879647797784, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.14910067948265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.149100688546501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149100688546501"
[1] "Starting iterative with newton 0.149100688546501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466568451703411, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467397293108796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046739729572463, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467397293108796"
[1] "Starting iterative with newton 0.0467397293108796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043762438236535, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438333169480686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438333171339952, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438333171339952"
[1] "Starting iterative with newton 0.0438333171339952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436779615083747, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437485136535148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.043748513837593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437485136535148"
[1] "Starting iterative with newton 0.0437485136535148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436754949074865, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043746037535761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437460377197855, diff to last: 0"
[1] "Final threshold is: 0.00221245466957196"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.393150645207144"
[1] "Newton iter: 1, lambda:0.251989072668414, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.255141497832426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.255143102544901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255143102545316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.255143102544901"
[1] "Starting iterative with newton 0.255143102544901"
[1] "Starting newton at: 0.13694391649734"
[1] "Newton iter: 1, lambda:0.0974734433106427, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0976030443488716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.097603045747587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097603045747587"
[1] "Starting iterative with newton 0.097603045747587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876781960683903, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0882910431634483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0882910730804404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0882910730804405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0882910730804404"
[1] "Starting iterative with newton 0.0882910730804404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0871274959309108, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877309911495649, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877310200806966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877310200806967, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0877310200806966"
[1] "Starting iterative with newton 0.0877310200806966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0870943435297735, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0876972786068933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0876973074795479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.087697307479548, diff to last: 0"
[1] "Final threshold is: 0.00443528894399182"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.282771766260265"
[1] "Newton iter: 1, lambda:0.340575894650348, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.341235577036717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341235662165514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341235662165515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341235662165515"
[1] "Starting iterative with newton 0.341235662165515"
[1] "Starting newton at: 0.256043424359564"
[1] "Newton iter: 1, lambda:0.15142978089864, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.152776341277147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152776565306012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152776565306019, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152776565306019"
[1] "Starting iterative with newton 0.152776565306019"
[1] "Starting newton at: 0.273987856602785"
[1] "Newton iter: 1, lambda:0.13520861086776, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.137450740173678, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137451328252739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137451328252779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137451328252739"
[1] "Starting iterative with newton 0.137451328252739"
[1] "Starting newton at: 0.261884774898885"
[1] "Newton iter: 1, lambda:0.134283706079258, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.136171800816822, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136172215974504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136172215974524, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136172215974504"
[1] "Starting iterative with newton 0.136172215974504"
[1] "Starting newton at: 0.26316388717712"
[1] "Newton iter: 1, lambda:0.134135043365965, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.136064798437305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136065231955954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136065231955976, diff to last: 0"
[1] "Final threshold is: 0.00688149541075324"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.63257547867418"
[1] "Newton iter: 1, lambda:0.493888639566123, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.49919678199941, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499204878547933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499204878566745, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.499204878547933"
[1] "Starting iterative with newton 0.499204878547933"
[1] "Starting newton at: 0.198126989866454"
[1] "Newton iter: 1, lambda:0.260633350564897, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.261423085909626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261423211369665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261423211369668, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261423211369668"
[1] "Starting iterative with newton 0.261423211369668"
[1] "Starting newton at: 0.289273037775731"
[1] "Newton iter: 1, lambda:0.230282732198994, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.23094215442088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.230942237206495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230942237206496, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.230942237206495"
[1] "Starting iterative with newton 0.230942237206495"
[1] "Starting newton at: 0.301521634788408"
[1] "Newton iter: 1, lambda:0.225819727272698, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.226896099905885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226896318818416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226896318818425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.226896318818425"
[1] "Starting iterative with newton 0.226896318818425"
[1] "Starting newton at: 0.305567553176478"
[1] "Newton iter: 1, lambda:0.225143634227554, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.226356761140511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226357038932674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226357038932689, diff to last: 0"
[1] "Final threshold is: 0.0114480010963501"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0.471142575653448"
[1] "Newton iter: 1, lambda:0.569754759816561, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.573163368080712, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.573167332616051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573167332621408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573167332616051"
[1] "Starting iterative with newton 0.573167332616051"
[1] "Starting newton at: 0.226749482754649"
[1] "Newton iter: 1, lambda:0.318315453876793, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.320445498146388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.320446641215585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320446641215914, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320446641215585"
[1] "Starting iterative with newton 0.320446641215585"
[1] "Starting newton at: 0.282153805814091"
[1] "Newton iter: 1, lambda:0.278812319160169, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.278814957307632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278814957309277, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278814957307632"
[1] "Starting iterative with newton 0.278814957307632"
[1] "Starting newton at: 0.291062550619986"
[1] "Newton iter: 1, lambda:0.271678132846914, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.271765780348128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271765782142939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271765780348128"
[1] "Starting iterative with newton 0.271765780348128"
[1] "Starting newton at: 0.295762749702251"
[1] "Newton iter: 1, lambda:0.270418289033397, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.270567747079022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270567752287592, diff to last: 0"
[1] "Final threshold is: 0.0136839564601254"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0.476631836858022"
[1] "Newton iter: 1, lambda:0.599048945037035, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.604854846191993, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.604867492416504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604867492476394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.604867492476394"
[1] "Starting iterative with newton 0.604867492476394"
[1] "Starting newton at: 0.474673582965265"
[1] "Newton iter: 1, lambda:0.369330285314969, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.372410720483078, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.372413400425689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372413400427717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372413400425689"
[1] "Starting iterative with newton 0.372413400425689"
[1] "Starting newton at: 0.246233070223112"
[1] "Newton iter: 1, lambda:0.331487747477595, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.333438875964476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.333439890261199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333439890261473, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333439890261199"
[1] "Starting iterative with newton 0.333439890261199"
[1] "Starting newton at: 0.235243668408573"
[1] "Newton iter: 1, lambda:0.324593858364439, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.326714797990894, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.326715984250136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326715984250507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326715984250507"
[1] "Starting iterative with newton 0.326715984250507"
[1] "Starting newton at: 0.215937819327584"
[1] "Newton iter: 1, lambda:0.322532081413845, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.325548171119304, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.32555056593128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325550565932789, diff to last: 0"
[1] "Final threshold is: 0.0164647110302905"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 0.797630469908368"
[1] "Newton iter: 1, lambda:0.749607166018139, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.750738945042265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.750739586688337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750739586688543, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.750739586688337"
[1] "Starting iterative with newton 0.750739586688337"
[1] "Starting newton at: 0.734818661861409"
[1] "Newton iter: 1, lambda:0.626275165268914, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.631502293087718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.631514906064832, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631514906138152, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631514906064832"
[1] "Starting iterative with newton 0.631514906064832"
[1] "Starting newton at: 0.514034514653072"
[1] "Newton iter: 1, lambda:0.59665341092664, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.599794805855922, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599799256293766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59979925630269, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599799256293766"
[1] "Starting iterative with newton 0.599799256293766"
[1] "Starting newton at: 0.531616421152635"
[1] "Newton iter: 1, lambda:0.58957285766106, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.591099642701336, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.591100686845263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591100686845751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.591100686845263"
[1] "Starting iterative with newton 0.591100686845263"
[1] "Starting newton at: 0.531901682557144"
[1] "Newton iter: 1, lambda:0.587304477515697, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.588696249385921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588697115466974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588697115467309, diff to last: 0"
[1] "Final threshold is: 0.0297733406262156"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 0.692658979689799"
[1] "Newton iter: 1, lambda:0.806542696404432, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.813978091393822, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.814008484332114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814008484838254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.814008484332114"
[1] "Starting iterative with newton 0.814008484332114"
[1] "Starting newton at: 0.758236457733491"
[1] "Newton iter: 1, lambda:0.719697176042419, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.720457415535705, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.720457715999918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720457715999965, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.720457715999918"
[1] "Starting iterative with newton 0.720457715999918"
[1] "Starting newton at: 0.748139621108787"
[1] "Newton iter: 1, lambda:0.692024713077039, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.693600399090374, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.69360166910858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693601669109405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.69360166910858"
[1] "Starting iterative with newton 0.69360166910858"
[1] "Starting newton at: 0.753764807124301"
[1] "Newton iter: 1, lambda:0.68324354067365, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.68570627271571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685709360692926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685709360697777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.685709360692926"
[1] "Starting iterative with newton 0.685709360692926"
[1] "Starting newton at: 0.758024167813409"
[1] "Newton iter: 1, lambda:0.680399173505324, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.683370345981135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.683374834729077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.683374834739312, diff to last: 0"
[1] "Final threshold is: 0.0345616637070456"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 0.867250809654945"
[1] "Newton iter: 1, lambda:0.889257727769894, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.889556234351657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889556288689061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889556288689063, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.889556288689061"
[1] "Starting iterative with newton 0.889556288689061"
[1] "Starting newton at: 0.886438269110841"
[1] "Newton iter: 1, lambda:0.835440088726101, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.836948446238344, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.836949800033686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836949800034776, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836949800033686"
[1] "Starting iterative with newton 0.836949800033686"
[1] "Starting newton at: 0.889807300550576"
[1] "Newton iter: 1, lambda:0.817305701014778, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.820298539922707, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.820303830188424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.820303830204932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.820303830188424"
[1] "Starting iterative with newton 0.820303830188424"
[1] "Starting newton at: 0.890736740595447"
[1] "Newton iter: 1, lambda:0.811371352657683, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.81493657195948, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.814944061304131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814944061337127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.814944061337127"
[1] "Starting iterative with newton 0.814944061337127"
[1] "Starting newton at: 0.890427061037063"
[1] "Newton iter: 1, lambda:0.809499731451634, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.813200849756195, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.813208914473788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813208914512016, diff to last: 0"
[1] "Final threshold is: 0.0411280187653639"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.28414571747753"
[1] "Newton iter: 1, lambda:1.14928376213539, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.16436292862053, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.16457542633814, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16457546810734, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16457546810734, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16457546810734"
[1] "Starting iterative with newton 1.16457546810734"
[1] "Starting newton at: 1.27558728404429"
[1] "Newton iter: 1, lambda:1.37219849597581, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.38261406149644, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.3827276321243, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38272764550932, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38272764550932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38272764550932"
[1] "Starting iterative with newton 1.38272764550932"
[1] "Starting newton at: 1.31447624137265"
[1] "Newton iter: 1, lambda:1.46635974695436, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.49474074440848, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4956485089745, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49564941465044, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49564941465134, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49564941465134"
[1] "Starting iterative with newton 1.49564941465134"
[1] "Starting newton at: 1.27375376355625"
[1] "Newton iter: 1, lambda:1.48800775840365, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.54792011856916, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.5522019217111, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.55222271043538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55222271092338, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55222271092338"
[1] "Starting iterative with newton 1.55222271092338"
[1] "Starting newton at: 1.28242257468251"
[1] "Newton iter: 1, lambda:1.50727179271534, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.57457235391903, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.58009018192047, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.58012522315421, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58012522455967, diff to last: 0"
[1] "Final threshold is: 0.0799147903172113"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.18015582394713"
[1] "Newton iter: 1, lambda:1.21782077943053, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.21922043079018, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21922231341836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21922231342176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21922231341836"
[1] "Starting iterative with newton 1.21922231341836"
[1] "Starting newton at: 1.78052531010038"
[1] "Newton iter: 1, lambda:1.30395786828829, diff to last: 0.477"
[1] "Newton iter: 2, lambda:1.44336559229333, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.46631664181362, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.46688698130574, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.46688732639381, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46688732639393, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46688732639393"
[1] "Starting iterative with newton 1.46688732639393"
[1] "Starting newton at: 1.90632568852275"
[1] "Newton iter: 1, lambda:1.40136067502089, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.55445922208518, diff to last: 0.153"
[1] "Newton iter: 3, lambda:1.58398541284168, diff to last: 0.03"
[1] "Newton iter: 4, lambda:1.58498150107181, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5849826034017, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58498260340305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58498260340305"
[1] "Starting iterative with newton 1.58498260340305"
[1] "Starting newton at: 1.95139585686262"
[1] "Newton iter: 1, lambda:1.45834225905319, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.60733778992718, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.6359549174785, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.6369104294519, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63691146517582, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63691146517703, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63691146517703"
[1] "Starting iterative with newton 1.63691146517703"
[1] "Starting newton at: 1.98403529749046"
[1] "Newton iter: 1, lambda:1.4620148633338, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.62339268149355, diff to last: 0.161"
[1] "Newton iter: 3, lambda:1.65760214464, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65898831128591, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65899051193157, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65899051193711, diff to last: 0"
[1] "Final threshold is: 0.0839034000844094"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.13289962277752"
[1] "Newton iter: 1, lambda:1.2607513764425, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.27928694483239, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.27965068821033, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2796508262718, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27965082627182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27965082627182"
[1] "Starting iterative with newton 1.27965082627182"
[1] "Starting newton at: 1.57091869197518"
[1] "Newton iter: 1, lambda:1.6267882301873, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.63073162935889, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.63075027409841, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63075027451345, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63075027409841"
[1] "Starting iterative with newton 1.63075027409841"
[1] "Starting newton at: 1.61242250908789"
[1] "Newton iter: 1, lambda:1.77597379993266, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.81541386311712, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.81746301406724, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.81746831161518, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8174683116505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8174683116505"
[1] "Starting iterative with newton 1.8174683116505"
[1] "Starting newton at: 1.62622201124437"
[1] "Newton iter: 1, lambda:1.83150608512279, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.89732308079339, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90335237021131, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.90339954476899, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90339954763543, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.90339954476899"
[1] "Starting iterative with newton 1.90339954476899"
[1] "Starting newton at: 1.6720425638218"
[1] "Newton iter: 1, lambda:1.87161239191041, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.93454434237776, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.94010369872411, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.94014420010093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94014420223549, diff to last: 0"
[1] "Final threshold is: 0.0981227403353484"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.22639510263035"
[1] "Newton iter: 1, lambda:1.47918798516191, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58427573089158, diff to last: 0.105"
[1] "Newton iter: 3, lambda:1.60209978143482, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60257513098936, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60257546254544, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6025754625456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60257546254544"
[1] "Starting iterative with newton 1.60257546254544"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222806268073657"
threshold is:
[{'ad': 0.001066446018812021, 'da': 0.000647900617701115, 'dd': 0.0022124546695719595}, {'ad': 0.004435288943991819, 'da': 0.006881495410753238, 'dd': 0.011448001096350097}, {'ad': 0.013683956460125397, 'da': 0.016464711030290454, 'dd': 0.029773340626215578}, {'ad': 0.03456166370704555, 'da': 0.04112801876536387, 'dd': 0.07991479031721133}, {'ad': 0.08390340008440939, 'da': 0.09812274033534836, 'dd': 0.22280626807365664}]
Number of points in noise estimation: 128
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.8644792148255"
[1] "Starting iterative with newton 26.8644792148255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.3837229853733"
[1] "Starting iterative with newton 19.3837229853733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.7796034339507"
[1] "Starting iterative with newton 16.7796034339507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.71131641963303"
[1] "Starting iterative with newton 9.71131641963303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.53713620206879"
[1] "Starting iterative with newton 7.53713620206879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.5749975696996"
[1] "Starting iterative with newton 3.5749975696996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 1.51208299894674"
[1] "Newton iter: 1, lambda:1.3859517415003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.37348751190678, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.37334293416578, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37334291448692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37334291448692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37334291448692"
[1] "Starting iterative with newton 1.37334291448692"
[1] "Starting newton at: 1.58192218106047"
[1] "Newton iter: 1, lambda:1.47530570157771, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.4679247475117, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46788281608802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46788281472228, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46788281608802"
[1] "Starting iterative with newton 1.46788281608802"
[1] "Starting newton at: 1.68360484690173"
[1] "Newton iter: 1, lambda:1.55641610392537, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.54832097619971, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.54827875836739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54827875720461, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54827875720461"
[1] "Starting iterative with newton 1.54827875720461"
[1] "Starting newton at: 1.76294964131786"
[1] "Newton iter: 1, lambda:1.62382487188128, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.61616140672877, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.61612911619711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61612911561566, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61612911561566"
[1] "Starting iterative with newton 1.61612911561566"
[1] "Starting newton at: 1.85163598836652"
[1] "Newton iter: 1, lambda:1.68050858391063, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.67193505170796, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.67189997153809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67189997094001, diff to last: 0"
[1] "Final threshold is: 0.0845562956531187"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 1.35163028761922"
[1] "Newton iter: 1, lambda:1.30307443727053, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.30071108848975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30070522314774, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30070522311155, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070522311155"
[1] "Starting iterative with newton 1.30070522311155"
[1] "Starting newton at: 1.50319767047768"
[1] "Newton iter: 1, lambda:1.47173709516811, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.47104354773914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.47104319423565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47104319423556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47104319423556"
[1] "Starting iterative with newton 1.47104319423556"
[1] "Starting newton at: 1.65358888413666"
[1] "Newton iter: 1, lambda:1.61764038742252, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.61702943670864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61702924521324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61702924521323, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61702924521323"
[1] "Starting iterative with newton 1.61702924521323"
[1] "Starting newton at: 1.76684711008666"
[1] "Newton iter: 1, lambda:1.72920884738819, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.72874166592556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72874158500037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72874158500037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.72874158500037"
[1] "Starting iterative with newton 1.72874158500037"
[1] "Starting newton at: 1.91611739691294"
[1] "Newton iter: 1, lambda:1.83191196469505, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.83069615605785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83069577442802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83069577442798, diff to last: 0"
[1] "Final threshold is: 0.0925873890715124"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 1.20649189970937"
[1] "Newton iter: 1, lambda:1.25473594422754, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.25205618667235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.25204810200091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25204810192719, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25204810192719"
[1] "Starting iterative with newton 1.25204810192719"
[1] "Starting newton at: 1.58811297724378"
[1] "Newton iter: 1, lambda:1.52331785539138, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5210512183547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52104804621039, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52104804620415, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52104804620415"
[1] "Starting iterative with newton 1.52104804620415"
[1] "Starting newton at: 1.67114422857459"
[1] "Newton iter: 1, lambda:1.77114923735116, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.76730586938436, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.76730178421424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76730178420955, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76730178420955"
[1] "Starting iterative with newton 1.76730178420955"
[1] "Starting newton at: 1.92601517278052"
[1] "Newton iter: 1, lambda:1.94726970874041, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.94721509650605, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94721509620807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94721509620807"
[1] "Starting iterative with newton 1.94721509620807"
[1] "Starting newton at: 2.1134735032584"
[1] "Newton iter: 1, lambda:2.06531953555326, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.06539416376558, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06539416371676, diff to last: 0"
[1] "Final threshold is: 0.104457253738047"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.29746645993759"
[1] "Newton iter: 1, lambda:1.40393236069389, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.39390753254596, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39382749784449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39382749267145, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39382749267145"
[1] "Starting iterative with newton 1.39382749267145"
[1] "Starting newton at: 1.91238789761772"
[1] "Newton iter: 1, lambda:1.9929694955418, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.9931324254021, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99313242842339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9931324254021"
[1] "Starting iterative with newton 1.9931324254021"
[1] "Starting newton at: 2.33776044802286"
[1] "Newton iter: 1, lambda:2.34472461005143, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.3447428575545, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34474285768128, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3447428575545"
[1] "Starting iterative with newton 2.3447428575545"
[1] "Starting newton at: 2.47331392605492"
[1] "Newton iter: 1, lambda:2.51889539247408, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.51980187982318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.51980225606542, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51980225606548, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.51980225606542"
[1] "Starting iterative with newton 2.51980225606542"
[1] "Starting newton at: 2.65302720698131"
[1] "Newton iter: 1, lambda:2.58970518488102, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.59171298075305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59171492716071, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59171492716254, diff to last: 0"
[1] "Final threshold is: 0.13107591205232"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.44804220855377"
[1] "Newton iter: 1, lambda:1.40547400357955, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.40424451152322, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40424340193016, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40424340192926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40424340193016"
[1] "Starting iterative with newton 1.40424340193016"
[1] "Starting newton at: 2.02502268628577"
[1] "Newton iter: 1, lambda:2.08018937286589, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.0808025527923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08080264934509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0808026493451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08080264934509"
[1] "Starting iterative with newton 2.08080264934509"
[1] "Starting newton at: 2.43788228667727"
[1] "Newton iter: 1, lambda:2.47927860996563, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.48012918503226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48012955863223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4801295586323, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4801295586323"
[1] "Starting iterative with newton 2.4801295586323"
[1] "Starting newton at: 2.73523365012397"
[1] "Newton iter: 1, lambda:2.66426944311341, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.66720190029886, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66720683338583, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6672068333998, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66720683338583"
[1] "Starting iterative with newton 2.66720683338583"
[1] "Starting newton at: 2.79378308405606"
[1] "Newton iter: 1, lambda:2.7453125776403, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.7467040036646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74670514610637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74670514610714, diff to last: 0"
[1] "Final threshold is: 0.138914538166091"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.58998569547428"
[1] "Newton iter: 1, lambda:1.51789158254813, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.515722946561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51572051374688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5157205137438, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51572051374688"
[1] "Starting iterative with newton 1.51572051374688"
[1] "Starting newton at: 2.30424507946707"
[1] "Newton iter: 1, lambda:2.22518555133924, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.22835460854687, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.22835916944967, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22835916945917, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22835916945917"
[1] "Starting iterative with newton 2.22835916945917"
[1] "Starting newton at: 2.67212604334779"
[1] "Newton iter: 1, lambda:2.61456316968626, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.61683835255511, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6168418654883, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684186549668, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.61684186549668"
[1] "Starting iterative with newton 2.61684186549668"
[1] "Starting newton at: 2.82525924625711"
[1] "Newton iter: 1, lambda:2.81446254911211, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.81454860142989, diff to last: 0"
[1] "Newton iter: 3, lambda:2.81454860690159, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.81454860142989"
[1] "Starting iterative with newton 2.81454860142989"
[1] "Starting newton at: 2.91586577200649"
[1] "Newton iter: 1, lambda:2.90379350079109, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.90390388789861, diff to last: 0"
[1] "Newton iter: 3, lambda:2.90390389715674, diff to last: 0"
[1] "Final threshold is: 0.146864860262845"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.90086459734737"
[1] "Newton iter: 1, lambda:2.31710203488356, diff to last: 0.416"
[1] "Newton iter: 2, lambda:2.41900139092994, diff to last: 0.102"
[1] "Newton iter: 3, lambda:2.43135102603926, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.43153547474112, diff to last: 0"
[1] "Newton iter: 5, lambda:2.43153551576237, diff to last: 0"
[1] "Newton iter: 6, lambda:2.43153551576237, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.43153547474112"
[1] "Starting iterative with newton 2.43153547474112"
[1] "Starting newton at: 3.2377771793588"
[1] "Newton iter: 1, lambda:3.25287388279706, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.25322427936492, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25322446537292, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25322446537297, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25322446537292"
[1] "Starting iterative with newton 3.25322446537292"
[1] "Starting newton at: 3.82270551017337"
[1] "Newton iter: 1, lambda:3.81540719263968, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.81549873927397, diff to last: 0"
[1] "Newton iter: 3, lambda:3.81549875384644, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81549875384644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.81549873927397"
[1] "Starting iterative with newton 3.81549873927397"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.16319174242007, diff to last: 0.08"
[1] "Newton iter: 2, lambda:4.17375740072631, diff to last: 0.011"
[1] "Newton iter: 3, lambda:4.173977535841, diff to last: 0"
[1] "Newton iter: 4, lambda:4.17397762957099, diff to last: 0"
[1] "Newton iter: 5, lambda:4.173977629571, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.173977535841"
[1] "Starting iterative with newton 4.173977535841"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.44270801771015, diff to last: 0.199"
[1] "Newton iter: 2, lambda:4.56496729957707, diff to last: 0.122"
[1] "Newton iter: 3, lambda:4.60827042024601, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.61301153056289, diff to last: 0.005"
[1] "Newton iter: 5, lambda:4.61306375402893, diff to last: 0"
[1] "Newton iter: 6, lambda:4.61306376029674, diff to last: 0"
[1] "Final threshold is: 0.233305574390013"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08455629565311866}, {'ad': 0.09258738907151239, 'da': 0.10445725373804729, 'dd': 0.13107591205231983}, {'ad': 0.1389145381660905, 'da': 0.14686486026284531, 'dd': 0.23330557439001254}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36228951280856. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.8644792148255"
[1] "Starting iterative with newton 26.8644792148255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.3837229853733"
[1] "Starting iterative with newton 19.3837229853733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.7796034339507"
[1] "Starting iterative with newton 16.7796034339507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.71131641963303"
[1] "Starting iterative with newton 9.71131641963303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.53713620206879"
[1] "Starting iterative with newton 7.53713620206879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.5749975696996"
[1] "Starting iterative with newton 3.5749975696996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 1.51208299894674"
[1] "Newton iter: 1, lambda:1.3859517415003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.37348751190678, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.37334293416578, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37334291448692, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37334291448692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37334291448692"
[1] "Starting iterative with newton 1.37334291448692"
[1] "Starting newton at: 1.58192218106047"
[1] "Newton iter: 1, lambda:1.47530570157771, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.4679247475117, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.46788281608802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46788281472228, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46788281608802"
[1] "Starting iterative with newton 1.46788281608802"
[1] "Starting newton at: 1.68360484690173"
[1] "Newton iter: 1, lambda:1.55641610392537, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.54832097619971, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.54827875836739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54827875720461, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54827875720461"
[1] "Starting iterative with newton 1.54827875720461"
[1] "Starting newton at: 1.76294964131786"
[1] "Newton iter: 1, lambda:1.62382487188128, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.61616140672877, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.61612911619711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61612911561566, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61612911561566"
[1] "Starting iterative with newton 1.61612911561566"
[1] "Starting newton at: 1.85163598836652"
[1] "Newton iter: 1, lambda:1.68050858391063, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.67193505170796, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.67189997153809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67189997094001, diff to last: 0"
[1] "Final threshold is: 0.0845562956531187"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 1.35163028761922"
[1] "Newton iter: 1, lambda:1.30307443727053, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.30071108848975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.30070522314774, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30070522311155, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30070522311155"
[1] "Starting iterative with newton 1.30070522311155"
[1] "Starting newton at: 1.50319767047768"
[1] "Newton iter: 1, lambda:1.47173709516811, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.47104354773914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.47104319423565, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47104319423556, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47104319423556"
[1] "Starting iterative with newton 1.47104319423556"
[1] "Starting newton at: 1.65358888413666"
[1] "Newton iter: 1, lambda:1.61764038742252, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.61702943670864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61702924521324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61702924521323, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61702924521323"
[1] "Starting iterative with newton 1.61702924521323"
[1] "Starting newton at: 1.76684711008666"
[1] "Newton iter: 1, lambda:1.72920884738819, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.72874166592556, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72874158500037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72874158500037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.72874158500037"
[1] "Starting iterative with newton 1.72874158500037"
[1] "Starting newton at: 1.91611739691294"
[1] "Newton iter: 1, lambda:1.83191196469505, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.83069615605785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83069577442802, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83069577442798, diff to last: 0"
[1] "Final threshold is: 0.0925873890715124"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 1.20649189970937"
[1] "Newton iter: 1, lambda:1.25473594422754, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.25205618667235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.25204810200091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25204810192719, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25204810192719"
[1] "Starting iterative with newton 1.25204810192719"
[1] "Starting newton at: 1.58811297724378"
[1] "Newton iter: 1, lambda:1.52331785539138, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.5210512183547, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52104804621039, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52104804620415, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52104804620415"
[1] "Starting iterative with newton 1.52104804620415"
[1] "Starting newton at: 1.67114422857459"
[1] "Newton iter: 1, lambda:1.77114923735116, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.76730586938436, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.76730178421424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76730178420955, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76730178420955"
[1] "Starting iterative with newton 1.76730178420955"
[1] "Starting newton at: 1.92601517278052"
[1] "Newton iter: 1, lambda:1.94726970874041, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.94721509650605, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94721509620807, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94721509620807"
[1] "Starting iterative with newton 1.94721509620807"
[1] "Starting newton at: 2.1134735032584"
[1] "Newton iter: 1, lambda:2.06531953555326, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.06539416376558, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06539416371676, diff to last: 0"
[1] "Final threshold is: 0.104457253738047"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.29746645993759"
[1] "Newton iter: 1, lambda:1.40393236069389, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.39390753254596, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.39382749784449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39382749267145, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.39382749267145"
[1] "Starting iterative with newton 1.39382749267145"
[1] "Starting newton at: 1.91238789761772"
[1] "Newton iter: 1, lambda:1.9929694955418, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.9931324254021, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99313242842339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.9931324254021"
[1] "Starting iterative with newton 1.9931324254021"
[1] "Starting newton at: 2.33776044802286"
[1] "Newton iter: 1, lambda:2.34472461005143, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.3447428575545, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34474285768128, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3447428575545"
[1] "Starting iterative with newton 2.3447428575545"
[1] "Starting newton at: 2.47331392605492"
[1] "Newton iter: 1, lambda:2.51889539247408, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.51980187982318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.51980225606542, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51980225606548, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.51980225606542"
[1] "Starting iterative with newton 2.51980225606542"
[1] "Starting newton at: 2.65302720698131"
[1] "Newton iter: 1, lambda:2.58970518488102, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.59171298075305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59171492716071, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59171492716254, diff to last: 0"
[1] "Final threshold is: 0.13107591205232"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.44804220855377"
[1] "Newton iter: 1, lambda:1.40547400357955, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.40424451152322, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.40424340193016, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40424340192926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40424340193016"
[1] "Starting iterative with newton 1.40424340193016"
[1] "Starting newton at: 2.02502268628577"
[1] "Newton iter: 1, lambda:2.08018937286589, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.0808025527923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08080264934509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.0808026493451, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08080264934509"
[1] "Starting iterative with newton 2.08080264934509"
[1] "Starting newton at: 2.43788228667727"
[1] "Newton iter: 1, lambda:2.47927860996563, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.48012918503226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48012955863223, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4801295586323, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4801295586323"
[1] "Starting iterative with newton 2.4801295586323"
[1] "Starting newton at: 2.73523365012397"
[1] "Newton iter: 1, lambda:2.66426944311341, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.66720190029886, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66720683338583, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6672068333998, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66720683338583"
[1] "Starting iterative with newton 2.66720683338583"
[1] "Starting newton at: 2.79378308405606"
[1] "Newton iter: 1, lambda:2.7453125776403, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.7467040036646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74670514610637, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74670514610714, diff to last: 0"
[1] "Final threshold is: 0.138914538166091"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.58998569547428"
[1] "Newton iter: 1, lambda:1.51789158254813, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.515722946561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.51572051374688, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5157205137438, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51572051374688"
[1] "Starting iterative with newton 1.51572051374688"
[1] "Starting newton at: 2.30424507946707"
[1] "Newton iter: 1, lambda:2.22518555133924, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.22835460854687, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.22835916944967, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22835916945917, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22835916945917"
[1] "Starting iterative with newton 2.22835916945917"
[1] "Starting newton at: 2.67212604334779"
[1] "Newton iter: 1, lambda:2.61456316968626, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.61683835255511, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.6168418654883, diff to last: 0"
[1] "Newton iter: 4, lambda:2.61684186549668, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.61684186549668"
[1] "Starting iterative with newton 2.61684186549668"
[1] "Starting newton at: 2.82525924625711"
[1] "Newton iter: 1, lambda:2.81446254911211, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.81454860142989, diff to last: 0"
[1] "Newton iter: 3, lambda:2.81454860690159, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.81454860142989"
[1] "Starting iterative with newton 2.81454860142989"
[1] "Starting newton at: 2.91586577200649"
[1] "Newton iter: 1, lambda:2.90379350079109, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.90390388789861, diff to last: 0"
[1] "Newton iter: 3, lambda:2.90390389715674, diff to last: 0"
[1] "Final threshold is: 0.146864860262845"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.90086459734737"
[1] "Newton iter: 1, lambda:2.31710203488356, diff to last: 0.416"
[1] "Newton iter: 2, lambda:2.41900139092994, diff to last: 0.102"
[1] "Newton iter: 3, lambda:2.43135102603926, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.43153547474112, diff to last: 0"
[1] "Newton iter: 5, lambda:2.43153551576237, diff to last: 0"
[1] "Newton iter: 6, lambda:2.43153551576237, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.43153547474112"
[1] "Starting iterative with newton 2.43153547474112"
[1] "Starting newton at: 3.2377771793588"
[1] "Newton iter: 1, lambda:3.25287388279706, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.25322427936492, diff to last: 0"
[1] "Newton iter: 3, lambda:3.25322446537292, diff to last: 0"
[1] "Newton iter: 4, lambda:3.25322446537297, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.25322446537292"
[1] "Starting iterative with newton 3.25322446537292"
[1] "Starting newton at: 3.82270551017337"
[1] "Newton iter: 1, lambda:3.81540719263968, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.81549873927397, diff to last: 0"
[1] "Newton iter: 3, lambda:3.81549875384644, diff to last: 0"
[1] "Newton iter: 4, lambda:3.81549875384644, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.81549873927397"
[1] "Starting iterative with newton 3.81549873927397"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.16319174242007, diff to last: 0.08"
[1] "Newton iter: 2, lambda:4.17375740072631, diff to last: 0.011"
[1] "Newton iter: 3, lambda:4.173977535841, diff to last: 0"
[1] "Newton iter: 4, lambda:4.17397762957099, diff to last: 0"
[1] "Newton iter: 5, lambda:4.173977629571, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.173977535841"
[1] "Starting iterative with newton 4.173977535841"
[1] "Starting newton at: 4.24336212054634"
[1] "Newton iter: 1, lambda:4.44270801771015, diff to last: 0.199"
[1] "Newton iter: 2, lambda:4.56496729957707, diff to last: 0.122"
[1] "Newton iter: 3, lambda:4.60827042024601, diff to last: 0.043"
[1] "Newton iter: 4, lambda:4.61301153056289, diff to last: 0.005"
[1] "Newton iter: 5, lambda:4.61306375402893, diff to last: 0"
[1] "Newton iter: 6, lambda:4.61306376029674, diff to last: 0"
[1] "Final threshold is: 0.233305574390013"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08455629565311866}, {'ad': 0.09258738907151239, 'da': 0.10445725373804729, 'dd': 0.13107591205231983}, {'ad': 0.1389145381660905, 'da': 0.14686486026284531, 'dd': 0.23330557439001254}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.36228951280856. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05057497284082733
0.05057497284082733
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076253540842104, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765389919931104, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765389959901351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765389919931104"
[1] "Starting iterative with newton 0.0765389919931104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221614164548843, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221723252495945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221723252522377, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0221723252495945"
[1] "Starting iterative with newton 0.0221723252495945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210979499090843, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0211076646127024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0211076646147621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0211076646127024"
[1] "Starting iterative with newton 0.0211076646127024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210771527413558, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210868449112111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210868449132606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0210868449132606"
[1] "Starting iterative with newton 0.0210868449132606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0210767460638213, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210864377933482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210864377953975, diff to last: 0"
[1] "Final threshold is: 0.00106644601881202"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0483468384377397"
[1] "Newton iter: 1, lambda:0.0901480377008956, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0902654447335054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0902654456583191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0902654456583191"
[1] "Starting iterative with newton 0.0902654456583191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133254571002927, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.013327511582455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133275115825039, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.013327511582455"
[1] "Starting iterative with newton 0.013327511582455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128124224503842, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128142180137839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128142180138192, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0128142180137839"
[1] "Starting iterative with newton 0.0128142180137839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089261911882, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0128107201448582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128107201448934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0128107201448582"
[1] "Starting iterative with newton 0.0128107201448582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0128089023623316, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012810696305037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0128106963050722, diff to last: 0"
[1] "Final threshold is: 0.000647900617701115"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.093158357172304"
[1] "Newton iter: 1, lambda:0.14879647797784, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.14910067948265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.149100688546501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149100688546501"
[1] "Starting iterative with newton 0.149100688546501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466568451703411, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467397293108796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046739729572463, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467397293108796"
[1] "Starting iterative with newton 0.0467397293108796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043762438236535, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438333169480686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438333171339952, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438333171339952"
[1] "Starting iterative with newton 0.0438333171339952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436779615083747, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437485136535148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.043748513837593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437485136535148"
[1] "Starting iterative with newton 0.0437485136535148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436754949074865, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.043746037535761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437460377197855, diff to last: 0"
[1] "Final threshold is: 0.00221245466957196"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.393150645207144"
[1] "Newton iter: 1, lambda:0.251989072668414, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.255141497832426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.255143102544901, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255143102545316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.255143102544901"
[1] "Starting iterative with newton 0.255143102544901"
[1] "Starting newton at: 0.13694391649734"
[1] "Newton iter: 1, lambda:0.0974734433106427, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0976030443488716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.097603045747587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097603045747587"
[1] "Starting iterative with newton 0.097603045747587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0876781960683903, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0882910431634483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0882910730804404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0882910730804405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0882910730804404"
[1] "Starting iterative with newton 0.0882910730804404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0871274959309108, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877309911495649, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877310200806966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877310200806967, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0877310200806966"
[1] "Starting iterative with newton 0.0877310200806966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0870943435297735, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0876972786068933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0876973074795479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.087697307479548, diff to last: 0"
[1] "Final threshold is: 0.00443528894399182"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.282771766260265"
[1] "Newton iter: 1, lambda:0.340575894650348, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.341235577036717, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341235662165514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341235662165515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341235662165515"
[1] "Starting iterative with newton 0.341235662165515"
[1] "Starting newton at: 0.256043424359564"
[1] "Newton iter: 1, lambda:0.15142978089864, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.152776341277147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152776565306012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152776565306019, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152776565306019"
[1] "Starting iterative with newton 0.152776565306019"
[1] "Starting newton at: 0.273987856602785"
[1] "Newton iter: 1, lambda:0.13520861086776, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.137450740173678, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137451328252739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137451328252779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137451328252739"
[1] "Starting iterative with newton 0.137451328252739"
[1] "Starting newton at: 0.261884774898885"
[1] "Newton iter: 1, lambda:0.134283706079258, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.136171800816822, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136172215974504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136172215974524, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136172215974504"
[1] "Starting iterative with newton 0.136172215974504"
[1] "Starting newton at: 0.26316388717712"
[1] "Newton iter: 1, lambda:0.134135043365965, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.136064798437305, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136065231955954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136065231955976, diff to last: 0"
[1] "Final threshold is: 0.00688149541075324"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.63257547867418"
[1] "Newton iter: 1, lambda:0.493888639566123, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.49919678199941, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.499204878547933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.499204878566745, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.499204878547933"
[1] "Starting iterative with newton 0.499204878547933"
[1] "Starting newton at: 0.198126989866454"
[1] "Newton iter: 1, lambda:0.260633350564897, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.261423085909626, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.261423211369665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261423211369668, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261423211369668"
[1] "Starting iterative with newton 0.261423211369668"
[1] "Starting newton at: 0.289273037775731"
[1] "Newton iter: 1, lambda:0.230282732198994, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.23094215442088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.230942237206495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230942237206496, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.230942237206495"
[1] "Starting iterative with newton 0.230942237206495"
[1] "Starting newton at: 0.301521634788408"
[1] "Newton iter: 1, lambda:0.225819727272698, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.226896099905885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226896318818416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226896318818425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.226896318818425"
[1] "Starting iterative with newton 0.226896318818425"
[1] "Starting newton at: 0.305567553176478"
[1] "Newton iter: 1, lambda:0.225143634227554, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.226356761140511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226357038932674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226357038932689, diff to last: 0"
[1] "Final threshold is: 0.0114480010963501"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.66737544373739"
[1] "Starting iterative with newton 2.66737544373739"
[1] "Starting newton at: 0.471142575653448"
[1] "Newton iter: 1, lambda:0.569754759816561, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.573163368080712, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.573167332616051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573167332621408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573167332616051"
[1] "Starting iterative with newton 0.573167332616051"
[1] "Starting newton at: 0.226749482754649"
[1] "Newton iter: 1, lambda:0.318315453876793, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.320445498146388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.320446641215585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320446641215914, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320446641215585"
[1] "Starting iterative with newton 0.320446641215585"
[1] "Starting newton at: 0.282153805814091"
[1] "Newton iter: 1, lambda:0.278812319160169, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.278814957307632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278814957309277, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278814957307632"
[1] "Starting iterative with newton 0.278814957307632"
[1] "Starting newton at: 0.291062550619986"
[1] "Newton iter: 1, lambda:0.271678132846914, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.271765780348128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271765782142939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271765780348128"
[1] "Starting iterative with newton 0.271765780348128"
[1] "Starting newton at: 0.295762749702251"
[1] "Newton iter: 1, lambda:0.270418289033397, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.270567747079022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270567752287592, diff to last: 0"
[1] "Final threshold is: 0.0136839564601254"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.28367512403308"
[1] "Starting iterative with newton 2.28367512403308"
[1] "Starting newton at: 0.476631836858022"
[1] "Newton iter: 1, lambda:0.599048945037035, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.604854846191993, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.604867492416504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604867492476394, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.604867492476394"
[1] "Starting iterative with newton 0.604867492476394"
[1] "Starting newton at: 0.474673582965265"
[1] "Newton iter: 1, lambda:0.369330285314969, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.372410720483078, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.372413400425689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372413400427717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372413400425689"
[1] "Starting iterative with newton 0.372413400425689"
[1] "Starting newton at: 0.246233070223112"
[1] "Newton iter: 1, lambda:0.331487747477595, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.333438875964476, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.333439890261199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333439890261473, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333439890261199"
[1] "Starting iterative with newton 0.333439890261199"
[1] "Starting newton at: 0.235243668408573"
[1] "Newton iter: 1, lambda:0.324593858364439, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.326714797990894, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.326715984250136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326715984250507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326715984250507"
[1] "Starting iterative with newton 0.326715984250507"
[1] "Starting newton at: 0.215937819327584"
[1] "Newton iter: 1, lambda:0.322532081413845, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.325548171119304, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.32555056593128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325550565932789, diff to last: 0"
[1] "Final threshold is: 0.0164647110302905"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.2661394919482"
[1] "Starting iterative with newton 1.2661394919482"
[1] "Starting newton at: 0.797630469908368"
[1] "Newton iter: 1, lambda:0.749607166018139, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.750738945042265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.750739586688337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750739586688543, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.750739586688337"
[1] "Starting iterative with newton 0.750739586688337"
[1] "Starting newton at: 0.734818661861409"
[1] "Newton iter: 1, lambda:0.626275165268914, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.631502293087718, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.631514906064832, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631514906138152, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.631514906064832"
[1] "Starting iterative with newton 0.631514906064832"
[1] "Starting newton at: 0.514034514653072"
[1] "Newton iter: 1, lambda:0.59665341092664, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.599794805855922, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599799256293766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59979925630269, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599799256293766"
[1] "Starting iterative with newton 0.599799256293766"
[1] "Starting newton at: 0.531616421152635"
[1] "Newton iter: 1, lambda:0.58957285766106, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.591099642701336, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.591100686845263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591100686845751, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.591100686845263"
[1] "Starting iterative with newton 0.591100686845263"
[1] "Starting newton at: 0.531901682557144"
[1] "Newton iter: 1, lambda:0.587304477515697, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.588696249385921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588697115466974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588697115467309, diff to last: 0"
[1] "Final threshold is: 0.0297733406262156"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.17336065878551"
[1] "Starting iterative with newton 1.17336065878551"
[1] "Starting newton at: 0.692658979689799"
[1] "Newton iter: 1, lambda:0.806542696404432, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.813978091393822, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.814008484332114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814008484838254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.814008484332114"
[1] "Starting iterative with newton 0.814008484332114"
[1] "Starting newton at: 0.758236457733491"
[1] "Newton iter: 1, lambda:0.719697176042419, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.720457415535705, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.720457715999918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720457715999965, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.720457715999918"
[1] "Starting iterative with newton 0.720457715999918"
[1] "Starting newton at: 0.748139621108787"
[1] "Newton iter: 1, lambda:0.692024713077039, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.693600399090374, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.69360166910858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693601669109405, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.69360166910858"
[1] "Starting iterative with newton 0.69360166910858"
[1] "Starting newton at: 0.753764807124301"
[1] "Newton iter: 1, lambda:0.68324354067365, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.68570627271571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685709360692926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685709360697777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.685709360692926"
[1] "Starting iterative with newton 0.685709360692926"
[1] "Starting newton at: 0.758024167813409"
[1] "Newton iter: 1, lambda:0.680399173505324, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.683370345981135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.683374834729077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.683374834739312, diff to last: 0"
[1] "Final threshold is: 0.0345616637070456"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06620168899897"
[1] "Starting iterative with newton 1.06620168899897"
[1] "Starting newton at: 0.867250809654945"
[1] "Newton iter: 1, lambda:0.889257727769894, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.889556234351657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889556288689061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.889556288689063, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.889556288689061"
[1] "Starting iterative with newton 0.889556288689061"
[1] "Starting newton at: 0.886438269110841"
[1] "Newton iter: 1, lambda:0.835440088726101, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.836948446238344, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.836949800033686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836949800034776, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836949800033686"
[1] "Starting iterative with newton 0.836949800033686"
[1] "Starting newton at: 0.889807300550576"
[1] "Newton iter: 1, lambda:0.817305701014778, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.820298539922707, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.820303830188424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.820303830204932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.820303830188424"
[1] "Starting iterative with newton 0.820303830188424"
[1] "Starting newton at: 0.890736740595447"
[1] "Newton iter: 1, lambda:0.811371352657683, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.81493657195948, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.814944061304131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814944061337127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.814944061337127"
[1] "Starting iterative with newton 0.814944061337127"
[1] "Starting newton at: 0.890427061037063"
[1] "Newton iter: 1, lambda:0.809499731451634, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.813200849756195, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.813208914473788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813208914512016, diff to last: 0"
[1] "Final threshold is: 0.0411280187653639"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.769864611317234"
[1] "Starting iterative with newton 0.769864611317234"
[1] "Starting newton at: 1.28414571747753"
[1] "Newton iter: 1, lambda:1.14928376213539, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.16436292862053, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.16457542633814, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16457546810734, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16457546810734, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16457546810734"
[1] "Starting iterative with newton 1.16457546810734"
[1] "Starting newton at: 1.27558728404429"
[1] "Newton iter: 1, lambda:1.37219849597581, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.38261406149644, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.3827276321243, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38272764550932, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38272764550932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38272764550932"
[1] "Starting iterative with newton 1.38272764550932"
[1] "Starting newton at: 1.31447624137265"
[1] "Newton iter: 1, lambda:1.46635974695436, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.49474074440848, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4956485089745, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49564941465044, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49564941465134, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49564941465134"
[1] "Starting iterative with newton 1.49564941465134"
[1] "Starting newton at: 1.27375376355625"
[1] "Newton iter: 1, lambda:1.48800775840365, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.54792011856916, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.5522019217111, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.55222271043538, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55222271092338, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55222271092338"
[1] "Starting iterative with newton 1.55222271092338"
[1] "Starting newton at: 1.28242257468251"
[1] "Newton iter: 1, lambda:1.50727179271534, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.57457235391903, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.58009018192047, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.58012522315421, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58012522455967, diff to last: 0"
[1] "Final threshold is: 0.0799147903172113"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.776995721130932"
[1] "Starting iterative with newton 0.776995721130932"
[1] "Starting newton at: 1.18015582394713"
[1] "Newton iter: 1, lambda:1.21782077943053, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.21922043079018, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21922231341836, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21922231342176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21922231341836"
[1] "Starting iterative with newton 1.21922231341836"
[1] "Starting newton at: 1.78052531010038"
[1] "Newton iter: 1, lambda:1.30395786828829, diff to last: 0.477"
[1] "Newton iter: 2, lambda:1.44336559229333, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.46631664181362, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.46688698130574, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.46688732639381, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46688732639393, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46688732639393"
[1] "Starting iterative with newton 1.46688732639393"
[1] "Starting newton at: 1.90632568852275"
[1] "Newton iter: 1, lambda:1.40136067502089, diff to last: 0.505"
[1] "Newton iter: 2, lambda:1.55445922208518, diff to last: 0.153"
[1] "Newton iter: 3, lambda:1.58398541284168, diff to last: 0.03"
[1] "Newton iter: 4, lambda:1.58498150107181, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5849826034017, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58498260340305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58498260340305"
[1] "Starting iterative with newton 1.58498260340305"
[1] "Starting newton at: 1.95139585686262"
[1] "Newton iter: 1, lambda:1.45834225905319, diff to last: 0.493"
[1] "Newton iter: 2, lambda:1.60733778992718, diff to last: 0.149"
[1] "Newton iter: 3, lambda:1.6359549174785, diff to last: 0.029"
[1] "Newton iter: 4, lambda:1.6369104294519, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63691146517582, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63691146517703, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63691146517703"
[1] "Starting iterative with newton 1.63691146517703"
[1] "Starting newton at: 1.98403529749046"
[1] "Newton iter: 1, lambda:1.4620148633338, diff to last: 0.522"
[1] "Newton iter: 2, lambda:1.62339268149355, diff to last: 0.161"
[1] "Newton iter: 3, lambda:1.65760214464, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65898831128591, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65899051193157, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65899051193711, diff to last: 0"
[1] "Final threshold is: 0.0839034000844094"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738312808978014"
[1] "Starting iterative with newton 0.738312808978014"
[1] "Starting newton at: 1.13289962277752"
[1] "Newton iter: 1, lambda:1.2607513764425, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.27928694483239, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.27965068821033, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2796508262718, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27965082627182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27965082627182"
[1] "Starting iterative with newton 1.27965082627182"
[1] "Starting newton at: 1.57091869197518"
[1] "Newton iter: 1, lambda:1.6267882301873, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.63073162935889, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.63075027409841, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63075027451345, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63075027409841"
[1] "Starting iterative with newton 1.63075027409841"
[1] "Starting newton at: 1.61242250908789"
[1] "Newton iter: 1, lambda:1.77597379993266, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.81541386311712, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.81746301406724, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.81746831161518, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8174683116505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8174683116505"
[1] "Starting iterative with newton 1.8174683116505"
[1] "Starting newton at: 1.62622201124437"
[1] "Newton iter: 1, lambda:1.83150608512279, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.89732308079339, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.90335237021131, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.90339954476899, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90339954763543, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.90339954476899"
[1] "Starting iterative with newton 1.90339954476899"
[1] "Starting newton at: 1.6720425638218"
[1] "Newton iter: 1, lambda:1.87161239191041, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.93454434237776, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.94010369872411, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.94014420010093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94014420223549, diff to last: 0"
[1] "Final threshold is: 0.0981227403353484"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0505749728408273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674469494717018"
[1] "Starting iterative with newton 0.674469494717018"
[1] "Starting newton at: 1.22639510263035"
[1] "Newton iter: 1, lambda:1.47918798516191, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58427573089158, diff to last: 0.105"
[1] "Newton iter: 3, lambda:1.60209978143482, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60257513098936, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60257546254544, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6025754625456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60257546254544"
[1] "Starting iterative with newton 1.60257546254544"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.222806268073657"
threshold is:
[{'ad': 0.001066446018812021, 'da': 0.000647900617701115, 'dd': 0.0022124546695719595}, {'ad': 0.004435288943991819, 'da': 0.006881495410753238, 'dd': 0.011448001096350097}, {'ad': 0.013683956460125397, 'da': 0.016464711030290454, 'dd': 0.029773340626215578}, {'ad': 0.03456166370704555, 'da': 0.04112801876536387, 'dd': 0.07991479031721133}, {'ad': 0.08390340008440939, 'da': 0.09812274033534836, 'dd': 0.22280626807365664}]
Number of points in noise estimation: 128
Estimated noise: 0.05057497284082733
0.05057497284082733
threshold is:
[{'ad': 0.03327527453133783, 'da': 0.017823648137500564, 'dd': 0.014250226913437969}, {'ad': 0.0037550575569245126, 'da': 0.0031099141878513092, 'dd': 0.011774174536037824}, {'ad': 0.009867255528978547, 'da': 0.01821345114456641, 'dd': 0.023079099840107545}, {'ad': 0.0327896916219462, 'da': 0.036278213201671315, 'dd': 0.0607156900222338}, {'ad': 0.06401443727561285, 'da': 0.06883852094894423, 'dd': 0.22280626807365664}]
['peppers256', 0.05, 0, 0.0024372404875920013, 0.0008768575785227996, 0.0008870784325562363, 0.0038569460394574477, 0.0009398133977857698, 0.0011157644423160588, 0.0009398133977857698, 0.0011157644423160588, 26.131016159604435, 30.570709401396968, 30.52037979581499, 24.137564370815344, 30.269583680564644, 29.52427482997335, 30.269583680564644, 29.52427482997335]
peppers256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.05120416485743822
0.05120416485743822
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800505510766593, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0804455307645277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0804455403656994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0804455403656994"
[1] "Starting iterative with newton 0.0804455403656994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129523690203819, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129544728735293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129544728735848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0129544728735293"
[1] "Starting iterative with newton 0.0129544728735293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123378995515328, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012339728223564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123397282236042, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123397282236042"
[1] "Starting iterative with newton 0.0123397282236042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322874521674, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123341137712256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123341137712657, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123341137712657"
[1] "Starting iterative with newton 0.0123341137712657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322361958183, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123340624933991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123340624934392, diff to last: 0"
[1] "Final threshold is: 0.000631555369273954"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0784942172211354"
[1] "Newton iter: 1, lambda:0.0990705192082973, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0990963678944912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0990963679352465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0990963678944912"
[1] "Starting iterative with newton 0.0990963678944912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025312011554711, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253265154504086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253265154551714, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0253265154551714"
[1] "Starting iterative with newton 0.0253265154551714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242136886746916, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242264719302073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242264719337705, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0242264719302073"
[1] "Starting iterative with newton 0.0242264719302073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241971022317091, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242098610628804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242098610664282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0242098610628804"
[1] "Starting iterative with newton 0.0242098610628804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241968517281649, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242096101907936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242096101943411, diff to last: 0"
[1] "Final threshold is: 0.00123963287152536"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0214668114129974"
[1] "Newton iter: 1, lambda:0.129898785361491, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.131002684934192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13100279907424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131002799074241, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131002799074241"
[1] "Starting iterative with newton 0.131002799074241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334444780823004, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334885237065094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334885237829101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0334885237065094"
[1] "Starting iterative with newton 0.0334885237065094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0302601537007253, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0302943698183155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0302943698620671, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0302943698183155"
[1] "Starting iterative with newton 0.0302943698183155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301579881484027, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030191913086872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301919131298056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0301919131298056"
[1] "Starting iterative with newton 0.0301919131298056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301547134338658, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301886290635947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301886291065022, diff to last: 0"
[1] "Final threshold is: 0.00154578353939235"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.421405814288255"
[1] "Newton iter: 1, lambda:0.242458910359571, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.247214459099024, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.247217902047836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24721790204964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24721790204964"
[1] "Starting iterative with newton 0.24721790204964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0908353789915803, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0914932074608381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0914932419402348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0914932419402349, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0914932419402348"
[1] "Starting iterative with newton 0.0914932419402348"
[1] "Starting newton at: 0.146287455554155"
[1] "Newton iter: 1, lambda:0.0826649187350057, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0829704454779458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829704525287373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0829704525287373"
[1] "Starting iterative with newton 0.0829704525287373"
[1] "Starting newton at: 0.154810244965652"
[1] "Newton iter: 1, lambda:0.0820981122956206, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824959441767541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824959560959274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824959560959275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0824959560959274"
[1] "Starting iterative with newton 0.0824959560959274"
[1] "Starting newton at: 0.155284741398462"
[1] "Newton iter: 1, lambda:0.0820661723081782, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824694958158281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824695080643035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824695080643035, diff to last: 0"
[1] "Final threshold is: 0.00422278228663643"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.515415098168863"
[1] "Newton iter: 1, lambda:0.321197901400254, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.32821286027481, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.328222362847453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328222362864871, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328222362847453"
[1] "Starting iterative with newton 0.328222362847453"
[1] "Starting newton at: 0.215025115369429"
[1] "Newton iter: 1, lambda:0.149599583997099, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.150111907554703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150111939047868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150111939047868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150111939047868"
[1] "Starting iterative with newton 0.150111939047868"
[1] "Starting newton at: 0.171285025629729"
[1] "Newton iter: 1, lambda:0.136350863096018, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.136489871332213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136489873535365, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.136489871332213"
[1] "Starting iterative with newton 0.136489871332213"
[1] "Starting newton at: 0.153572929605435"
[1] "Newton iter: 1, lambda:0.135380048985129, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.135417620487816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135417620648133, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135417620487816"
[1] "Starting iterative with newton 0.135417620487816"
[1] "Starting newton at: 0.154645180449831"
[1] "Newton iter: 1, lambda:0.135290478094035, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.135332987112691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135332987317849, diff to last: 0"
[1] "Final threshold is: 0.00692961258276778"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.60685353481987"
[1] "Newton iter: 1, lambda:0.506990331058685, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.509945589221447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.509948254410324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50994825441249, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509948254410324"
[1] "Starting iterative with newton 0.509948254410324"
[1] "Starting newton at: 0.167785745176902"
[1] "Newton iter: 1, lambda:0.253597729644105, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.255055541090866, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255055959500747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255055959500781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255055959500781"
[1] "Starting iterative with newton 0.255055959500781"
[1] "Starting newton at: 0.223557287753093"
[1] "Newton iter: 1, lambda:0.223583873504257, diff to last: 0"
[1] "Newton iter: 2, lambda:0.223583873634742, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.223583873504257"
[1] "Starting iterative with newton 0.223583873504257"
[1] "Starting newton at: 0.246631183472722"
[1] "Newton iter: 1, lambda:0.219350938424186, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.21948698255668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219486985945678, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.219486985945678"
[1] "Starting iterative with newton 0.219486985945678"
[1] "Starting newton at: 0.250728071031301"
[1] "Newton iter: 1, lambda:0.218763950049338, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.218950465392289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218950471755512, diff to last: 0"
[1] "Final threshold is: 0.0112111760513831"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0.538554360023307"
[1] "Newton iter: 1, lambda:0.570634497689507, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.570995582656633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.570995627992235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570995627992236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570995627992236"
[1] "Starting iterative with newton 0.570995627992236"
[1] "Starting newton at: 0.215711446899843"
[1] "Newton iter: 1, lambda:0.314342486348682, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.316766017914751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.316767468570477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316767468570996, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316767468570477"
[1] "Starting iterative with newton 0.316767468570477"
[1] "Starting newton at: 0.240091538177311"
[1] "Newton iter: 1, lambda:0.276063106087895, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.27636387360174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27636389457083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27636389457083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.27636389457083"
[1] "Starting iterative with newton 0.27636389457083"
[1] "Starting newton at: 0.251246972947183"
[1] "Newton iter: 1, lambda:0.269649491764638, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.269727247198228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269727248584446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.269727247198228"
[1] "Starting iterative with newton 0.269727247198228"
[1] "Starting newton at: 0.241273383655758"
[1] "Newton iter: 1, lambda:0.268462210842263, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.268631734546178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26863174112343, diff to last: 0"
[1] "Final threshold is: 0.0137550636216421"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 0.517103032870807"
[1] "Newton iter: 1, lambda:0.593305967739281, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.595509574141866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.595511379712389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595511379713601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595511379713601"
[1] "Starting iterative with newton 0.595511379713601"
[1] "Starting newton at: 0.376402002666282"
[1] "Newton iter: 1, lambda:0.398523954715838, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.398667924912386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398667930989005, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.398667924912386"
[1] "Starting iterative with newton 0.398667924912386"
[1] "Starting newton at: 0.440268029095083"
[1] "Newton iter: 1, lambda:0.362244575598779, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.363940178819506, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.363940989807512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363940989807698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.363940989807512"
[1] "Starting iterative with newton 0.363940989807512"
[1] "Starting newton at: 0.460383221103875"
[1] "Newton iter: 1, lambda:0.35442940242887, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.357519546155612, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.357522220916228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357522220918231, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357522220918231"
[1] "Starting iterative with newton 0.357522220918231"
[1] "Starting newton at: 0.466801989993156"
[1] "Newton iter: 1, lambda:0.352751992234051, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.356322612283524, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.356326178929218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356326178932775, diff to last: 0"
[1] "Final threshold is: 0.0182453844089127"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 0.804487680828128"
[1] "Newton iter: 1, lambda:0.750396353231256, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.751835336631122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.751836378655221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751836378655767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751836378655221"
[1] "Starting iterative with newton 0.751836378655221"
[1] "Starting newton at: 0.738793001755234"
[1] "Newton iter: 1, lambda:0.623320443537575, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.629186758285448, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.629202543936847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.629202544050947, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629202543936847"
[1] "Starting iterative with newton 0.629202543936847"
[1] "Starting newton at: 0.515804019784277"
[1] "Newton iter: 1, lambda:0.594403905703456, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.597220967612188, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.597224517803178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597224517808812, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.597224517803178"
[1] "Starting iterative with newton 0.597224517803178"
[1] "Starting newton at: 0.507633546723639"
[1] "Newton iter: 1, lambda:0.585813884656611, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.588581416688637, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.588584820876843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58858482088199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.588584820876843"
[1] "Starting iterative with newton 0.588584820876843"
[1] "Starting newton at: 0.49891825206594"
[1] "Newton iter: 1, lambda:0.5830233513562, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.586224174850931, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.586228720887214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586228720896376, diff to last: 0"
[1] "Final threshold is: 0.030017352068474"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 0.722402460549541"
[1] "Newton iter: 1, lambda:0.80840229339068, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.812614056309277, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.812623825223339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.812623825275794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812623825223339"
[1] "Starting iterative with newton 0.812623825223339"
[1] "Starting newton at: 0.724173705897671"
[1] "Newton iter: 1, lambda:0.726400122447932, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.726402719298634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726402719302164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726402719298634"
[1] "Starting iterative with newton 0.726402719298634"
[1] "Starting newton at: 0.731849998177393"
[1] "Newton iter: 1, lambda:0.701310483032298, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.701785770821368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701785887292957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701785887292964, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701785887292957"
[1] "Starting iterative with newton 0.701785887292957"
[1] "Starting newton at: 0.734677772908957"
[1] "Newton iter: 1, lambda:0.693750246230739, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.694596696374338, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.694597064146567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.694597064146636, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.694597064146567"
[1] "Starting iterative with newton 0.694597064146567"
[1] "Starting newton at: 0.728414206205769"
[1] "Newton iter: 1, lambda:0.691806531531458, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.69248399333807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.692484228588642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.69248422858867, diff to last: 0"
[1] "Final threshold is: 0.0354580766018287"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 0.885193699810585"
[1] "Newton iter: 1, lambda:0.881436408309307, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.881445046529021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.881445046574765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.881445046574765"
[1] "Starting iterative with newton 0.881445046574765"
[1] "Starting newton at: 0.900659417672258"
[1] "Newton iter: 1, lambda:0.836523790456905, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.838913338617037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.838916765790806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.838916765797848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.838916765790806"
[1] "Starting iterative with newton 0.838916765790806"
[1] "Starting newton at: 0.893319689905631"
[1] "Newton iter: 1, lambda:0.822696326218462, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.825565180210603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.825570085470919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.825570085485241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.825570085470919"
[1] "Starting iterative with newton 0.825570085470919"
[1] "Starting newton at: 0.89453915307526"
[1] "Newton iter: 1, lambda:0.81796892445419, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.821323918084713, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.821330612438685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821330612465298, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.821330612438685"
[1] "Starting iterative with newton 0.821330612438685"
[1] "Starting newton at: 0.898045660171962"
[1] "Newton iter: 1, lambda:0.816144986753988, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.819970231648594, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.81997892945594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.819978929500832, diff to last: 0"
[1] "Final threshold is: 0.0419863362857863"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.1770483585166"
[1] "Newton iter: 1, lambda:1.21857213799848, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.22027545912602, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22027824441867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22027824442611, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22027824442611"
[1] "Starting iterative with newton 1.22027824442611"
[1] "Starting newton at: 1.7879056369778"
[1] "Newton iter: 1, lambda:1.25540884530356, diff to last: 0.532"
[1] "Newton iter: 2, lambda:1.41886295185038, diff to last: 0.163"
[1] "Newton iter: 3, lambda:1.45068497681619, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.45178804534169, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.45178933521025, diff to last: 0"
[1] "Newton iter: 6, lambda:1.45178933521201, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45178933521201"
[1] "Starting iterative with newton 1.45178933521201"
[1] "Starting newton at: 1.91305934347246"
[1] "Newton iter: 1, lambda:1.333771355185, diff to last: 0.579"
[1] "Newton iter: 2, lambda:1.51896151649618, diff to last: 0.185"
[1] "Newton iter: 3, lambda:1.56282165858374, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56505395372997, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.56505951366471, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56505951369913, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56505951366471"
[1] "Starting iterative with newton 1.56505951366471"
[1] "Starting newton at: 1.99426354053723"
[1] "Newton iter: 1, lambda:1.3169478113825, diff to last: 0.677"
[1] "Newton iter: 2, lambda:1.54297121329422, diff to last: 0.226"
[1] "Newton iter: 3, lambda:1.61128769112236, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.6169677573569, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.61700477122003, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61700477278277, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61700477122003"
[1] "Starting iterative with newton 1.61700477122003"
[1] "Starting newton at: 2.03282324104874"
[1] "Newton iter: 1, lambda:1.29774316871514, diff to last: 0.735"
[1] "Newton iter: 2, lambda:1.54673902190107, diff to last: 0.249"
[1] "Newton iter: 3, lambda:1.63123281373992, diff to last: 0.084"
[1] "Newton iter: 4, lambda:1.64014997356842, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.64024253359928, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6402425434816, diff to last: 0"
[1] "Final threshold is: 0.0839872496026154"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.17445535665825"
[1] "Newton iter: 1, lambda:1.21644622830288, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.21818417175645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21818706406857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21818706407657, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21818706406857"
[1] "Starting iterative with newton 1.21818706406857"
[1] "Starting newton at: 1.8185571446662"
[1] "Newton iter: 1, lambda:1.2365178348027, diff to last: 0.582"
[1] "Newton iter: 2, lambda:1.41980749960302, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.46016015573983, diff to last: 0.04"
[1] "Newton iter: 4, lambda:1.46194128708917, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.46194464015768, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46194464016954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46194464016954"
[1] "Starting iterative with newton 1.46194464016954"
[1] "Starting newton at: 1.88040374648533"
[1] "Newton iter: 1, lambda:1.42063904059583, diff to last: 0.46"
[1] "Newton iter: 2, lambda:1.55446049897638, diff to last: 0.134"
[1] "Newton iter: 3, lambda:1.57659127913744, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.57714319965897, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.57714353570525, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57714353570538, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57714353570538"
[1] "Starting iterative with newton 1.57714353570538"
[1] "Starting newton at: 1.97929158647035"
[1] "Newton iter: 1, lambda:1.39103473218734, diff to last: 0.588"
[1] "Newton iter: 2, lambda:1.57881578239315, diff to last: 0.188"
[1] "Newton iter: 3, lambda:1.62490368437586, diff to last: 0.046"
[1] "Newton iter: 4, lambda:1.62740413015848, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.6274111790537, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62741117910958, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62741117910958"
[1] "Starting iterative with newton 1.62741117910958"
[1] "Starting newton at: 2.01807240251248"
[1] "Newton iter: 1, lambda:1.37556466971872, diff to last: 0.643"
[1] "Newton iter: 2, lambda:1.5855670909563, diff to last: 0.21"
[1] "Newton iter: 3, lambda:1.64442703080483, diff to last: 0.059"
[1] "Newton iter: 4, lambda:1.64859253271753, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.64861229729433, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64861229773736, diff to last: 0"
[1] "Final threshold is: 0.0844158158566587"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.09048591091451"
[1] "Newton iter: 1, lambda:1.26211890628209, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.29653706540188, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.29782075243119, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29782249169749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29782249170068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29782249170068"
[1] "Starting iterative with newton 1.29782249170068"
[1] "Starting newton at: 1.58498120902161"
[1] "Newton iter: 1, lambda:1.65318052421883, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.65921160966894, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.65925592789006, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65925593026758, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65925592789006"
[1] "Starting iterative with newton 1.65925592789006"
[1] "Starting newton at: 1.59454887781302"
[1] "Newton iter: 1, lambda:1.7877096674639, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.84490626614342, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.84939058204192, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.84941652589866, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84941652676233, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84941652676233"
[1] "Starting iterative with newton 1.84941652676233"
[1] "Starting newton at: 1.69713760728791"
[1] "Newton iter: 1, lambda:1.88007454853273, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.93292565600049, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.93684364933908, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.93686393738017, diff to last: 0"
[1] "Newton iter: 5, lambda:1.93686393792145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93686393738017"
[1] "Starting iterative with newton 1.93686393738017"
[1] "Starting newton at: 1.74277342504953"
[1] "Newton iter: 1, lambda:1.92049981882533, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.97095578211258, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.97455791319297, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.97457523164771, diff to last: 0"
[1] "Newton iter: 5, lambda:1.97457523204616, diff to last: 0"
[1] "Final threshold is: 0.101106475684703"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22594390855846"
[1] "Newton iter: 1, lambda:1.47912938439567, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58505419147007, diff to last: 0.106"
[1] "Newton iter: 3, lambda:1.603303271174, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60380551797014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60380589087399, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6038058908742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60380589087399"
[1] "Starting iterative with newton 1.60380589087399"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225578151423234"
threshold is:
[{'ad': 0.0006315553692739542, 'da': 0.0012396328715253578, 'dd': 0.0015457835393923528}, {'ad': 0.004222782286636425, 'da': 0.006929612582767777, 'dd': 0.011211176051383085}, {'ad': 0.013755063621642074, 'da': 0.018245384408912685, 'dd': 0.030017352068474033}, {'ad': 0.035458076601828745, 'da': 0.0419863362857863, 'dd': 0.08398724960261543}, {'ad': 0.0844158158566587, 'da': 0.10110647568470345, 'dd': 0.2255781514232339}]
Number of points in noise estimation: 128
Estimated noise: 0.05120416485743822
0.05120416485743822
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.45533624419"
[1] "Starting iterative with newton 25.45533624419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8418438171817"
[1] "Starting iterative with newton 18.8418438171817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.3816549859959"
[1] "Starting iterative with newton 17.3816549859959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.85925945948941"
[1] "Starting iterative with newton 9.85925945948941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07019948250405"
[1] "Starting iterative with newton 7.07019948250405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72768618380517"
[1] "Starting iterative with newton 3.72768618380517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 2.53928273816093"
[1] "Newton iter: 1, lambda:1.78989748018486, diff to last: 0.749"
[1] "Newton iter: 2, lambda:1.80476891823422, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.8046640001401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80466399504434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.80466399504434"
[1] "Starting iterative with newton 1.80466399504434"
[1] "Starting newton at: 2.2215652879362"
[1] "Newton iter: 1, lambda:1.66608616723973, diff to last: 0.555"
[1] "Newton iter: 2, lambda:1.62954456628359, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.62872605793948, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62872562646291, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62872562646279, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62872562646279"
[1] "Starting iterative with newton 1.62872562646279"
[1] "Starting newton at: 2.00840908847045"
[1] "Newton iter: 1, lambda:1.53597687306559, diff to last: 0.472"
[1] "Newton iter: 2, lambda:1.47254250306628, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.46931983547914, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46931094116778, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46931094109984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.46931094109984"
[1] "Starting iterative with newton 1.46931094109984"
[1] "Starting newton at: 1.87598879619604"
[1] "Newton iter: 1, lambda:1.46434453023367, diff to last: 0.412"
[1] "Newton iter: 2, lambda:1.39253311019881, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.38776339794507, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.38774094342854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3877409429293, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3877409429293"
[1] "Starting iterative with newton 1.3877409429293"
[1] "Starting newton at: 1.80501935795014"
[1] "Newton iter: 1, lambda:1.40901887209435, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.32836261905466, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.32162243533085, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.32157222726635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32157222447087, diff to last: 0"
[1] "Final threshold is: 0.067670002052818"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 1.4752266475818"
[1] "Newton iter: 1, lambda:1.39209783976029, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.38627051630162, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.38623896858534, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38623896765597, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38623896765597"
[1] "Starting iterative with newton 1.38623896765597"
[1] "Starting newton at: 1.61587199534176"
[1] "Newton iter: 1, lambda:1.50157502660003, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.4934791556114, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.49343031324378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.493430311448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49343031324378"
[1] "Starting iterative with newton 1.49343031324378"
[1] "Starting newton at: 1.7394864935845"
[1] "Newton iter: 1, lambda:1.60388739930499, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.59567140116219, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.59563130512268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59563130415474, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59563130512268"
[1] "Starting iterative with newton 1.59563130512268"
[1] "Starting newton at: 1.80586140166563"
[1] "Newton iter: 1, lambda:1.66630472449769, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.65921314090861, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.65918741456081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6591874142176, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6591874142176"
[1] "Starting iterative with newton 1.6591874142176"
[1] "Starting newton at: 1.86332964577882"
[1] "Newton iter: 1, lambda:1.70826577287794, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.70103625860331, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70101216532437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70101216505265, diff to last: 0"
[1] "Final threshold is: 0.0870989073238636"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 1.32647019294862"
[1] "Newton iter: 1, lambda:1.30149695828568, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.30085570992326, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30085527792711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30085527792692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30085527792711"
[1] "Starting iterative with newton 1.30085527792711"
[1] "Starting newton at: 1.46846885319171"
[1] "Newton iter: 1, lambda:1.46229668720482, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46226843653011, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46226843593312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46226843653011"
[1] "Starting iterative with newton 1.46226843653011"
[1] "Starting newton at: 1.64539349806679"
[1] "Newton iter: 1, lambda:1.6285677756525, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.6284333753306, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62843336641581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.62843336641581"
[1] "Starting iterative with newton 1.62843336641581"
[1] "Starting newton at: 1.83289913293346"
[1] "Newton iter: 1, lambda:1.7637074927863, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.76251674547798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76251628594691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76251628594684, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76251628594684"
[1] "Starting iterative with newton 1.76251628594684"
[1] "Starting newton at: 1.96286755514667"
[1] "Newton iter: 1, lambda:1.85215945183622, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.85072945821799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85072898840476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85072898840471, diff to last: 0"
[1] "Final threshold is: 0.0947650322287145"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 1.35441058814215"
[1] "Newton iter: 1, lambda:1.27472028554004, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.26827045092165, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26822455754289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26822455520871, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26822455520871"
[1] "Starting iterative with newton 1.26822455520871"
[1] "Starting newton at: 1.61582340819666"
[1] "Newton iter: 1, lambda:1.56678512727142, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.56558377447318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.56558296996739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56558296996703, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56558296996739"
[1] "Starting iterative with newton 1.56558296996739"
[1] "Starting newton at: 1.71864741292667"
[1] "Newton iter: 1, lambda:1.8128634218099, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.80989197289838, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.8098899150968, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8098899150958, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8098899150958"
[1] "Starting iterative with newton 1.8098899150958"
[1] "Starting newton at: 1.9957969480381"
[1] "Newton iter: 1, lambda:1.97531209443867, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.9752892014574, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97528920141834, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.97528920141834"
[1] "Starting iterative with newton 1.97528920141834"
[1] "Starting newton at: 2.17205291029712"
[1] "Newton iter: 1, lambda:2.05975964441387, diff to last: 0.112"
[1] "Newton iter: 2, lambda:2.06086984866855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06086983912953, diff to last: 0"
[1] "Final threshold is: 0.105525118992511"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.31491971457833"
[1] "Newton iter: 1, lambda:1.35054287951499, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.34942648250015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34942543315116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34942543315023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34942543315116"
[1] "Starting iterative with newton 1.34942543315116"
[1] "Starting newton at: 1.97241989772589"
[1] "Newton iter: 1, lambda:1.99741031992577, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.99749381315869, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99749381427666, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99749381315869"
[1] "Starting iterative with newton 1.99749381315869"
[1] "Starting newton at: 2.48314226111697"
[1] "Newton iter: 1, lambda:2.40172605245719, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.40500312780794, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.40500804743103, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40500804744216, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40500804744216"
[1] "Starting iterative with newton 2.40500804744216"
[1] "Starting newton at: 2.62312690040712"
[1] "Newton iter: 1, lambda:2.60928160611131, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.60938407271778, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60938407829247, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60938407271778"
[1] "Starting iterative with newton 2.60938407271778"
[1] "Starting newton at: 2.71165041031145"
[1] "Newton iter: 1, lambda:2.70511825716067, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.70514182111659, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7051418214227, diff to last: 0"
[1] "Final threshold is: 0.138514527771205"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.43975324108295"
[1] "Newton iter: 1, lambda:1.42689069212165, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42677726544301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42677725641671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42677725641671"
[1] "Starting iterative with newton 1.42677725641671"
[1] "Starting newton at: 2.06565401164607"
[1] "Newton iter: 1, lambda:2.10318333170163, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.10351947289557, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10351950393228, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10351950393229, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10351950393228"
[1] "Starting iterative with newton 2.10351950393228"
[1] "Starting newton at: 2.44387750099501"
[1] "Newton iter: 1, lambda:2.47987648194925, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.48052160074346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48052181513114, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48052181513116, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48052181513114"
[1] "Starting iterative with newton 2.48052181513114"
[1] "Starting newton at: 2.60050299593317"
[1] "Newton iter: 1, lambda:2.66049710298067, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.66249920364748, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.66250149858034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66250149858336, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66250149858336"
[1] "Starting iterative with newton 2.66250149858336"
[1] "Starting newton at: 2.79858943273102"
[1] "Newton iter: 1, lambda:2.73521935691345, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.73759649910619, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.73759982854478, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73759982855131, diff to last: 0"
[1] "Final threshold is: 0.140176512934502"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.57538591844343"
[1] "Newton iter: 1, lambda:1.54439314917273, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.54399242834371, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54399235458084, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54399235458083, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54399235458083"
[1] "Starting iterative with newton 1.54399235458083"
[1] "Starting newton at: 2.29497981601969"
[1] "Newton iter: 1, lambda:2.27149794162179, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.27178051646901, diff to last: 0"
[1] "Newton iter: 3, lambda:2.27178055616034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27178055616034, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27178055616034"
[1] "Starting iterative with newton 2.27178055616034"
[1] "Starting newton at: 2.60158167621589"
[1] "Newton iter: 1, lambda:2.66407505627238, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.66673531185136, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66674024276399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66674024278094, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66674024278094"
[1] "Starting iterative with newton 2.66674024278094"
[1] "Starting newton at: 2.90262698228472"
[1] "Newton iter: 1, lambda:2.84484785618873, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.84730541296533, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.84730991626465, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84730991627976, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.84730991626465"
[1] "Starting iterative with newton 2.84730991626465"
[1] "Starting newton at: 2.94023414775363"
[1] "Newton iter: 1, lambda:2.91413417046307, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.9146478396313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.91464804008776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91464804008779, diff to last: 0"
[1] "Final threshold is: 0.149242118746065"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90043365875454"
[1] "Newton iter: 1, lambda:2.29130325273404, diff to last: 0.391"
[1] "Newton iter: 2, lambda:2.3811341205712, diff to last: 0.09"
[1] "Newton iter: 3, lambda:2.3905693478763, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39067592081717, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39067593440016, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39067593440016, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39067592081717"
[1] "Starting iterative with newton 2.39067592081717"
[1] "Starting newton at: 3.07515121240896"
[1] "Newton iter: 1, lambda:3.20626684920443, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.23506863563789, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.2363955929675, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.2363983373556, diff to last: 0"
[1] "Newton iter: 5, lambda:3.23639833736733, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2363983373556"
[1] "Starting iterative with newton 3.2363983373556"
[1] "Starting newton at: 3.68920876917638"
[1] "Newton iter: 1, lambda:3.86890718541319, diff to last: 0.18"
[1] "Newton iter: 2, lambda:3.94605201769277, diff to last: 0.077"
[1] "Newton iter: 3, lambda:3.95931056219243, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.95966709689839, diff to last: 0"
[1] "Newton iter: 5, lambda:3.95966734900779, diff to last: 0"
[1] "Newton iter: 6, lambda:3.95966734900792, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.95966734900779"
[1] "Starting iterative with newton 3.95966734900779"
[1] "Starting newton at: 4.04234272885349"
[1] "Newton iter: 1, lambda:4.29381991885769, diff to last: 0.251"
[1] "Newton iter: 2, lambda:4.49010979685709, diff to last: 0.196"
[1] "Newton iter: 3, lambda:4.61509581937161, diff to last: 0.125"
[1] "Newton iter: 4, lambda:4.66402984419344, diff to last: 0.049"
[1] "Newton iter: 5, lambda:4.67066601737794, diff to last: 0.007"
[1] "Newton iter: 6, lambda:4.67077703302654, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6707770636066, diff to last: 0"
[1] "Newton iter: 8, lambda:4.6707770636066, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.6707770636066"
[1] "Starting iterative with newton 4.6707770636066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.06767000205281795, 'dd': 0.08709890732386358}, {'ad': 0.0947650322287145, 'da': 0.1055251189925105, 'dd': 0.13851452777120468}, {'ad': 0.14017651293450153, 'da': 0.14924211874606455, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360052822453063. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.051204164857438214
0.051204164857438214
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.45533624419"
[1] "Starting iterative with newton 25.45533624419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8418438171817"
[1] "Starting iterative with newton 18.8418438171817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.3816549859959"
[1] "Starting iterative with newton 17.3816549859959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.85925945948941"
[1] "Starting iterative with newton 9.85925945948941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07019948250405"
[1] "Starting iterative with newton 7.07019948250405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72768618380517"
[1] "Starting iterative with newton 3.72768618380517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 2.53928273816093"
[1] "Newton iter: 1, lambda:1.78989748018486, diff to last: 0.749"
[1] "Newton iter: 2, lambda:1.80476891823422, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.80466400014011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80466399504434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.80466400014011"
[1] "Starting iterative with newton 1.80466400014011"
[1] "Starting newton at: 2.2215652879362"
[1] "Newton iter: 1, lambda:1.66608616723973, diff to last: 0.555"
[1] "Newton iter: 2, lambda:1.62954456628359, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.62872605793948, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.62872562646291, diff to last: 0"
[1] "Newton iter: 5, lambda:1.62872562646279, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62872562646279"
[1] "Starting iterative with newton 1.62872562646279"
[1] "Starting newton at: 2.00840908847045"
[1] "Newton iter: 1, lambda:1.53597687306559, diff to last: 0.472"
[1] "Newton iter: 2, lambda:1.47254250306628, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.46931983547914, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.46931094116778, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46931094109984, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.46931094109984"
[1] "Starting iterative with newton 1.46931094109984"
[1] "Starting newton at: 1.87598879619604"
[1] "Newton iter: 1, lambda:1.46434453023367, diff to last: 0.412"
[1] "Newton iter: 2, lambda:1.39253311019881, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.38776339794507, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.38774094342854, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3877409429293, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3877409429293"
[1] "Starting iterative with newton 1.3877409429293"
[1] "Starting newton at: 1.80501935795014"
[1] "Newton iter: 1, lambda:1.40901887209435, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.32836261905466, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.32162243533085, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.32157222726635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32157222447087, diff to last: 0"
[1] "Final threshold is: 0.067670002052818"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 1.4752266475818"
[1] "Newton iter: 1, lambda:1.39209783976029, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.38627051630162, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.38623896858534, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38623896765597, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38623896765597"
[1] "Starting iterative with newton 1.38623896765597"
[1] "Starting newton at: 1.61587199534176"
[1] "Newton iter: 1, lambda:1.50157502660003, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.4934791556114, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.49343031324378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.493430311448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49343031324378"
[1] "Starting iterative with newton 1.49343031324378"
[1] "Starting newton at: 1.7394864935845"
[1] "Newton iter: 1, lambda:1.60388739930499, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.59567140116219, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.59563130512268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59563130415474, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59563130415474"
[1] "Starting iterative with newton 1.59563130415474"
[1] "Starting newton at: 1.80586140166563"
[1] "Newton iter: 1, lambda:1.66630472449769, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.65921314090861, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.65918741456081, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6591874142176, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6591874142176"
[1] "Starting iterative with newton 1.6591874142176"
[1] "Starting newton at: 1.86332964577882"
[1] "Newton iter: 1, lambda:1.70826577287794, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.70103625860331, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70101216532437, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70101216505265, diff to last: 0"
[1] "Final threshold is: 0.0870989073238636"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 1.32647019294862"
[1] "Newton iter: 1, lambda:1.30149695828568, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.30085570992326, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30085527792711, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30085527792692, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30085527792711"
[1] "Starting iterative with newton 1.30085527792711"
[1] "Starting newton at: 1.46846885319171"
[1] "Newton iter: 1, lambda:1.46229668720482, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.46226843653011, diff to last: 0"
[1] "Newton iter: 3, lambda:1.46226843593312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46226843653011"
[1] "Starting iterative with newton 1.46226843653011"
[1] "Starting newton at: 1.64539349806679"
[1] "Newton iter: 1, lambda:1.6285677756525, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.6284333753306, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62843336641581, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.62843336641581"
[1] "Starting iterative with newton 1.62843336641581"
[1] "Starting newton at: 1.83289913293346"
[1] "Newton iter: 1, lambda:1.7637074927863, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.76251674547798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76251628594691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76251628594684, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76251628594684"
[1] "Starting iterative with newton 1.76251628594684"
[1] "Starting newton at: 1.96286755514667"
[1] "Newton iter: 1, lambda:1.85215945183622, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.85072945821799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85072898840476, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85072898840471, diff to last: 0"
[1] "Final threshold is: 0.0947650322287145"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 1.35441058814215"
[1] "Newton iter: 1, lambda:1.27472028554004, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.26827045092165, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26822455754289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26822455520871, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26822455520871"
[1] "Starting iterative with newton 1.26822455520871"
[1] "Starting newton at: 1.61582340819666"
[1] "Newton iter: 1, lambda:1.56678512727142, diff to last: 0.049"
[1] "Newton iter: 2, lambda:1.56558377447318, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.56558296996739, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56558296996703, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56558296996739"
[1] "Starting iterative with newton 1.56558296996739"
[1] "Starting newton at: 1.71864741292667"
[1] "Newton iter: 1, lambda:1.8128634218099, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.80989197289838, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.8098899150968, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8098899150958, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8098899150958"
[1] "Starting iterative with newton 1.8098899150958"
[1] "Starting newton at: 1.9957969480381"
[1] "Newton iter: 1, lambda:1.97531209443867, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.9752892014574, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97528920141834, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.97528920141834"
[1] "Starting iterative with newton 1.97528920141834"
[1] "Starting newton at: 2.17205291029712"
[1] "Newton iter: 1, lambda:2.05975964441387, diff to last: 0.112"
[1] "Newton iter: 2, lambda:2.06086984866855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06086983912953, diff to last: 0"
[1] "Final threshold is: 0.10552511899251"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.31491971457833"
[1] "Newton iter: 1, lambda:1.35054287951499, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.34942648250015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34942543315116, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34942543315023, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34942543315116"
[1] "Starting iterative with newton 1.34942543315116"
[1] "Starting newton at: 1.97241989772589"
[1] "Newton iter: 1, lambda:1.99741031992577, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.99749381315869, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99749381427666, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.99749381315869"
[1] "Starting iterative with newton 1.99749381315869"
[1] "Starting newton at: 2.48314226111697"
[1] "Newton iter: 1, lambda:2.40172605245719, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.40500312780794, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.40500804743103, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40500804744216, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40500804744216"
[1] "Starting iterative with newton 2.40500804744216"
[1] "Starting newton at: 2.62312690040712"
[1] "Newton iter: 1, lambda:2.60928160611131, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.60938407271778, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60938407829247, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.60938407271778"
[1] "Starting iterative with newton 2.60938407271778"
[1] "Starting newton at: 2.71165041031145"
[1] "Newton iter: 1, lambda:2.70511825716067, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.70514182111659, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7051418214227, diff to last: 0"
[1] "Final threshold is: 0.138514527786879"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.43975324108295"
[1] "Newton iter: 1, lambda:1.42689069212165, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.42677726544301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42677725641671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42677725641671"
[1] "Starting iterative with newton 1.42677725641671"
[1] "Starting newton at: 2.06565401164607"
[1] "Newton iter: 1, lambda:2.10318333170163, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.10351947289557, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10351950393228, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10351950393229, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10351950393228"
[1] "Starting iterative with newton 2.10351950393228"
[1] "Starting newton at: 2.44387750099501"
[1] "Newton iter: 1, lambda:2.47987648194925, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.48052160074346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48052181513114, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48052181513116, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48052181513114"
[1] "Starting iterative with newton 2.48052181513114"
[1] "Starting newton at: 2.60050299593317"
[1] "Newton iter: 1, lambda:2.66049710298067, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.66249920364748, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.66250149858034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66250149858336, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66250149858336"
[1] "Starting iterative with newton 2.66250149858336"
[1] "Starting newton at: 2.79858943273102"
[1] "Newton iter: 1, lambda:2.73521935691345, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.73759649910619, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.73759982854478, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73759982855131, diff to last: 0"
[1] "Final threshold is: 0.140176512934502"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.57538591844343"
[1] "Newton iter: 1, lambda:1.54439314917273, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.54399242834371, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54399235458083, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54399235458083, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54399235458083"
[1] "Starting iterative with newton 1.54399235458083"
[1] "Starting newton at: 2.2949798160197"
[1] "Newton iter: 1, lambda:2.27149794162179, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.27178051646901, diff to last: 0"
[1] "Newton iter: 3, lambda:2.27178055616034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.27178055616034, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27178055616034"
[1] "Starting iterative with newton 2.27178055616034"
[1] "Starting newton at: 2.60158167621589"
[1] "Newton iter: 1, lambda:2.66407505627238, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.66673531185136, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66674024276399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66674024278094, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66674024278094"
[1] "Starting iterative with newton 2.66674024278094"
[1] "Starting newton at: 2.90262698228472"
[1] "Newton iter: 1, lambda:2.84484785618873, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.84730541296533, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.84730991626465, diff to last: 0"
[1] "Newton iter: 4, lambda:2.84730991627976, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.84730991626465"
[1] "Starting iterative with newton 2.84730991626465"
[1] "Starting newton at: 2.94023414775363"
[1] "Newton iter: 1, lambda:2.91413417046307, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.9146478396313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.91464804008776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91464804008779, diff to last: 0"
[1] "Final threshold is: 0.149242118746065"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.90043365875454"
[1] "Newton iter: 1, lambda:2.29130325273404, diff to last: 0.391"
[1] "Newton iter: 2, lambda:2.3811341205712, diff to last: 0.09"
[1] "Newton iter: 3, lambda:2.3905693478763, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39067592081717, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39067593440015, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39067593440015, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39067592081717"
[1] "Starting iterative with newton 2.39067592081717"
[1] "Starting newton at: 3.07515121240896"
[1] "Newton iter: 1, lambda:3.20626684920443, diff to last: 0.131"
[1] "Newton iter: 2, lambda:3.23506863563789, diff to last: 0.029"
[1] "Newton iter: 3, lambda:3.2363955929675, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.2363983373556, diff to last: 0"
[1] "Newton iter: 5, lambda:3.23639833736733, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2363983373556"
[1] "Starting iterative with newton 3.2363983373556"
[1] "Starting newton at: 3.68920876917638"
[1] "Newton iter: 1, lambda:3.86890718541319, diff to last: 0.18"
[1] "Newton iter: 2, lambda:3.94605201769277, diff to last: 0.077"
[1] "Newton iter: 3, lambda:3.95931056219243, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.95966709689839, diff to last: 0"
[1] "Newton iter: 5, lambda:3.95966734900779, diff to last: 0"
[1] "Newton iter: 6, lambda:3.95966734900792, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.95966734900779"
[1] "Starting iterative with newton 3.95966734900779"
[1] "Starting newton at: 4.04234272885349"
[1] "Newton iter: 1, lambda:4.29381991885769, diff to last: 0.251"
[1] "Newton iter: 2, lambda:4.49010979685709, diff to last: 0.196"
[1] "Newton iter: 3, lambda:4.61509581937161, diff to last: 0.125"
[1] "Newton iter: 4, lambda:4.66402984419344, diff to last: 0.049"
[1] "Newton iter: 5, lambda:4.67066601737794, diff to last: 0.007"
[1] "Newton iter: 6, lambda:4.67077703302654, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6707770636066, diff to last: 0"
[1] "Newton iter: 8, lambda:4.6707770636066, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.6707770636066"
[1] "Starting iterative with newton 4.6707770636066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.06767000205281795, 'dd': 0.08709890732386356}, {'ad': 0.09476503222871449, 'da': 0.10552511899251049, 'dd': 0.13851452778687876}, {'ad': 0.1401765129345015, 'da': 0.14924211874606452, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.360052822453063. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.051204164857438214
0.051204164857438214
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800505510766592, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0804455307645277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0804455403656994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0804455403656994"
[1] "Starting iterative with newton 0.0804455403656994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129523690203819, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129544728735293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129544728735848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0129544728735293"
[1] "Starting iterative with newton 0.0129544728735293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123378995515328, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012339728223564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123397282236041, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123397282236041"
[1] "Starting iterative with newton 0.0123397282236041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322874521674, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123341137712256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123341137712657, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123341137712657"
[1] "Starting iterative with newton 0.0123341137712657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123322361958183, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123340624933991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123340624934392, diff to last: 0"
[1] "Final threshold is: 0.000631555369273954"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0784942172211358"
[1] "Newton iter: 1, lambda:0.0990705192082973, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0990963678944912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0990963679352465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0990963678944912"
[1] "Starting iterative with newton 0.0990963678944912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025312011554711, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253265154504086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253265154551714, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0253265154551714"
[1] "Starting iterative with newton 0.0253265154551714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242136886746916, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242264719302073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242264719337705, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0242264719302073"
[1] "Starting iterative with newton 0.0242264719302073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241971022317091, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242098610628804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242098610664282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0242098610628804"
[1] "Starting iterative with newton 0.0242098610628804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241968517281649, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242096101907936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242096101943411, diff to last: 0"
[1] "Final threshold is: 0.00123963287152536"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0214668114129974"
[1] "Newton iter: 1, lambda:0.129898785361491, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.131002684934192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13100279907424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131002799074241, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131002799074241"
[1] "Starting iterative with newton 0.131002799074241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334444780823004, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334885237065094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334885237829101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0334885237065094"
[1] "Starting iterative with newton 0.0334885237065094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0302601537007253, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0302943698183155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0302943698620671, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0302943698183155"
[1] "Starting iterative with newton 0.0302943698183155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301579881484026, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030191913086872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301919131298056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0301919131298056"
[1] "Starting iterative with newton 0.0301919131298056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301547134338658, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301886290635947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0301886291065022, diff to last: 0"
[1] "Final threshold is: 0.00154578353939235"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.421405814288255"
[1] "Newton iter: 1, lambda:0.242458910359571, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.247214459099024, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.247217902047836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24721790204964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24721790204964"
[1] "Starting iterative with newton 0.24721790204964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0908353789915803, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0914932074608381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0914932419402348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0914932419402349, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0914932419402348"
[1] "Starting iterative with newton 0.0914932419402348"
[1] "Starting newton at: 0.146287455554155"
[1] "Newton iter: 1, lambda:0.0826649187350057, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0829704454779458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829704525287373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0829704525287373"
[1] "Starting iterative with newton 0.0829704525287373"
[1] "Starting newton at: 0.154810244965652"
[1] "Newton iter: 1, lambda:0.0820981122956206, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824959441767541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824959560959274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824959560959275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0824959560959274"
[1] "Starting iterative with newton 0.0824959560959274"
[1] "Starting newton at: 0.155284741398462"
[1] "Newton iter: 1, lambda:0.0820661723081782, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0824694958158281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0824695080643034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824695080643035, diff to last: 0"
[1] "Final threshold is: 0.00422278228663642"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.515415098168864"
[1] "Newton iter: 1, lambda:0.321197901400254, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.32821286027481, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.328222362847453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328222362864871, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.328222362847453"
[1] "Starting iterative with newton 0.328222362847453"
[1] "Starting newton at: 0.215025115369429"
[1] "Newton iter: 1, lambda:0.149599583997099, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.150111907554703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150111939047868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150111939047868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150111939047868"
[1] "Starting iterative with newton 0.150111939047868"
[1] "Starting newton at: 0.171285025629729"
[1] "Newton iter: 1, lambda:0.136350863096018, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.136489871332213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136489873535365, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.136489871332213"
[1] "Starting iterative with newton 0.136489871332213"
[1] "Starting newton at: 0.153572929605435"
[1] "Newton iter: 1, lambda:0.135380048985129, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.135417620487816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135417620648133, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135417620487816"
[1] "Starting iterative with newton 0.135417620487816"
[1] "Starting newton at: 0.154645180449831"
[1] "Newton iter: 1, lambda:0.135290478094034, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.135332987112691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135332987317849, diff to last: 0"
[1] "Final threshold is: 0.00692961258276777"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.60685353481987"
[1] "Newton iter: 1, lambda:0.506990331058685, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.509945589221447, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.509948254410324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50994825441249, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509948254410324"
[1] "Starting iterative with newton 0.509948254410324"
[1] "Starting newton at: 0.167785745176903"
[1] "Newton iter: 1, lambda:0.253597729644105, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.255055541090866, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255055959500747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255055959500781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255055959500747"
[1] "Starting iterative with newton 0.255055959500747"
[1] "Starting newton at: 0.223557287753127"
[1] "Newton iter: 1, lambda:0.223583873504252, diff to last: 0"
[1] "Newton iter: 2, lambda:0.223583873634737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.223583873634737"
[1] "Starting iterative with newton 0.223583873634737"
[1] "Starting newton at: 0.246631183342241"
[1] "Newton iter: 1, lambda:0.219350938442742, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.219486982573756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219486985962754, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.219486985962754"
[1] "Starting iterative with newton 0.219486985962754"
[1] "Starting newton at: 0.250728071014225"
[1] "Newton iter: 1, lambda:0.218763950051803, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.218950465394526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218950471757749, diff to last: 0"
[1] "Final threshold is: 0.0112111760514977"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70574951587333"
[1] "Starting iterative with newton 2.70574951587333"
[1] "Starting newton at: 0.538554360023307"
[1] "Newton iter: 1, lambda:0.570634497689507, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.570995582656633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.570995627992235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570995627992236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570995627992235"
[1] "Starting iterative with newton 0.570995627992235"
[1] "Starting newton at: 0.215711446899844"
[1] "Newton iter: 1, lambda:0.314342486348682, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.316766017914751, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.316767468570477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316767468570996, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316767468570477"
[1] "Starting iterative with newton 0.316767468570477"
[1] "Starting newton at: 0.240091538177311"
[1] "Newton iter: 1, lambda:0.276063106087895, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.27636387360174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27636389457083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27636389457083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.27636389457083"
[1] "Starting iterative with newton 0.27636389457083"
[1] "Starting newton at: 0.251246972947184"
[1] "Newton iter: 1, lambda:0.269649491764638, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.269727247198228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269727248584446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.269727248584446"
[1] "Starting iterative with newton 0.269727248584446"
[1] "Starting newton at: 0.241273382269541"
[1] "Newton iter: 1, lambda:0.268462211051267, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.268631734775158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268631741352412, diff to last: 0"
[1] "Final threshold is: 0.0137550636333668"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.06457488883797"
[1] "Starting iterative with newton 2.06457488883797"
[1] "Starting newton at: 0.517103032870807"
[1] "Newton iter: 1, lambda:0.593305967739281, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.595509574141866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.595511379712389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595511379713601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595511379713601"
[1] "Starting iterative with newton 0.595511379713601"
[1] "Starting newton at: 0.376402002666282"
[1] "Newton iter: 1, lambda:0.398523954715838, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.398667924912386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398667930989005, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.398667930989005"
[1] "Starting iterative with newton 0.398667930989005"
[1] "Starting newton at: 0.440268023018464"
[1] "Newton iter: 1, lambda:0.362244577036845, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.363940179935214, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.363940990922913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363940990923099, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.363940990922913"
[1] "Starting iterative with newton 0.363940990922913"
[1] "Starting newton at: 0.460383219988474"
[1] "Newton iter: 1, lambda:0.354429402716992, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.357519546363334, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.357522221123811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357522221125814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357522221125814"
[1] "Starting iterative with newton 0.357522221125814"
[1] "Starting newton at: 0.466801989785573"
[1] "Newton iter: 1, lambda:0.352751992288926, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.356322612322283, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.356326178967945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356326178971502, diff to last: 0"
[1] "Final threshold is: 0.0182453844110778"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.29219738291429"
[1] "Starting iterative with newton 1.29219738291429"
[1] "Starting newton at: 0.804487680828128"
[1] "Newton iter: 1, lambda:0.750396353231256, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.751835336631122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.751836378655221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751836378655767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751836378655221"
[1] "Starting iterative with newton 0.751836378655221"
[1] "Starting newton at: 0.738793001755234"
[1] "Newton iter: 1, lambda:0.623320443537575, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.629186758285448, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.629202543936847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.629202544050947, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.629202543936847"
[1] "Starting iterative with newton 0.629202543936847"
[1] "Starting newton at: 0.515804019784277"
[1] "Newton iter: 1, lambda:0.594403905703456, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.597220967612188, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.597224517803178, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597224517808812, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.597224517808812"
[1] "Starting iterative with newton 0.597224517808812"
[1] "Starting newton at: 0.507633546718006"
[1] "Newton iter: 1, lambda:0.585813884657662, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.588581416690169, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.588584820878377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588584820883523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.588584820878377"
[1] "Starting iterative with newton 0.588584820878377"
[1] "Starting newton at: 0.498918252064407"
[1] "Newton iter: 1, lambda:0.583023351356479, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.586224174851349, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.586228720887633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586228720896795, diff to last: 0"
[1] "Final threshold is: 0.0300173520689646"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.14185509122852"
[1] "Starting iterative with newton 1.14185509122852"
[1] "Starting newton at: 0.722402460549541"
[1] "Newton iter: 1, lambda:0.80840229339068, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.812614056309277, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.812623825223339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.812623825275794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812623825223339"
[1] "Starting iterative with newton 0.812623825223339"
[1] "Starting newton at: 0.724173705897671"
[1] "Newton iter: 1, lambda:0.726400122447932, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.726402719298634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726402719302163, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726402719302163"
[1] "Starting iterative with newton 0.726402719302163"
[1] "Starting newton at: 0.731849998173864"
[1] "Newton iter: 1, lambda:0.701310483033469, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.701785770822393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701785887293983, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701785887293989, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701785887293989"
[1] "Starting iterative with newton 0.701785887293989"
[1] "Starting newton at: 0.734677772907924"
[1] "Newton iter: 1, lambda:0.693750246231099, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.694596696374641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.69459706414687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.694597064146939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.69459706414687"
[1] "Starting iterative with newton 0.69459706414687"
[1] "Starting newton at: 0.728414206205466"
[1] "Newton iter: 1, lambda:0.691806531531562, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.69248399333816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.692484228588731, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692484228588759, diff to last: 0"
[1] "Final threshold is: 0.0354580766018348"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02258598894171"
[1] "Starting iterative with newton 1.02258598894171"
[1] "Starting newton at: 0.885193699810585"
[1] "Newton iter: 1, lambda:0.881436408309307, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.881445046529021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.881445046574765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.881445046574765"
[1] "Starting iterative with newton 0.881445046574765"
[1] "Starting newton at: 0.900659417672258"
[1] "Newton iter: 1, lambda:0.836523790456904, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.838913338617037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.838916765790806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.838916765797848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.838916765790806"
[1] "Starting iterative with newton 0.838916765790806"
[1] "Starting newton at: 0.893319689905631"
[1] "Newton iter: 1, lambda:0.822696326218462, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.825565180210603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.825570085470919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.825570085485241, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.825570085470919"
[1] "Starting iterative with newton 0.825570085470919"
[1] "Starting newton at: 0.894539153075261"
[1] "Newton iter: 1, lambda:0.81796892445419, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.821323918084713, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.821330612438685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821330612465297, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.821330612438685"
[1] "Starting iterative with newton 0.821330612438685"
[1] "Starting newton at: 0.898045660171962"
[1] "Newton iter: 1, lambda:0.816144986753987, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.819970231648594, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.819978929455939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.819978929500832, diff to last: 0"
[1] "Final threshold is: 0.0419863362857863"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.80648495415243"
[1] "Starting iterative with newton 0.80648495415243"
[1] "Starting newton at: 1.1770483585166"
[1] "Newton iter: 1, lambda:1.21857213799848, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.22027545912602, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22027824441867, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22027824442611, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22027824442611"
[1] "Starting iterative with newton 1.22027824442611"
[1] "Starting newton at: 1.7879056369778"
[1] "Newton iter: 1, lambda:1.25540884530356, diff to last: 0.532"
[1] "Newton iter: 2, lambda:1.41886295185038, diff to last: 0.163"
[1] "Newton iter: 3, lambda:1.45068497681619, diff to last: 0.032"
[1] "Newton iter: 4, lambda:1.45178804534169, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.45178933521025, diff to last: 0"
[1] "Newton iter: 6, lambda:1.45178933521201, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45178933521201"
[1] "Starting iterative with newton 1.45178933521201"
[1] "Starting newton at: 1.91305934347246"
[1] "Newton iter: 1, lambda:1.333771355185, diff to last: 0.579"
[1] "Newton iter: 2, lambda:1.51896151649618, diff to last: 0.185"
[1] "Newton iter: 3, lambda:1.56282165858374, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56505395372997, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.56505951366471, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56505951369913, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56505951366471"
[1] "Starting iterative with newton 1.56505951366471"
[1] "Starting newton at: 1.99426354053723"
[1] "Newton iter: 1, lambda:1.3169478113825, diff to last: 0.677"
[1] "Newton iter: 2, lambda:1.54297121329422, diff to last: 0.226"
[1] "Newton iter: 3, lambda:1.61128769112236, diff to last: 0.068"
[1] "Newton iter: 4, lambda:1.6169677573569, diff to last: 0.006"
[1] "Newton iter: 5, lambda:1.61700477122004, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61700477278277, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61700477122004"
[1] "Starting iterative with newton 1.61700477122004"
[1] "Starting newton at: 2.03282324104874"
[1] "Newton iter: 1, lambda:1.29774316871514, diff to last: 0.735"
[1] "Newton iter: 2, lambda:1.54673902190107, diff to last: 0.249"
[1] "Newton iter: 3, lambda:1.63123281373992, diff to last: 0.084"
[1] "Newton iter: 4, lambda:1.64014997356842, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.64024253359928, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6402425434816, diff to last: 0"
[1] "Final threshold is: 0.0839872490965995"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.777492118896731"
[1] "Starting iterative with newton 0.777492118896731"
[1] "Starting newton at: 1.17445535665825"
[1] "Newton iter: 1, lambda:1.21644622830288, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.21818417175645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.21818706406857, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21818706407657, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21818706406857"
[1] "Starting iterative with newton 1.21818706406857"
[1] "Starting newton at: 1.8185571446662"
[1] "Newton iter: 1, lambda:1.2365178348027, diff to last: 0.582"
[1] "Newton iter: 2, lambda:1.41980749960302, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.46016015573983, diff to last: 0.04"
[1] "Newton iter: 4, lambda:1.46194128708917, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.46194464015768, diff to last: 0"
[1] "Newton iter: 6, lambda:1.46194464016954, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46194464016954"
[1] "Starting iterative with newton 1.46194464016954"
[1] "Starting newton at: 1.88040374648533"
[1] "Newton iter: 1, lambda:1.42063904059582, diff to last: 0.46"
[1] "Newton iter: 2, lambda:1.55446049897638, diff to last: 0.134"
[1] "Newton iter: 3, lambda:1.57659127913744, diff to last: 0.022"
[1] "Newton iter: 4, lambda:1.57714319965897, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.57714353570526, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57714353570538, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57714353570538"
[1] "Starting iterative with newton 1.57714353570538"
[1] "Starting newton at: 1.97929158647035"
[1] "Newton iter: 1, lambda:1.39103473218734, diff to last: 0.588"
[1] "Newton iter: 2, lambda:1.57881578239315, diff to last: 0.188"
[1] "Newton iter: 3, lambda:1.62490368437586, diff to last: 0.046"
[1] "Newton iter: 4, lambda:1.62740413015849, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.6274111790537, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62741117910958, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62741117910958"
[1] "Starting iterative with newton 1.62741117910958"
[1] "Starting newton at: 2.01807240251248"
[1] "Newton iter: 1, lambda:1.37556466971871, diff to last: 0.643"
[1] "Newton iter: 2, lambda:1.5855670909563, diff to last: 0.21"
[1] "Newton iter: 3, lambda:1.64442703080483, diff to last: 0.059"
[1] "Newton iter: 4, lambda:1.64859253271753, diff to last: 0.004"
[1] "Newton iter: 5, lambda:1.64861229729433, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64861229773736, diff to last: 0"
[1] "Final threshold is: 0.0844158158566586"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.74005083600856"
[1] "Starting iterative with newton 0.74005083600856"
[1] "Starting newton at: 1.09048591091451"
[1] "Newton iter: 1, lambda:1.26211890628209, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.29653706540188, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.29782075243119, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29782249169749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29782249170068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29782249170068"
[1] "Starting iterative with newton 1.29782249170068"
[1] "Starting newton at: 1.58498120902162"
[1] "Newton iter: 1, lambda:1.65318052421883, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.65921160966893, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.65925592789006, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65925593026758, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65925592789006"
[1] "Starting iterative with newton 1.65925592789006"
[1] "Starting newton at: 1.59454887781302"
[1] "Newton iter: 1, lambda:1.7877096674639, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.84490626614342, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.84939058204192, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.84941652589866, diff to last: 0"
[1] "Newton iter: 5, lambda:1.84941652676233, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84941652676233"
[1] "Starting iterative with newton 1.84941652676233"
[1] "Starting newton at: 1.69713760728791"
[1] "Newton iter: 1, lambda:1.88007454853273, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.93292565600049, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.93684364933908, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.93686393738017, diff to last: 0"
[1] "Newton iter: 5, lambda:1.93686393792145, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93686393792145"
[1] "Starting iterative with newton 1.93686393792145"
[1] "Starting newton at: 1.74277342450825"
[1] "Newton iter: 1, lambda:1.92049981873631, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.97095578230013, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.97455791342144, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.97457523187657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.97457523227502, diff to last: 0"
[1] "Final threshold is: 0.101106475696422"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0512041648574382"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22594390855846"
[1] "Newton iter: 1, lambda:1.47912938439566, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.58505419147007, diff to last: 0.106"
[1] "Newton iter: 3, lambda:1.603303271174, diff to last: 0.018"
[1] "Newton iter: 4, lambda:1.60380551797014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.60380589087399, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6038058908742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60380589087399"
[1] "Starting iterative with newton 1.60380589087399"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225578151423234"
threshold is:
[{'ad': 0.0006315553692739541, 'da': 0.0012396328715253576, 'dd': 0.0015457835393923522}, {'ad': 0.004222782286636424, 'da': 0.006929612582767775, 'dd': 0.011211176051497662}, {'ad': 0.013755063633366803, 'da': 0.0182453844110778, 'dd': 0.03001735206896461}, {'ad': 0.035458076601834754, 'da': 0.04198633628578629, 'dd': 0.08398724909659949}, {'ad': 0.08441581585665861, 'da': 0.10110647569642219, 'dd': 0.22557815142323387}]
Number of points in noise estimation: 128
Estimated noise: 0.05120416485743822
0.05120416485743822
threshold is:
[{'ad': 0.02702266925573049, 'da': 0.010123552805060262, 'dd': 0.023734585353237025}, {'ad': 0.007382252105131881, 'da': 0.009500890568818846, 'dd': 0.008252501412002844}, {'ad': 0.010604531096097825, 'da': 0.018048010628588972, 'dd': 0.02287522879764271}, {'ad': 0.03270876313379978, 'da': 0.0390010434782036, 'dd': 0.05799774894652658}, {'ad': 0.06455341204884135, 'da': 0.06934794688940395, 'dd': 0.2255781514232339}]
['peppers256', 0.05, 1, 0.002462748288667216, 0.0008761407819756923, 0.0008847200987710522, 0.003919394469365173, 0.0009445467916019401, 0.0011266044547522227, 0.0009445467913807268, 0.0011266044547522227, 26.085799740436293, 30.574261039657678, 30.531941064617698, 24.067810245425147, 30.24776522833553, 29.482285358359036, 30.24776522935265, 29.482285358359036]
peppers256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0695126645481782, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0697802652307938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697802691936899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0697802652307938"
[1] "Starting iterative with newton 0.0697802652307938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277812072673873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027798898797989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027798898805162, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.027798898797989"
[1] "Starting iterative with newton 0.027798898797989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269632846095509, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269799146071982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026979914613523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269799146071982"
[1] "Starting iterative with newton 0.0269799146071982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269471752177986, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269637845822572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026963784588566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0269637845822572"
[1] "Starting iterative with newton 0.0269637845822572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269468578854337, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269634668435534, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269634668498618, diff to last: 0"
[1] "Final threshold is: 0.00137920535780635"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0393991513443566"
[1] "Newton iter: 1, lambda:0.0783104656162918, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0783922942241554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0783922945858086, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0783922942241554"
[1] "Starting iterative with newton 0.0783922942241554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196333522689343, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196409005185007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196409005196165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0196409005185007"
[1] "Starting iterative with newton 0.0196409005185007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186084963574187, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186151450081519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186151450090007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0186151450090007"
[1] "Starting iterative with newton 0.0186151450090007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185906256230951, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185972592229043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185972592237489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0185972592237489"
[1] "Starting iterative with newton 0.0185972592237489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185903140274975, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185969473650655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185969473659101, diff to last: 0"
[1] "Final threshold is: 0.000951250430618797"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132486039274982, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134064205503378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134064428582185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134064428582189, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.134064428582185"
[1] "Starting iterative with newton 0.134064428582185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0457028087030618, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0457816253629719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457816255973244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0457816253629719"
[1] "Starting iterative with newton 0.0457816253629719"
[1] "Starting newton at: 0.0295736591274354"
[1] "Newton iter: 1, lambda:0.043466016285343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0434731363691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434731363709819, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0434731363691118"
[1] "Starting iterative with newton 0.0434731363691118"
[1] "Starting newton at: 0.0318821481212955"
[1] "Newton iter: 1, lambda:0.0434069580349565, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.043411855130294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434118551311781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.043411855130294"
[1] "Starting iterative with newton 0.043411855130294"
[1] "Starting newton at: 0.0319434293601133"
[1] "Newton iter: 1, lambda:0.0434053836559797, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.043410227402384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434102274032489, diff to last: 0"
[1] "Final threshold is: 0.00222047181708292"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.224823942783379"
[1] "Newton iter: 1, lambda:0.242565797262272, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.242613540205667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242613540550839, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.242613540550839"
[1] "Starting iterative with newton 0.242613540550839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.092999452912831, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0936899393653843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0936899773993143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0936899773993145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0936899773993143"
[1] "Starting iterative with newton 0.0936899773993143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847644975228213, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.085312682432515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853127053476449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853127053476449, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0853127053476449"
[1] "Starting iterative with newton 0.0853127053476449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842945665071126, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848352765916916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084835298828304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.084835298828304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.084835298828304"
[1] "Starting iterative with newton 0.084835298828304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842677600462641, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848080457985127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848080679969461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848080679969462, diff to last: 0"
[1] "Final threshold is: 0.00433800825558746"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345146131461702"
[1] "Newton iter: 1, lambda:0.327847959077607, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.32790529069443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.327905291325954, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.32790529069443"
[1] "Starting iterative with newton 0.32790529069443"
[1] "Starting newton at: 0.188934741699453"
[1] "Newton iter: 1, lambda:0.159996996318579, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.160105248944458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.160105250461876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.160105248944458"
[1] "Starting iterative with newton 0.160105248944458"
[1] "Starting newton at: 0.164255803188558"
[1] "Newton iter: 1, lambda:0.144729202059431, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.1447767641829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144776764465327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1447767641829"
[1] "Starting iterative with newton 0.1447767641829"
[1] "Starting newton at: 0.17371797250937"
[1] "Newton iter: 1, lambda:0.143214648773797, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.143330244069547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143330245731889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143330244069547"
[1] "Starting iterative with newton 0.143330244069547"
[1] "Starting newton at: 0.175164492622723"
[1] "Newton iter: 1, lambda:0.143065414805749, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.143193368165454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143193370201544, diff to last: 0"
[1] "Final threshold is: 0.00732446849398878"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.459039876602137"
[1] "Newton iter: 1, lambda:0.512994005501375, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.513884099164115, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513884338093633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513884338093651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.513884338093633"
[1] "Starting iterative with newton 0.513884338093633"
[1] "Starting newton at: 0.336960533861226"
[1] "Newton iter: 1, lambda:0.254614432744989, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.255986941962227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255987326533047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255987326533077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255987326533047"
[1] "Starting iterative with newton 0.255987326533047"
[1] "Starting newton at: 0.27220744947836"
[1] "Newton iter: 1, lambda:0.219577251511462, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.220106713059707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.22010676684809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220106766848091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220106766848091"
[1] "Starting iterative with newton 0.220106766848091"
[1] "Starting newton at: 0.212592020448563"
[1] "Newton iter: 1, lambda:0.215028360136908, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21502948806294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.215029488063181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215029488063181"
[1] "Starting iterative with newton 0.215029488063181"
[1] "Starting newton at: 0.217669299233473"
[1] "Newton iter: 1, lambda:0.21430710545026, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.214309249752836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214309249753708, diff to last: 0"
[1] "Final threshold is: 0.0109621091086527"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0.604387941119838"
[1] "Newton iter: 1, lambda:0.568576811170489, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.569014344208871, diff to last: 0"
[1] "Newton iter: 3, lambda:0.569014410262796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569014410262798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.569014410262796"
[1] "Starting iterative with newton 0.569014410262796"
[1] "Starting newton at: 0.269575375701275"
[1] "Newton iter: 1, lambda:0.31805565705706, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.318636240140255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318636322991197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318636322991199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318636322991199"
[1] "Starting iterative with newton 0.318636322991199"
[1] "Starting newton at: 0.248215009536444"
[1] "Newton iter: 1, lambda:0.278375529880108, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.278587028467947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278587038842452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278587038842452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278587028467947"
[1] "Starting iterative with newton 0.278587028467947"
[1] "Starting newton at: 0.240109084822386"
[1] "Newton iter: 1, lambda:0.271698679146558, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.27192836826638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271928380379764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271928380379764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271928380379764"
[1] "Starting iterative with newton 0.271928380379764"
[1] "Starting newton at: 0.235336899719597"
[1] "Newton iter: 1, lambda:0.270530078303811, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.270814743338025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270814761912571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270814761912571, diff to last: 0"
[1] "Final threshold is: 0.0138524164110659"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 0.650905292003979"
[1] "Newton iter: 1, lambda:0.606334562660284, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.607057088431661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607057281202791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607057281202804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607057281202804"
[1] "Starting iterative with newton 0.607057281202804"
[1] "Starting newton at: 0.410288298307894"
[1] "Newton iter: 1, lambda:0.385514733405232, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.385696766928573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.38569677679619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38569677679619"
[1] "Starting iterative with newton 0.38569677679619"
[1] "Starting newton at: 0.265289158366898"
[1] "Newton iter: 1, lambda:0.342056701573853, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.343734891446043, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343735687327162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343735687327341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.343735687327162"
[1] "Starting iterative with newton 0.343735687327162"
[1] "Starting newton at: 0.229259124369001"
[1] "Newton iter: 1, lambda:0.332546619084035, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.335555694265521, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.335558225509906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335558225511696, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.335558225509906"
[1] "Starting iterative with newton 0.335558225509906"
[1] "Starting newton at: 0.229309091999509"
[1] "Newton iter: 1, lambda:0.331041944350558, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.333954162224903, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33395652795541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33395652795697, diff to last: 0"
[1] "Final threshold is: 0.0170821740135627"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 0.803345305799239"
[1] "Newton iter: 1, lambda:0.74030027709195, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.742203790964792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.742205573150701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742205573152262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.742205573152262"
[1] "Starting iterative with newton 0.742205573152262"
[1] "Starting newton at: 0.534344870246387"
[1] "Newton iter: 1, lambda:0.62448675336691, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.628250145243353, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.628256551545116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628256551563658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.628256551545116"
[1] "Starting iterative with newton 0.628256551545116"
[1] "Starting newton at: 0.513243837286444"
[1] "Newton iter: 1, lambda:0.596760945668957, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.599914302324821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599918705855723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599918705864302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599918705855723"
[1] "Starting iterative with newton 0.599918705855723"
[1] "Starting newton at: 0.523928361695672"
[1] "Newton iter: 1, lambda:0.590659669569313, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.592653550903663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.592655301369613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592655301370962, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592655301369613"
[1] "Starting iterative with newton 0.592655301369613"
[1] "Starting newton at: 0.5262363628841"
[1] "Newton iter: 1, lambda:0.589017163969426, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.590777705956159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.590779068685316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590779068686132, diff to last: 0"
[1] "Final threshold is: 0.0302188758418298"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 0.719231106996208"
[1] "Newton iter: 1, lambda:0.811974940528654, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.816915962504059, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.816929494274092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816929494375359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816929494274092"
[1] "Starting iterative with newton 0.816929494274092"
[1] "Starting newton at: 0.735626364370383"
[1] "Newton iter: 1, lambda:0.726410030134522, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.726454540705551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726454541747476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726454541747476"
[1] "Starting iterative with newton 0.726454541747476"
[1] "Starting newton at: 0.741872690917681"
[1] "Newton iter: 1, lambda:0.699032021073861, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.699966479305418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.699966931397011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699966931397117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.699966931397117"
[1] "Starting iterative with newton 0.699966931397117"
[1] "Starting newton at: 0.756293403568031"
[1] "Newton iter: 1, lambda:0.689812123884064, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.69203075535549, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.692033292406256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692033292409571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.692033292406256"
[1] "Starting iterative with newton 0.692033292406256"
[1] "Starting newton at: 0.755084649762453"
[1] "Newton iter: 1, lambda:0.687339066158025, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.68963851770932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689641238940278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689641238944086, diff to last: 0"
[1] "Final threshold is: 0.0352757639523662"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 0.887342448265818"
[1] "Newton iter: 1, lambda:0.88456533139194, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.884570026053611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.884570026067046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.884570026053611"
[1] "Starting iterative with newton 0.884570026053611"
[1] "Starting newton at: 0.902520200131114"
[1] "Newton iter: 1, lambda:0.834253296739464, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.836934764813721, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.836939049098397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.83693904910932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836939049098397"
[1] "Starting iterative with newton 0.836939049098397"
[1] "Starting newton at: 0.890070447988243"
[1] "Newton iter: 1, lambda:0.819174347227752, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.82204243895124, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.822047303057767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822047303071739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.822047303071739"
[1] "Starting iterative with newton 0.822047303071739"
[1] "Starting newton at: 0.891979015882991"
[1] "Newton iter: 1, lambda:0.81384972671185, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.81731230040893, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.817319374244387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.817319374273865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817319374273865"
[1] "Starting iterative with newton 0.817319374273865"
[1] "Starting newton at: 0.888189958711269"
[1] "Newton iter: 1, lambda:0.812558282391122, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.815804897960799, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.815811111407445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81581111143017, diff to last: 0"
[1] "Final threshold is: 0.0417294653665841"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.21963847633477"
[1] "Newton iter: 1, lambda:1.20254741334176, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.20282265328092, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2028227256095, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2028227256095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2028227256095"
[1] "Starting iterative with newton 1.2028227256095"
[1] "Starting newton at: 1.21032964335336"
[1] "Newton iter: 1, lambda:1.39533640931566, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.43673405994463, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.43863358497831, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43863745060871, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43863745062469, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43863745062469"
[1] "Starting iterative with newton 1.43863745062469"
[1] "Starting newton at: 1.95843507683557"
[1] "Newton iter: 1, lambda:1.20772920719451, diff to last: 0.751"
[1] "Newton iter: 2, lambda:1.46425265551365, diff to last: 0.257"
[1] "Newton iter: 3, lambda:1.55126459895027, diff to last: 0.087"
[1] "Newton iter: 4, lambda:1.56053622022919, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.56063457058357, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56063458155102, diff to last: 0"
[1] "Newton iter: 7, lambda:1.56063458155102, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56063458155102"
[1] "Starting iterative with newton 1.56063458155102"
[1] "Starting newton at: 1.94674545724433"
[1] "Newton iter: 1, lambda:1.40982577955035, diff to last: 0.537"
[1] "Newton iter: 2, lambda:1.58027017585926, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.61909731257674, diff to last: 0.039"
[1] "Newton iter: 4, lambda:1.62092623042427, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.62093014286064, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62093014287851, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62093014286064"
[1] "Starting iterative with newton 1.62093014286064"
[1] "Starting newton at: 1.96282481258875"
[1] "Newton iter: 1, lambda:1.45697668283548, diff to last: 0.506"
[1] "Newton iter: 2, lambda:1.61500925582944, diff to last: 0.158"
[1] "Newton iter: 3, lambda:1.64874247396427, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65013706923235, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65013937586612, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65013937587243, diff to last: 0"
[1] "Final threshold is: 0.0844060996134819"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.19122037020153"
[1] "Newton iter: 1, lambda:1.21458062687432, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.21511209852529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21511236904909, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21511236904916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21511236904909"
[1] "Starting iterative with newton 1.21511236904909"
[1] "Starting newton at: 1.18833404214943"
[1] "Newton iter: 1, lambda:1.40652806151654, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.46497021723241, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.46880168342907, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.46881738928349, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46881738954647, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46881738954647"
[1] "Starting iterative with newton 1.46881738954647"
[1] "Starting newton at: 1.92511577322966"
[1] "Newton iter: 1, lambda:1.38246421639373, diff to last: 0.543"
[1] "Newton iter: 2, lambda:1.55227896799203, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.58931441974817, diff to last: 0.037"
[1] "Newton iter: 4, lambda:1.59090975452407, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.59091261435136, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59091261436053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59091261436053"
[1] "Starting iterative with newton 1.59091261436053"
[1] "Starting newton at: 1.98760752446816"
[1] "Newton iter: 1, lambda:1.41613788693522, diff to last: 0.571"
[1] "Newton iter: 2, lambda:1.59882124040225, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.64325080252463, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.64562218335838, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.64562866081995, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64562866086816, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64562866086816"
[1] "Starting iterative with newton 1.64562866086816"
[1] "Starting newton at: 2.01827671642722"
[1] "Newton iter: 1, lambda:1.42335578785458, diff to last: 0.595"
[1] "Newton iter: 2, lambda:1.61602847753201, diff to last: 0.193"
[1] "Newton iter: 3, lambda:1.66634258203329, diff to last: 0.05"
[1] "Newton iter: 4, lambda:1.66943590112525, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.66944705026623, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66944705041059, diff to last: 0"
[1] "Final threshold is: 0.0853937043652711"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.12005784167352"
[1] "Newton iter: 1, lambda:1.26147080299027, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.28434271248215, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.28489949605663, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28489982018137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28489982018148, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28489982018137"
[1] "Starting iterative with newton 1.28489982018137"
[1] "Starting newton at: 1.56550232611108"
[1] "Newton iter: 1, lambda:1.62335084022197, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.62757043084609, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.62759170875866, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6275917092973, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6275917092973"
[1] "Starting iterative with newton 1.6275917092973"
[1] "Starting newton at: 1.64907281664271"
[1] "Newton iter: 1, lambda:1.78252141974128, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.80808528469868, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.80892945766369, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.80893035203868, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80893035203968, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80893035203868"
[1] "Starting iterative with newton 1.80893035203868"
[1] "Starting newton at: 1.65221636264986"
[1] "Newton iter: 1, lambda:1.83641569967182, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.88851369522313, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.8922191373503, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89223683872562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89223683912773, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89223683912773"
[1] "Starting iterative with newton 1.89223683912773"
[1] "Starting newton at: 1.7296131833751"
[1] "Newton iter: 1, lambda:1.88772805655159, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.92597014068244, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.92795738141949, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.92796251455581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92796251458997, diff to last: 0"
[1] "Final threshold is: 0.0986170007422809"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.21498019601345"
[1] "Newton iter: 1, lambda:1.48097495517312, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.59882242481367, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.62190481307593, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.62272353398308, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62272453833298, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62272453833449, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62272453833298"
[1] "Starting iterative with newton 1.62272453833298"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225343456017912"
threshold is:
[{'ad': 0.0013792053578063478, 'da': 0.0009512504306187973, 'dd': 0.0022204718170829177}, {'ad': 0.004338008255587457, 'da': 0.007324468493988775, 'dd': 0.010962109108652656}, {'ad': 0.013852416411065872, 'da': 0.01708217401356269, 'dd': 0.03021887584182975}, {'ad': 0.03527576395236617, 'da': 0.04172946536658412, 'dd': 0.08440609961348194}, {'ad': 0.08539370436527105, 'da': 0.09861700074228093, 'dd': 0.22534345601791178}]
Number of points in noise estimation: 128
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.5123591108282"
[1] "Starting iterative with newton 26.5123591108282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8361547202835"
[1] "Starting iterative with newton 18.8361547202835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.8932857465152"
[1] "Starting iterative with newton 16.8932857465152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.70518746366403"
[1] "Starting iterative with newton 9.70518746366403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89768283636427"
[1] "Starting iterative with newton 6.89768283636427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.37273184930912"
[1] "Starting iterative with newton 3.37273184930912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 2.52327469727185"
[1] "Newton iter: 1, lambda:1.74504963918708, diff to last: 0.778"
[1] "Newton iter: 2, lambda:1.79270704942385, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.79159642179349, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.7915958665604, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79159586656026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.79159586656026"
[1] "Starting iterative with newton 1.79159586656026"
[1] "Starting newton at: 2.14513212577404"
[1] "Newton iter: 1, lambda:1.5687026095171, diff to last: 0.576"
[1] "Newton iter: 2, lambda:1.52956551709451, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52845688806102, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52845595505794, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52845595505728, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52845595505794"
[1] "Starting iterative with newton 1.52845595505794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 1.46453649842756"
[1] "Newton iter: 1, lambda:1.40781229391759, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40513807133934, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40513172583324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40513172579742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40513172579742"
[1] "Starting iterative with newton 1.40513172579742"
[1] "Starting newton at: 1.6675100500981"
[1] "Newton iter: 1, lambda:1.55732471403327, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.55090581054653, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.55087909587649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55087909540929, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55087909587649"
[1] "Starting iterative with newton 1.55087909587649"
[1] "Starting newton at: 1.81822195232566"
[1] "Newton iter: 1, lambda:1.66876682735937, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.66115057675934, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.66112167598713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66112167556467, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66112167556467"
[1] "Starting iterative with newton 1.66112167556467"
[1] "Starting newton at: 1.90287658507232"
[1] "Newton iter: 1, lambda:1.72119883296789, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.71290263022651, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71287261397515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71287261357487, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71287261357487"
[1] "Starting iterative with newton 1.71287261357487"
[1] "Starting newton at: 1.93333549391794"
[1] "Newton iter: 1, lambda:1.75314980220288, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.74593710976096, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74591625741064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7459162572333, diff to last: 0"
[1] "Final threshold is: 0.0893051724479225"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 1.35332024596661"
[1] "Newton iter: 1, lambda:1.28883662670773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.28463719001951, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28461819679589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28461819640617, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28461819640617"
[1] "Starting iterative with newton 1.28461819640617"
[1] "Starting newton at: 1.46644968984111"
[1] "Newton iter: 1, lambda:1.43064628549086, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.4296695646476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42966880082998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42966880082952, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42966880082952"
[1] "Starting iterative with newton 1.42966880082952"
[1] "Starting newton at: 1.6059930191234"
[1] "Newton iter: 1, lambda:1.570790002926, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.57012551259043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.57012525832206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57012525832202, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57012525832202"
[1] "Starting iterative with newton 1.57012525832202"
[1] "Starting newton at: 1.74380959539513"
[1] "Newton iter: 1, lambda:1.7004069287028, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.69974078040692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69974060218696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69974060218695, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.69974060218695"
[1] "Starting iterative with newton 1.69974060218695"
[1] "Starting newton at: 1.88982933319416"
[1] "Newton iter: 1, lambda:1.80320278894418, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.8017492180275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80174861664572, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80174861664562, diff to last: 0"
[1] "Final threshold is: 0.0921610473874187"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 1.18640986611152"
[1] "Newton iter: 1, lambda:1.28260103944794, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.272214645487, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.2720973031364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27209728804224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27209728804224, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2720973031364"
[1] "Starting iterative with newton 1.2720973031364"
[1] "Starting newton at: 1.58121231997443"
[1] "Newton iter: 1, lambda:1.56791436008889, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.56781905993622, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56781905490354, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56781905490354"
[1] "Starting iterative with newton 1.56781905490354"
[1] "Starting newton at: 1.76408187905404"
[1] "Newton iter: 1, lambda:1.83518565386591, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.83374783373934, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83374740328057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83374740328053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83374740328053"
[1] "Starting iterative with newton 1.83374740328053"
[1] "Starting newton at: 2.00028614791277"
[1] "Newton iter: 1, lambda:1.98821816556399, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.98821044094062, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98821044093677, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98821044094062"
[1] "Starting iterative with newton 1.98821044094062"
[1] "Starting newton at: 2.19592526691414"
[1] "Newton iter: 1, lambda:2.08337686949992, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.08461637316183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08461638303899, diff to last: 0"
[1] "Final threshold is: 0.106629985213605"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.29456905302699"
[1] "Newton iter: 1, lambda:1.37433547282435, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.36864792500024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.368621374748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36862137416484, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.368621374748"
[1] "Starting iterative with newton 1.368621374748"
[1] "Starting newton at: 2.01775829265106"
[1] "Newton iter: 1, lambda:2.0019579356755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.00199913477933, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00199913503175, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.00199913477933"
[1] "Starting iterative with newton 2.00199913477933"
[1] "Starting newton at: 2.31260744006507"
[1] "Newton iter: 1, lambda:2.37792635400446, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.37957683645448, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.37957800645654, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37957800645713, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37957800645713"
[1] "Starting iterative with newton 2.37957800645713"
[1] "Starting newton at: 2.61771154901738"
[1] "Newton iter: 1, lambda:2.57394918561763, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.57494472811575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57494523058467, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5749452305848, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57494523058467"
[1] "Starting iterative with newton 2.57494523058467"
[1] "Starting newton at: 2.67500650552268"
[1] "Newton iter: 1, lambda:2.66567347164171, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.66572004062162, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66572004177672, diff to last: 0"
[1] "Final threshold is: 0.136353955719505"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.43452876083408"
[1] "Newton iter: 1, lambda:1.46800351953141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.46724746378975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.46724710061976, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46724710061967, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46724710061967"
[1] "Starting iterative with newton 1.46724710061967"
[1] "Starting newton at: 2.10218894626723"
[1] "Newton iter: 1, lambda:2.13530659719714, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.1356051916034, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1356052185642, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1356052185642, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.1356052185642"
[1] "Starting iterative with newton 2.1356052185642"
[1] "Starting newton at: 2.50534211966075"
[1] "Newton iter: 1, lambda:2.50132202390029, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.50133043843506, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50133043847181, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50133043843506"
[1] "Starting iterative with newton 2.50133043843506"
[1] "Starting newton at: 2.71055258780466"
[1] "Newton iter: 1, lambda:2.65964244073793, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.66112826310015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66112951167138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66112951167226, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66112951167138"
[1] "Starting iterative with newton 2.66112951167138"
[1] "Starting newton at: 2.74975682085412"
[1] "Newton iter: 1, lambda:2.73775826326084, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.73784219759996, diff to last: 0"
[1] "Newton iter: 3, lambda:2.73784220169958, diff to last: 0"
[1] "Final threshold is: 0.140043068471931"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.40593390644292"
[1] "Newton iter: 1, lambda:1.47637228595094, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.47306814136692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47306181445735, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47306181443398, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47306181443398"
[1] "Starting iterative with newton 1.47306181443398"
[1] "Starting newton at: 2.23112081763258"
[1] "Newton iter: 1, lambda:2.17700487785196, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.17833048521943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17833120727732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17833120727754, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.17833120727732"
[1] "Starting iterative with newton 2.17833120727732"
[1] "Starting newton at: 2.62777184493474"
[1] "Newton iter: 1, lambda:2.5939088791129, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.59467771416364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59467810635597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59467810635607, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59467810635607"
[1] "Starting iterative with newton 2.59467810635607"
[1] "Starting newton at: 2.79239786605974"
[1] "Newton iter: 1, lambda:2.79543457940102, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.79544128044022, diff to last: 0"
[1] "Newton iter: 3, lambda:2.79544128047284, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.79544128044022"
[1] "Starting iterative with newton 2.79544128044022"
[1] "Starting newton at: 2.88520702430686"
[1] "Newton iter: 1, lambda:2.89354156632925, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.89359366805871, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89359367009147, diff to last: 0"
[1] "Final threshold is: 0.148009894775652"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.88946725684638"
[1] "Newton iter: 1, lambda:2.37735465300324, diff to last: 0.488"
[1] "Newton iter: 2, lambda:2.53404811700735, diff to last: 0.157"
[1] "Newton iter: 3, lambda:2.57330785341522, diff to last: 0.039"
[1] "Newton iter: 4, lambda:2.57588547222993, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.57589636754691, diff to last: 0"
[1] "Newton iter: 6, lambda:2.5758963677412, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.57589636754691"
[1] "Starting iterative with newton 2.57589636754691"
[1] "Starting newton at: 3.20998575080803"
[1] "Newton iter: 1, lambda:3.38198242202194, diff to last: 0.172"
[1] "Newton iter: 2, lambda:3.43762359627429, diff to last: 0.056"
[1] "Newton iter: 3, lambda:3.4431816984254, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.44323419150166, diff to last: 0"
[1] "Newton iter: 5, lambda:3.44323419615106, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.44323419150166"
[1] "Starting iterative with newton 3.44323419150166"
[1] "Starting newton at: 4.06013499484547"
[1] "Newton iter: 1, lambda:4.05796891541445, diff to last: 0.002"
[1] "Newton iter: 2, lambda:4.05797772472368, diff to last: 0"
[1] "Newton iter: 3, lambda:4.05797772486997, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.05797772472368"
[1] "Starting iterative with newton 4.05797772472368"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.39924359297269, diff to last: 0.117"
[1] "Newton iter: 2, lambda:4.4205733101526, diff to last: 0.021"
[1] "Newton iter: 3, lambda:4.42153613305943, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.42153801405502, diff to last: 0"
[1] "Newton iter: 5, lambda:4.42153801406218, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.42153801406218"
[1] "Starting iterative with newton 4.42153801406218"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.56053309278613, diff to last: 0.044"
[1] "Newton iter: 2, lambda:4.56502517895378, diff to last: 0.004"
[1] "Newton iter: 3, lambda:4.56506778525461, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56506778904985, diff to last: 0"
[1] "Final threshold is: 0.233507285420816"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08930517244792247}, {'ad': 0.09216104738741866, 'da': 0.10662998521360517, 'dd': 0.13635395571950498}, {'ad': 0.1400430684719314, 'da': 0.14800989477565155, 'dd': 0.23350728542081592}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361429892946384. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.5123591108282"
[1] "Starting iterative with newton 26.5123591108282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8361547202835"
[1] "Starting iterative with newton 18.8361547202835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.8932857465152"
[1] "Starting iterative with newton 16.8932857465152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.70518746366403"
[1] "Starting iterative with newton 9.70518746366403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.89768283636427"
[1] "Starting iterative with newton 6.89768283636427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.37273184930912"
[1] "Starting iterative with newton 3.37273184930912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 2.52327469727185"
[1] "Newton iter: 1, lambda:1.74504963918708, diff to last: 0.778"
[1] "Newton iter: 2, lambda:1.79270704942385, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.79159642179349, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.7915958665604, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79159586656026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.79159586656026"
[1] "Starting iterative with newton 1.79159586656026"
[1] "Starting newton at: 2.14513212577404"
[1] "Newton iter: 1, lambda:1.5687026095171, diff to last: 0.576"
[1] "Newton iter: 2, lambda:1.52956551709451, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.52845688806102, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52845595505794, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52845595505728, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52845595505794"
[1] "Starting iterative with newton 1.52845595505794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 1.46453649842756"
[1] "Newton iter: 1, lambda:1.40781229391759, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.40513807133934, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40513172583324, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40513172579742, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40513172579742"
[1] "Starting iterative with newton 1.40513172579742"
[1] "Starting newton at: 1.6675100500981"
[1] "Newton iter: 1, lambda:1.55732471403327, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.55090581054653, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.55087909587649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55087909540929, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55087909587649"
[1] "Starting iterative with newton 1.55087909587649"
[1] "Starting newton at: 1.81822195232566"
[1] "Newton iter: 1, lambda:1.66876682735937, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.66115057675934, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.66112167598713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66112167556467, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66112167556467"
[1] "Starting iterative with newton 1.66112167556467"
[1] "Starting newton at: 1.90287658507232"
[1] "Newton iter: 1, lambda:1.72119883296789, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.71290263022651, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71287261397515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71287261357487, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71287261357487"
[1] "Starting iterative with newton 1.71287261357487"
[1] "Starting newton at: 1.93333549391794"
[1] "Newton iter: 1, lambda:1.75314980220288, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.74593710976096, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74591625741064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7459162572333, diff to last: 0"
[1] "Final threshold is: 0.0893051724479225"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 1.35332024596661"
[1] "Newton iter: 1, lambda:1.28883662670773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.28463719001951, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.28461819679589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28461819640617, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28461819640617"
[1] "Starting iterative with newton 1.28461819640617"
[1] "Starting newton at: 1.46644968984111"
[1] "Newton iter: 1, lambda:1.43064628549086, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.4296695646476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.42966880082998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42966880082952, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42966880082952"
[1] "Starting iterative with newton 1.42966880082952"
[1] "Starting newton at: 1.6059930191234"
[1] "Newton iter: 1, lambda:1.570790002926, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.57012551259043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.57012525832206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57012525832202, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57012525832202"
[1] "Starting iterative with newton 1.57012525832202"
[1] "Starting newton at: 1.74380959539513"
[1] "Newton iter: 1, lambda:1.7004069287028, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.69974078040692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.69974060218696, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69974060218695, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.69974060218695"
[1] "Starting iterative with newton 1.69974060218695"
[1] "Starting newton at: 1.88982933319416"
[1] "Newton iter: 1, lambda:1.80320278894418, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.8017492180275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80174861664572, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80174861664562, diff to last: 0"
[1] "Final threshold is: 0.0921610473874187"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 1.18640986611152"
[1] "Newton iter: 1, lambda:1.28260103944794, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.272214645487, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.2720973031364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27209728804224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27209728804224, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2720973031364"
[1] "Starting iterative with newton 1.2720973031364"
[1] "Starting newton at: 1.58121231997443"
[1] "Newton iter: 1, lambda:1.56791436008889, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.56781905993622, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56781905490354, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56781905490354"
[1] "Starting iterative with newton 1.56781905490354"
[1] "Starting newton at: 1.76408187905404"
[1] "Newton iter: 1, lambda:1.83518565386591, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.83374783373934, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83374740328057, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83374740328053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83374740328053"
[1] "Starting iterative with newton 1.83374740328053"
[1] "Starting newton at: 2.00028614791277"
[1] "Newton iter: 1, lambda:1.98821816556399, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.98821044094062, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98821044093677, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98821044094062"
[1] "Starting iterative with newton 1.98821044094062"
[1] "Starting newton at: 2.19592526691414"
[1] "Newton iter: 1, lambda:2.08337686949992, diff to last: 0.113"
[1] "Newton iter: 2, lambda:2.08461637316183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08461638303899, diff to last: 0"
[1] "Final threshold is: 0.106629985213605"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.29456905302699"
[1] "Newton iter: 1, lambda:1.37433547282435, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.36864792500024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.368621374748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36862137416484, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.368621374748"
[1] "Starting iterative with newton 1.368621374748"
[1] "Starting newton at: 2.01775829265106"
[1] "Newton iter: 1, lambda:2.0019579356755, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.00199913477933, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00199913503175, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.00199913477933"
[1] "Starting iterative with newton 2.00199913477933"
[1] "Starting newton at: 2.31260744006507"
[1] "Newton iter: 1, lambda:2.37792635400446, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.37957683645448, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.37957800645654, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37957800645713, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37957800645713"
[1] "Starting iterative with newton 2.37957800645713"
[1] "Starting newton at: 2.61771154901738"
[1] "Newton iter: 1, lambda:2.57394918561763, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.57494472811575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57494523058467, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5749452305848, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57494523058467"
[1] "Starting iterative with newton 2.57494523058467"
[1] "Starting newton at: 2.67500650552268"
[1] "Newton iter: 1, lambda:2.66567347164171, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.66572004062162, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66572004177672, diff to last: 0"
[1] "Final threshold is: 0.136353955719505"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.43452876083408"
[1] "Newton iter: 1, lambda:1.46800351953141, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.46724746378975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.46724710061976, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46724710061967, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.46724710061967"
[1] "Starting iterative with newton 1.46724710061967"
[1] "Starting newton at: 2.10218894626723"
[1] "Newton iter: 1, lambda:2.13530659719714, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.1356051916034, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1356052185642, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1356052185642, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.1356052185642"
[1] "Starting iterative with newton 2.1356052185642"
[1] "Starting newton at: 2.50534211966075"
[1] "Newton iter: 1, lambda:2.50132202390029, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.50133043843506, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50133043847181, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.50133043843506"
[1] "Starting iterative with newton 2.50133043843506"
[1] "Starting newton at: 2.71055258780466"
[1] "Newton iter: 1, lambda:2.65964244073793, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.66112826310015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66112951167138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66112951167226, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66112951167138"
[1] "Starting iterative with newton 2.66112951167138"
[1] "Starting newton at: 2.74975682085412"
[1] "Newton iter: 1, lambda:2.73775826326084, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.73784219759996, diff to last: 0"
[1] "Newton iter: 3, lambda:2.73784220169958, diff to last: 0"
[1] "Final threshold is: 0.140043068471931"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.40593390644292"
[1] "Newton iter: 1, lambda:1.47637228595094, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.47306814136692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47306181445735, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47306181443398, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47306181443398"
[1] "Starting iterative with newton 1.47306181443398"
[1] "Starting newton at: 2.23112081763258"
[1] "Newton iter: 1, lambda:2.17700487785196, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.17833048521943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17833120727732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17833120727754, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.17833120727732"
[1] "Starting iterative with newton 2.17833120727732"
[1] "Starting newton at: 2.62777184493474"
[1] "Newton iter: 1, lambda:2.5939088791129, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.59467771416364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59467810635597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59467810635607, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59467810635607"
[1] "Starting iterative with newton 2.59467810635607"
[1] "Starting newton at: 2.79239786605974"
[1] "Newton iter: 1, lambda:2.79543457940102, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.79544128044022, diff to last: 0"
[1] "Newton iter: 3, lambda:2.79544128047284, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.79544128044022"
[1] "Starting iterative with newton 2.79544128044022"
[1] "Starting newton at: 2.88520702430686"
[1] "Newton iter: 1, lambda:2.89354156632925, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.89359366805871, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89359367009147, diff to last: 0"
[1] "Final threshold is: 0.148009894775652"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.88946725684638"
[1] "Newton iter: 1, lambda:2.37735465300324, diff to last: 0.488"
[1] "Newton iter: 2, lambda:2.53404811700735, diff to last: 0.157"
[1] "Newton iter: 3, lambda:2.57330785341522, diff to last: 0.039"
[1] "Newton iter: 4, lambda:2.57588547222993, diff to last: 0.003"
[1] "Newton iter: 5, lambda:2.57589636754691, diff to last: 0"
[1] "Newton iter: 6, lambda:2.5758963677412, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.57589636754691"
[1] "Starting iterative with newton 2.57589636754691"
[1] "Starting newton at: 3.20998575080803"
[1] "Newton iter: 1, lambda:3.38198242202194, diff to last: 0.172"
[1] "Newton iter: 2, lambda:3.43762359627429, diff to last: 0.056"
[1] "Newton iter: 3, lambda:3.4431816984254, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.44323419150166, diff to last: 0"
[1] "Newton iter: 5, lambda:3.44323419615106, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.44323419150166"
[1] "Starting iterative with newton 3.44323419150166"
[1] "Starting newton at: 4.06013499484547"
[1] "Newton iter: 1, lambda:4.05796891541445, diff to last: 0.002"
[1] "Newton iter: 2, lambda:4.05797772472368, diff to last: 0"
[1] "Newton iter: 3, lambda:4.05797772486997, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.05797772472368"
[1] "Starting iterative with newton 4.05797772472368"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.39924359297269, diff to last: 0.117"
[1] "Newton iter: 2, lambda:4.4205733101526, diff to last: 0.021"
[1] "Newton iter: 3, lambda:4.42153613305943, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.42153801405502, diff to last: 0"
[1] "Newton iter: 5, lambda:4.42153801406218, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.42153801406218"
[1] "Starting iterative with newton 4.42153801406218"
[1] "Starting newton at: 4.51632225148773"
[1] "Newton iter: 1, lambda:4.56053309278613, diff to last: 0.044"
[1] "Newton iter: 2, lambda:4.56502517895378, diff to last: 0.004"
[1] "Newton iter: 3, lambda:4.56506778525461, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56506778904985, diff to last: 0"
[1] "Final threshold is: 0.233507285420816"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08930517244792247}, {'ad': 0.09216104738741866, 'da': 0.10662998521360517, 'dd': 0.13635395571950498}, {'ad': 0.1400430684719314, 'da': 0.14800989477565155, 'dd': 0.23350728542081592}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361429892946384. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05115089115983242
0.05115089115983242
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0695126645481782, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0697802652307938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697802691936899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0697802652307938"
[1] "Starting iterative with newton 0.0697802652307938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277812072673873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027798898797989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027798898805162, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.027798898797989"
[1] "Starting iterative with newton 0.027798898797989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269632846095509, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269799146071982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026979914613523, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269799146071982"
[1] "Starting iterative with newton 0.0269799146071982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269471752177986, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269637845822572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026963784588566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0269637845822572"
[1] "Starting iterative with newton 0.0269637845822572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269468578854337, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269634668435534, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269634668498618, diff to last: 0"
[1] "Final threshold is: 0.00137920535780635"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0393991513443566"
[1] "Newton iter: 1, lambda:0.0783104656162918, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0783922942241554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0783922945858086, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0783922942241554"
[1] "Starting iterative with newton 0.0783922942241554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196333522689343, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196409005185007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196409005196165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0196409005185007"
[1] "Starting iterative with newton 0.0196409005185007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186084963574187, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186151450081519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186151450090007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0186151450090007"
[1] "Starting iterative with newton 0.0186151450090007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185906256230951, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185972592229043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185972592237489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0185972592237489"
[1] "Starting iterative with newton 0.0185972592237489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185903140274975, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185969473650655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185969473659101, diff to last: 0"
[1] "Final threshold is: 0.000951250430618797"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132486039274982, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134064205503378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134064428582185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134064428582189, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.134064428582185"
[1] "Starting iterative with newton 0.134064428582185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0457028087030618, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0457816253629719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457816255973244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0457816253629719"
[1] "Starting iterative with newton 0.0457816253629719"
[1] "Starting newton at: 0.0295736591274354"
[1] "Newton iter: 1, lambda:0.043466016285343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0434731363691118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434731363709819, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0434731363691118"
[1] "Starting iterative with newton 0.0434731363691118"
[1] "Starting newton at: 0.0318821481212955"
[1] "Newton iter: 1, lambda:0.0434069580349565, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.043411855130294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434118551311781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.043411855130294"
[1] "Starting iterative with newton 0.043411855130294"
[1] "Starting newton at: 0.0319434293601133"
[1] "Newton iter: 1, lambda:0.0434053836559797, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.043410227402384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434102274032489, diff to last: 0"
[1] "Final threshold is: 0.00222047181708292"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.224823942783379"
[1] "Newton iter: 1, lambda:0.242565797262272, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.242613540205667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242613540550839, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.242613540550839"
[1] "Starting iterative with newton 0.242613540550839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.092999452912831, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0936899393653843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0936899773993143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0936899773993145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0936899773993143"
[1] "Starting iterative with newton 0.0936899773993143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847644975228213, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.085312682432515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853127053476449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853127053476449, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0853127053476449"
[1] "Starting iterative with newton 0.0853127053476449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842945665071126, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848352765916916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084835298828304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.084835298828304, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.084835298828304"
[1] "Starting iterative with newton 0.084835298828304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842677600462641, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848080457985127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848080679969461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848080679969462, diff to last: 0"
[1] "Final threshold is: 0.00433800825558746"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345146131461702"
[1] "Newton iter: 1, lambda:0.327847959077607, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.32790529069443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.327905291325954, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.32790529069443"
[1] "Starting iterative with newton 0.32790529069443"
[1] "Starting newton at: 0.188934741699453"
[1] "Newton iter: 1, lambda:0.159996996318579, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.160105248944458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.160105250461876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.160105248944458"
[1] "Starting iterative with newton 0.160105248944458"
[1] "Starting newton at: 0.164255803188558"
[1] "Newton iter: 1, lambda:0.144729202059431, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.1447767641829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.144776764465327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1447767641829"
[1] "Starting iterative with newton 0.1447767641829"
[1] "Starting newton at: 0.17371797250937"
[1] "Newton iter: 1, lambda:0.143214648773797, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.143330244069547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143330245731889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143330244069547"
[1] "Starting iterative with newton 0.143330244069547"
[1] "Starting newton at: 0.175164492622723"
[1] "Newton iter: 1, lambda:0.143065414805749, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.143193368165454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143193370201544, diff to last: 0"
[1] "Final threshold is: 0.00732446849398878"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.459039876602137"
[1] "Newton iter: 1, lambda:0.512994005501375, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.513884099164115, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513884338093633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513884338093651, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.513884338093633"
[1] "Starting iterative with newton 0.513884338093633"
[1] "Starting newton at: 0.336960533861226"
[1] "Newton iter: 1, lambda:0.254614432744989, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.255986941962227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255987326533047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255987326533077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255987326533047"
[1] "Starting iterative with newton 0.255987326533047"
[1] "Starting newton at: 0.27220744947836"
[1] "Newton iter: 1, lambda:0.219577251511462, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.220106713059707, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.22010676684809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220106766848091, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220106766848091"
[1] "Starting iterative with newton 0.220106766848091"
[1] "Starting newton at: 0.212592020448563"
[1] "Newton iter: 1, lambda:0.215028360136908, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21502948806294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.215029488063181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.215029488063181"
[1] "Starting iterative with newton 0.215029488063181"
[1] "Starting newton at: 0.217669299233473"
[1] "Newton iter: 1, lambda:0.21430710545026, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.214309249752836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214309249753708, diff to last: 0"
[1] "Final threshold is: 0.0109621091086527"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.70532293355829"
[1] "Starting iterative with newton 2.70532293355829"
[1] "Starting newton at: 0.604387941119838"
[1] "Newton iter: 1, lambda:0.568576811170489, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.569014344208871, diff to last: 0"
[1] "Newton iter: 3, lambda:0.569014410262796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.569014410262798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.569014410262796"
[1] "Starting iterative with newton 0.569014410262796"
[1] "Starting newton at: 0.269575375701275"
[1] "Newton iter: 1, lambda:0.31805565705706, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.318636240140255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318636322991197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318636322991199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318636322991199"
[1] "Starting iterative with newton 0.318636322991199"
[1] "Starting newton at: 0.248215009536444"
[1] "Newton iter: 1, lambda:0.278375529880108, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.278587028467947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278587038842452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.278587038842452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.278587028467947"
[1] "Starting iterative with newton 0.278587028467947"
[1] "Starting newton at: 0.240109084822386"
[1] "Newton iter: 1, lambda:0.271698679146558, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.27192836826638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.271928380379764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271928380379764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.271928380379764"
[1] "Starting iterative with newton 0.271928380379764"
[1] "Starting newton at: 0.235336899719597"
[1] "Newton iter: 1, lambda:0.270530078303811, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.270814743338025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270814761912571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270814761912571, diff to last: 0"
[1] "Final threshold is: 0.0138524164110659"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.14024761663828"
[1] "Starting iterative with newton 2.14024761663828"
[1] "Starting newton at: 0.650905292003979"
[1] "Newton iter: 1, lambda:0.606334562660284, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.607057088431661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607057281202791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607057281202804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607057281202804"
[1] "Starting iterative with newton 0.607057281202804"
[1] "Starting newton at: 0.410288298307894"
[1] "Newton iter: 1, lambda:0.385514733405232, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.385696766928573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.38569677679619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38569677679619"
[1] "Starting iterative with newton 0.38569677679619"
[1] "Starting newton at: 0.265289158366898"
[1] "Newton iter: 1, lambda:0.342056701573853, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.343734891446043, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343735687327162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343735687327341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.343735687327162"
[1] "Starting iterative with newton 0.343735687327162"
[1] "Starting newton at: 0.229259124369001"
[1] "Newton iter: 1, lambda:0.332546619084035, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.335555694265521, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.335558225509906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335558225511696, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.335558225509906"
[1] "Starting iterative with newton 0.335558225509906"
[1] "Starting newton at: 0.229309091999509"
[1] "Newton iter: 1, lambda:0.331041944350558, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.333954162224903, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33395652795541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33395652795697, diff to last: 0"
[1] "Final threshold is: 0.0170821740135627"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.26422161808834"
[1] "Starting iterative with newton 1.26422161808834"
[1] "Starting newton at: 0.803345305799239"
[1] "Newton iter: 1, lambda:0.74030027709195, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.742203790964792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.742205573150701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742205573152262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.742205573152262"
[1] "Starting iterative with newton 0.742205573152262"
[1] "Starting newton at: 0.534344870246387"
[1] "Newton iter: 1, lambda:0.62448675336691, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.628250145243353, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.628256551545116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628256551563658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.628256551545116"
[1] "Starting iterative with newton 0.628256551545116"
[1] "Starting newton at: 0.513243837286444"
[1] "Newton iter: 1, lambda:0.596760945668957, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.599914302324821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.599918705855723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599918705864302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599918705855723"
[1] "Starting iterative with newton 0.599918705855723"
[1] "Starting newton at: 0.523928361695672"
[1] "Newton iter: 1, lambda:0.590659669569313, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.592653550903663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.592655301369613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592655301370962, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.592655301369613"
[1] "Starting iterative with newton 0.592655301369613"
[1] "Starting newton at: 0.5262363628841"
[1] "Newton iter: 1, lambda:0.589017163969426, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.590777705956159, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.590779068685316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590779068686132, diff to last: 0"
[1] "Final threshold is: 0.0302188758418298"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15565231790661"
[1] "Starting iterative with newton 1.15565231790661"
[1] "Starting newton at: 0.719231106996208"
[1] "Newton iter: 1, lambda:0.811974940528654, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.816915962504059, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.816929494274092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816929494375359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816929494274092"
[1] "Starting iterative with newton 0.816929494274092"
[1] "Starting newton at: 0.735626364370383"
[1] "Newton iter: 1, lambda:0.726410030134522, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.726454540705551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.726454541747476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726454541747476"
[1] "Starting iterative with newton 0.726454541747476"
[1] "Starting newton at: 0.741872690917681"
[1] "Newton iter: 1, lambda:0.699032021073861, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.699966479305418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.699966931397011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699966931397117, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.699966931397117"
[1] "Starting iterative with newton 0.699966931397117"
[1] "Starting newton at: 0.756293403568031"
[1] "Newton iter: 1, lambda:0.689812123884064, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.69203075535549, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.692033292406256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692033292409571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.692033292406256"
[1] "Starting iterative with newton 0.692033292406256"
[1] "Starting newton at: 0.755084649762453"
[1] "Newton iter: 1, lambda:0.687339066158025, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.68963851770932, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689641238940278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689641238944086, diff to last: 0"
[1] "Final threshold is: 0.0352757639523662"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04518870027884"
[1] "Starting iterative with newton 1.04518870027884"
[1] "Starting newton at: 0.887342448265818"
[1] "Newton iter: 1, lambda:0.88456533139194, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.884570026053611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.884570026067046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.884570026053611"
[1] "Starting iterative with newton 0.884570026053611"
[1] "Starting newton at: 0.902520200131114"
[1] "Newton iter: 1, lambda:0.834253296739464, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.836934764813721, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.836939049098397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.83693904910932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836939049098397"
[1] "Starting iterative with newton 0.836939049098397"
[1] "Starting newton at: 0.890070447988243"
[1] "Newton iter: 1, lambda:0.819174347227752, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.82204243895124, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.822047303057767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822047303071739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.822047303071739"
[1] "Starting iterative with newton 0.822047303071739"
[1] "Starting newton at: 0.891979015882991"
[1] "Newton iter: 1, lambda:0.81384972671185, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.81731230040893, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.817319374244387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.817319374273865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817319374273865"
[1] "Starting iterative with newton 0.817319374273865"
[1] "Starting newton at: 0.888189958711269"
[1] "Newton iter: 1, lambda:0.812558282391122, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.815804897960799, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.815811111407445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81581111143017, diff to last: 0"
[1] "Final threshold is: 0.0417294653665841"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.788814891054896"
[1] "Starting iterative with newton 0.788814891054896"
[1] "Starting newton at: 1.21963847633477"
[1] "Newton iter: 1, lambda:1.20254741334176, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.20282265328092, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2028227256095, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2028227256095, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2028227256095"
[1] "Starting iterative with newton 1.2028227256095"
[1] "Starting newton at: 1.21032964335336"
[1] "Newton iter: 1, lambda:1.39533640931566, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.43673405994463, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.43863358497831, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43863745060871, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43863745062469, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43863745062469"
[1] "Starting iterative with newton 1.43863745062469"
[1] "Starting newton at: 1.95843507683557"
[1] "Newton iter: 1, lambda:1.20772920719451, diff to last: 0.751"
[1] "Newton iter: 2, lambda:1.46425265551365, diff to last: 0.257"
[1] "Newton iter: 3, lambda:1.55126459895027, diff to last: 0.087"
[1] "Newton iter: 4, lambda:1.56053622022919, diff to last: 0.009"
[1] "Newton iter: 5, lambda:1.56063457058357, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56063458155102, diff to last: 0"
[1] "Newton iter: 7, lambda:1.56063458155102, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56063458155102"
[1] "Starting iterative with newton 1.56063458155102"
[1] "Starting newton at: 1.94674545724433"
[1] "Newton iter: 1, lambda:1.40982577955035, diff to last: 0.537"
[1] "Newton iter: 2, lambda:1.58027017585926, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.61909731257674, diff to last: 0.039"
[1] "Newton iter: 4, lambda:1.62092623042427, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.62093014286064, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62093014287851, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.62093014286064"
[1] "Starting iterative with newton 1.62093014286064"
[1] "Starting newton at: 1.96282481258875"
[1] "Newton iter: 1, lambda:1.45697668283548, diff to last: 0.506"
[1] "Newton iter: 2, lambda:1.61500925582944, diff to last: 0.158"
[1] "Newton iter: 3, lambda:1.64874247396427, diff to last: 0.034"
[1] "Newton iter: 4, lambda:1.65013706923235, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.65013937586612, diff to last: 0"
[1] "Newton iter: 6, lambda:1.65013937587243, diff to last: 0"
[1] "Final threshold is: 0.0844060996134819"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.759818449182779"
[1] "Starting iterative with newton 0.759818449182779"
[1] "Starting newton at: 1.19122037020153"
[1] "Newton iter: 1, lambda:1.21458062687432, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.21511209852529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21511236904909, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21511236904916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21511236904909"
[1] "Starting iterative with newton 1.21511236904909"
[1] "Starting newton at: 1.18833404214943"
[1] "Newton iter: 1, lambda:1.40652806151654, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.46497021723241, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.46880168342907, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.46881738928349, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46881738954647, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46881738954647"
[1] "Starting iterative with newton 1.46881738954647"
[1] "Starting newton at: 1.92511577322966"
[1] "Newton iter: 1, lambda:1.38246421639373, diff to last: 0.543"
[1] "Newton iter: 2, lambda:1.55227896799203, diff to last: 0.17"
[1] "Newton iter: 3, lambda:1.58931441974817, diff to last: 0.037"
[1] "Newton iter: 4, lambda:1.59090975452407, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.59091261435136, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59091261436053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59091261436053"
[1] "Starting iterative with newton 1.59091261436053"
[1] "Starting newton at: 1.98760752446816"
[1] "Newton iter: 1, lambda:1.41613788693522, diff to last: 0.571"
[1] "Newton iter: 2, lambda:1.59882124040225, diff to last: 0.183"
[1] "Newton iter: 3, lambda:1.64325080252463, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.64562218335838, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.64562866081995, diff to last: 0"
[1] "Newton iter: 6, lambda:1.64562866086816, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.64562866086816"
[1] "Starting iterative with newton 1.64562866086816"
[1] "Starting newton at: 2.01827671642722"
[1] "Newton iter: 1, lambda:1.42335578785458, diff to last: 0.595"
[1] "Newton iter: 2, lambda:1.61602847753201, diff to last: 0.193"
[1] "Newton iter: 3, lambda:1.66634258203329, diff to last: 0.05"
[1] "Newton iter: 4, lambda:1.66943590112525, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.66944705026623, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66944705041059, diff to last: 0"
[1] "Final threshold is: 0.0853937043652711"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.755453632294405"
[1] "Starting iterative with newton 0.755453632294405"
[1] "Starting newton at: 1.12005784167352"
[1] "Newton iter: 1, lambda:1.26147080299027, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.28434271248215, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.28489949605663, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28489982018137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28489982018148, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28489982018137"
[1] "Starting iterative with newton 1.28489982018137"
[1] "Starting newton at: 1.56550232611108"
[1] "Newton iter: 1, lambda:1.62335084022197, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.62757043084609, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.62759170875866, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6275917092973, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6275917092973"
[1] "Starting iterative with newton 1.6275917092973"
[1] "Starting newton at: 1.64907281664271"
[1] "Newton iter: 1, lambda:1.78252141974128, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.80808528469868, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.80892945766369, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.80893035203868, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80893035203968, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80893035203868"
[1] "Starting iterative with newton 1.80893035203868"
[1] "Starting newton at: 1.65221636264986"
[1] "Newton iter: 1, lambda:1.83641569967182, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.88851369522313, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.8922191373503, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.89223683872562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89223683912773, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89223683912773"
[1] "Starting iterative with newton 1.89223683912773"
[1] "Starting newton at: 1.7296131833751"
[1] "Newton iter: 1, lambda:1.88772805655159, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.92597014068244, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.92795738141949, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.92796251455581, diff to last: 0"
[1] "Newton iter: 5, lambda:1.92796251458997, diff to last: 0"
[1] "Final threshold is: 0.0986170007422809"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0511508911598324"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674487060832927"
[1] "Starting iterative with newton 0.674487060832927"
[1] "Starting newton at: 1.21498019601345"
[1] "Newton iter: 1, lambda:1.48097495517312, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.59882242481367, diff to last: 0.118"
[1] "Newton iter: 3, lambda:1.62190481307593, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.62272353398308, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.62272453833298, diff to last: 0"
[1] "Newton iter: 6, lambda:1.62272453833449, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62272453833298"
[1] "Starting iterative with newton 1.62272453833298"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.225343456017912"
threshold is:
[{'ad': 0.0013792053578063478, 'da': 0.0009512504306187973, 'dd': 0.0022204718170829177}, {'ad': 0.004338008255587457, 'da': 0.007324468493988775, 'dd': 0.010962109108652656}, {'ad': 0.013852416411065872, 'da': 0.01708217401356269, 'dd': 0.03021887584182975}, {'ad': 0.03527576395236617, 'da': 0.04172946536658412, 'dd': 0.08440609961348194}, {'ad': 0.08539370436527105, 'da': 0.09861700074228093, 'dd': 0.22534345601791178}]
Number of points in noise estimation: 128
Estimated noise: 0.05115089115983242
0.05115089115983242
threshold is:
[{'ad': 0.017943736843308855, 'da': 0.038930541100143934, 'dd': 0.003854489955287032}, {'ad': 0.0073278786556489894, 'da': 0.003075312134234648, 'dd': 0.00787171752732796}, {'ad': 0.010414344642796669, 'da': 0.018512223451518074, 'dd': 0.022593034987069615}, {'ad': 0.029035831359386362, 'da': 0.03426770965760222, 'dd': 0.05923694437801774}, {'ad': 0.06247244820708775, 'da': 0.06529339635273779, 'dd': 0.22534345601791178}]
['peppers256', 0.05, 2, 0.002463644107534303, 0.0008792898334268743, 0.0008913728275660546, 0.003915279431244827, 0.000951216578402579, 0.001124525817411265, 0.000951216578402579, 0.001124525817411265, 26.084220291769764, 30.558679482363452, 30.499406089956217, 24.07237237152127, 30.217205891652096, 29.490305693697106, 30.217205891652096, 29.490305693697106]
peppers256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0788367771981459, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0792161487072825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792161574783324, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792161487072825"
[1] "Starting iterative with newton 0.0792161487072825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0139919889308014, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0139950467075111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0139950467076572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0139950467075111"
[1] "Starting iterative with newton 0.0139950467075111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130830642469113, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130856662427793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130856662428822, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0130856662427793"
[1] "Starting iterative with newton 0.0130856662427793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130705084948752, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130731044942491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130731044943515, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0130731044942491"
[1] "Starting iterative with newton 0.0130731044942491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130703350802141, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130729309968231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130729309969255, diff to last: 0"
[1] "Final threshold is: 0.000667591376995621"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576221255628338, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578169471134517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578169493408811, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0578169493408811"
[1] "Starting iterative with newton 0.0578169493408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0175774968384256, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0175822567056413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175822567059903, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175822567056413"
[1] "Starting iterative with newton 0.0175822567056413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169972312296592, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0170016771930957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0170016771933998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0170016771930957"
[1] "Starting iterative with newton 0.0170016771930957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169888154245979, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.016993256893194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169932568934975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.016993256893194"
[1] "Starting iterative with newton 0.016993256893194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016988693359939, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169931347633532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169931347636567, diff to last: 0"
[1] "Final threshold is: 0.000867783226186686"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.162510437653477"
[1] "Newton iter: 1, lambda:0.125095997402452, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.1252149146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125214915802641, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.1252149146"
[1] "Starting iterative with newton 0.1252149146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0544088170893565, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0545326387387107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0545326393797169, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0545326393797169"
[1] "Starting iterative with newton 0.0545326393797169"
[1] "Starting newton at: 0.00085957295929396"
[1] "Newton iter: 1, lambda:0.0527262307618516, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0528367641031691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528367646049694, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0528367641031691"
[1] "Starting iterative with newton 0.0528367641031691"
[1] "Starting newton at: 0.00255544823584182"
[1] "Newton iter: 1, lambda:0.0526928473630954, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0527960876236679, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527960880612443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0527960880612443"
[1] "Starting iterative with newton 0.0527960880612443"
[1] "Starting newton at: 0.00259612427776661"
[1] "Newton iter: 1, lambda:0.0526920431822495, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.052795111596306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527951120324223, diff to last: 0"
[1] "Final threshold is: 0.00269607184936419"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.230480857498662, diff to last: 0.23"
[1] "Newton iter: 2, lambda:0.238595062484701, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.238604997759106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238604997773989, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.238604997773989"
[1] "Starting iterative with newton 0.238604997773989"
[1] "Starting newton at: 0.134982150195356"
[1] "Newton iter: 1, lambda:0.101039416538866, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.101133524210158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101133524934262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101133524210158"
[1] "Starting iterative with newton 0.101133524210158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927032122555201, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0933837028157376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0933837394421804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0933837394421805, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0933837394421804"
[1] "Starting iterative with newton 0.0933837394421804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922632716564237, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929360203943803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929360561238328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929360561238329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0929360561238328"
[1] "Starting iterative with newton 0.0929360561238328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922378159567848, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929101185580087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929101542361455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929101542361456, diff to last: 0"
[1] "Final threshold is: 0.00474461448763531"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.398073279928557"
[1] "Newton iter: 1, lambda:0.330739526482586, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.331606725162339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331606870953725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33160687095373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331606870953725"
[1] "Starting iterative with newton 0.331606870953725"
[1] "Starting newton at: 0.192296113290049"
[1] "Newton iter: 1, lambda:0.140863836802477, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.141166711448851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141166721975179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141166721975179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141166711448851"
[1] "Starting iterative with newton 0.141166711448851"
[1] "Starting newton at: 0.217817625304541"
[1] "Newton iter: 1, lambda:0.125335901344446, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.126267515792298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126267610662938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126267610662939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126267610662938"
[1] "Starting iterative with newton 0.126267610662938"
[1] "Starting newton at: 0.232716726090454"
[1] "Newton iter: 1, lambda:0.123784860066586, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.125071305603465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125071485786039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125071485786042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125071485786039"
[1] "Starting iterative with newton 0.125071485786039"
[1] "Starting newton at: 0.233912850967353"
[1] "Newton iter: 1, lambda:0.123657713659145, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.124975102939028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124975291833301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124975291833304, diff to last: 0"
[1] "Final threshold is: 0.00638207508214494"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.603270657123259"
[1] "Newton iter: 1, lambda:0.501981527123307, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.504968392899843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.504971067849866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50497106785201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.50497106785201"
[1] "Starting iterative with newton 0.50497106785201"
[1] "Starting newton at: 0.392787450385005"
[1] "Newton iter: 1, lambda:0.257446069414089, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.261126232901654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.261129001458109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261129001459675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261129001458109"
[1] "Starting iterative with newton 0.261129001458109"
[1] "Starting newton at: 0.131107700304804"
[1] "Newton iter: 1, lambda:0.225837281248003, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.227588126319622, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227588721246201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22758872124627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.227588721246201"
[1] "Starting iterative with newton 0.227588721246201"
[1] "Starting newton at: 0.107511257967288"
[1] "Newton iter: 1, lambda:0.220360416963422, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.222825596103487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222826765973245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222826765973509, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222826765973509"
[1] "Starting iterative with newton 0.222826765973509"
[1] "Starting newton at: 0.112273213239981"
[1] "Newton iter: 1, lambda:0.219905847672554, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.222145276322871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222146240587603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222146240587781, diff to last: 0"
[1] "Final threshold is: 0.0113442742629267"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0.613553064350127"
[1] "Newton iter: 1, lambda:0.569501364146106, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.570166896217624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570167050250724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570167050250732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570167050250732"
[1] "Starting iterative with newton 0.570167050250732"
[1] "Starting newton at: 0.231430428072694"
[1] "Newton iter: 1, lambda:0.328807526698864, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.331182784381585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.331184183962746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331184183963232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331184183962746"
[1] "Starting iterative with newton 0.331184183962746"
[1] "Starting newton at: 0.245739414581313"
[1] "Newton iter: 1, lambda:0.294666793500453, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.295232752939423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.295232828335399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2952328283354, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295232828335399"
[1] "Starting iterative with newton 0.295232828335399"
[1] "Starting newton at: 0.23897489285831"
[1] "Newton iter: 1, lambda:0.289030274272921, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.289617599073983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.289617679587451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289617679587452, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289617679587451"
[1] "Starting iterative with newton 0.289617679587451"
[1] "Starting newton at: 0.241126211822353"
[1] "Newton iter: 1, lambda:0.288216689508223, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.288735672189245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.288735734971286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288735734971287, diff to last: 0"
[1] "Final threshold is: 0.0147447796476678"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0.725615112069366"
[1] "Newton iter: 1, lambda:0.602417264571548, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.607915159359834, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.607926599784504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607926599833958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607926599784504"
[1] "Starting iterative with newton 0.607926599784504"
[1] "Starting newton at: 0.416575139445583"
[1] "Newton iter: 1, lambda:0.386340008437552, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.386603580946979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.386603601069816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386603601069816, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386603601069816"
[1] "Starting iterative with newton 0.386603601069816"
[1] "Starting newton at: 0.443883468731025"
[1] "Newton iter: 1, lambda:0.347140683810183, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.349673182418588, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.34967494186338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349674941864229, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.34967494186338"
[1] "Starting iterative with newton 0.34967494186338"
[1] "Starting newton at: 0.443639159335119"
[1] "Newton iter: 1, lambda:0.340468506545567, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.343319747218141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343321956282918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343321956284243, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343321956282918"
[1] "Starting iterative with newton 0.343321956282918"
[1] "Starting newton at: 0.444483358255729"
[1] "Newton iter: 1, lambda:0.339260066401754, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.342220276445856, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.342222653678167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342222653679699, diff to last: 0"
[1] "Final threshold is: 0.0174761797995891"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 0.811107939832598"
[1] "Newton iter: 1, lambda:0.73253824834403, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.735465485052787, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.735469685744801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735469685753442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735469685744801"
[1] "Starting iterative with newton 0.735469685744801"
[1] "Starting newton at: 0.513287631187537"
[1] "Newton iter: 1, lambda:0.619145811375034, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.624331712916487, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.624343834202959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624343834269076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624343834269076"
[1] "Starting iterative with newton 0.624343834269076"
[1] "Starting newton at: 0.553864669903078"
[1] "Newton iter: 1, lambda:0.595866169287838, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.596652669870529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596652942588313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596652942588346, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596652942588346"
[1] "Starting iterative with newton 0.596652942588346"
[1] "Starting newton at: 0.55366684583816"
[1] "Newton iter: 1, lambda:0.589015385959578, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.589568429459844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589568563573228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589568563573236, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.589568563573228"
[1] "Starting iterative with newton 0.589568563573228"
[1] "Starting newton at: 0.554488292378362"
[1] "Newton iter: 1, lambda:0.587269807907005, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.587744451013005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587744549658013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587744549658017, diff to last: 0"
[1] "Final threshold is: 0.0300141715215367"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 0.725483744327618"
[1] "Newton iter: 1, lambda:0.805033978359054, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.808604702884095, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.808611678583823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808611678610404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.808611678583823"
[1] "Starting iterative with newton 0.808611678583823"
[1] "Starting newton at: 0.712024643183841"
[1] "Newton iter: 1, lambda:0.729114420772241, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.72926764241793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.729267654656027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729267654656027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.729267654656027"
[1] "Starting iterative with newton 0.729267654656027"
[1] "Starting newton at: 0.703394349835087"
[1] "Newton iter: 1, lambda:0.707029066488668, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.707035868682698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.70703586870649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.707035868682698"
[1] "Starting iterative with newton 0.707035868682698"
[1] "Starting newton at: 0.69989532798106"
[1] "Newton iter: 1, lambda:0.700663621365396, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.700663923767037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.700663923767084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.700663923767084"
[1] "Starting iterative with newton 0.700663923767084"
[1] "Starting newton at: 0.702423893712204"
[1] "Newton iter: 1, lambda:0.698819547612839, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.698826184963063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6988261849856, diff to last: 0"
[1] "Final threshold is: 0.0356867434876314"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 0.911296209377936"
[1] "Newton iter: 1, lambda:0.875457804937447, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.876227605490199, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.876227967310533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876227967310612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876227967310533"
[1] "Starting iterative with newton 0.876227967310533"
[1] "Starting newton at: 0.930281338793109"
[1] "Newton iter: 1, lambda:0.828413736254055, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.834297482331743, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.834318200398134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834318200654333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.834318200398134"
[1] "Starting iterative with newton 0.834318200398134"
[1] "Starting newton at: 0.929924511962928"
[1] "Newton iter: 1, lambda:0.813595100320534, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.82116126857553, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.82119530696326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821195307649851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.82119530696326"
[1] "Starting iterative with newton 0.82119530696326"
[1] "Starting newton at: 0.934641145395903"
[1] "Newton iter: 1, lambda:0.808104965507342, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.816990114889563, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.817036973286083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81703697458427, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817036973286083"
[1] "Starting iterative with newton 0.817036973286083"
[1] "Starting newton at: 0.931851642036458"
[1] "Newton iter: 1, lambda:0.807019831477736, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.815670015161572, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.815714390455334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.815714391618724, diff to last: 0"
[1] "Final threshold is: 0.0416558377988497"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.2187719801397"
[1] "Newton iter: 1, lambda:1.21034778562269, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.21041592056686, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21041592505279, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21041592505279"
[1] "Starting iterative with newton 1.21041592505279"
[1] "Starting newton at: 1.73655124803534"
[1] "Newton iter: 1, lambda:1.31274198615905, diff to last: 0.424"
[1] "Newton iter: 2, lambda:1.43188714119969, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.44868364127092, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.44899255977711, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44899266272427, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44899266272428, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44899266272428"
[1] "Starting iterative with newton 1.44899266272428"
[1] "Starting newton at: 1.83515671634976"
[1] "Newton iter: 1, lambda:1.46027122205458, diff to last: 0.375"
[1] "Newton iter: 2, lambda:1.5615928852965, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.57437964639445, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.5745682249104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57456826541579, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57456826541579, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57456826541579"
[1] "Starting iterative with newton 1.57456826541579"
[1] "Starting newton at: 1.87224458475391"
[1] "Newton iter: 1, lambda:1.54469145532796, diff to last: 0.328"
[1] "Newton iter: 2, lambda:1.62807897229933, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.63688816419732, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.63697983715134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63697984698946, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63697984698946"
[1] "Starting iterative with newton 1.63697984698946"
[1] "Starting newton at: 1.85569328699018"
[1] "Newton iter: 1, lambda:1.61152502797373, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.66373923297959, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.66714915776298, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.66716300486259, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66716300509011, diff to last: 0"
[1] "Final threshold is: 0.0851365043168002"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.16276990176113"
[1] "Newton iter: 1, lambda:1.21937491078268, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.22259822225598, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.22260828879323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22260828889117, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22260828879323"
[1] "Starting iterative with newton 1.22260828879323"
[1] "Starting newton at: 1.77630098922337"
[1] "Newton iter: 1, lambda:1.33543109409071, diff to last: 0.441"
[1] "Newton iter: 2, lambda:1.46075568130903, diff to last: 0.125"
[1] "Newton iter: 3, lambda:1.47940418210716, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.47978425845922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47978441368741, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47978441368744, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47978441368744"
[1] "Starting iterative with newton 1.47978441368744"
[1] "Starting newton at: 1.84272913275927"
[1] "Newton iter: 1, lambda:1.515698630367, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.5967545375758, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.60474494628429, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.6048174892433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60481749517437, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60481749517437"
[1] "Starting iterative with newton 1.60481749517437"
[1] "Starting newton at: 1.90661778877341"
[1] "Newton iter: 1, lambda:1.56178284728591, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.6507053448388, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.66062927596865, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.66074389356192, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66074390869335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66074390869335, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66074389356192"
[1] "Starting iterative with newton 1.66074389356192"
[1] "Starting newton at: 1.91934011868299"
[1] "Newton iter: 1, lambda:1.59559580858959, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.67655330928874, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.6848108921842, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.68489087424481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68489088168273, diff to last: 0"
[1] "Final threshold is: 0.0860418083797184"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.11106641781029"
[1] "Newton iter: 1, lambda:1.26539497802944, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.2931434626996, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29397704226586, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29397777851046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29397777851103, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29397777851103"
[1] "Starting iterative with newton 1.29397777851103"
[1] "Starting newton at: 1.52652462066652"
[1] "Newton iter: 1, lambda:1.63763439349069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65437400102789, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.65472243430251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65472258262219, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65472258262222, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65472258262219"
[1] "Starting iterative with newton 1.65472258262219"
[1] "Starting newton at: 1.61594747526231"
[1] "Newton iter: 1, lambda:1.79873787252443, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.85021093386249, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.85385826145587, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.85387558063994, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85387558102871, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85387558063994"
[1] "Starting iterative with newton 1.85387558063994"
[1] "Starting newton at: 1.65479398046817"
[1] "Newton iter: 1, lambda:1.86785861524533, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.94158816236418, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.94947948863253, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.94956304261078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94956305188382, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94956304261078"
[1] "Starting iterative with newton 1.94956304261078"
[1] "Starting newton at: 1.66637917674953"
[1] "Newton iter: 1, lambda:1.89447983005074, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.98092939012647, diff to last: 0.086"
[1] "Newton iter: 3, lambda:1.99206815143501, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.99223706687226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.99223710516033, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99223710516033, diff to last: 0"
[1] "Final threshold is: 0.101736962208259"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.23153596850787"
[1] "Newton iter: 1, lambda:1.48635404330528, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.59426291376064, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.61335203641072, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.61390548322539, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61390593878333, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61390593878364, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61390593878364"
[1] "Starting iterative with newton 1.61390593878364"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224972531787767"
threshold is:
[{'ad': 0.0006675913769956207, 'da': 0.0008677832261866859, 'dd': 0.002696071849364186}, {'ad': 0.0047446144876353135, 'da': 0.006382075082144941, 'dd': 0.011344274262926743}, {'ad': 0.014744779647667785, 'da': 0.017476179799589087, 'dd': 0.0300141715215367}, {'ad': 0.03568674348763141, 'da': 0.04165583779884971, 'dd': 0.0851365043168002}, {'ad': 0.08604180837971845, 'da': 0.10173696220825872, 'dd': 0.22497253178776683}]
Number of points in noise estimation: 128
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.8538679046612"
[1] "Starting iterative with newton 25.8538679046612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.24005217692"
[1] "Starting iterative with newton 18.24005217692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6748090227028"
[1] "Starting iterative with newton 16.6748090227028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.28587431597548"
[1] "Starting iterative with newton 9.28587431597548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.43177924623637"
[1] "Starting iterative with newton 7.43177924623637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72313871474302"
[1] "Starting iterative with newton 3.72313871474302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 1.47073157055391"
[1] "Newton iter: 1, lambda:1.41087107839508, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.40790322328082, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40789540715417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4078954070998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4078954070998"
[1] "Starting iterative with newton 1.4078954070998"
[1] "Starting newton at: 1.65347052329061"
[1] "Newton iter: 1, lambda:1.55443502867689, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.54902370629359, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.54900445282613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54900445258047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54900445258047"
[1] "Starting iterative with newton 1.54900445258047"
[1] "Starting newton at: 1.8080968140025"
[1] "Newton iter: 1, lambda:1.65998564755378, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.65210023302373, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.65206821942251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6520682188869, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6520682188869"
[1] "Starting iterative with newton 1.6520682188869"
[1] "Starting newton at: 1.90103083608087"
[1] "Newton iter: 1, lambda:1.72429692055081, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.71616581159359, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71613683164401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71613683126924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71613683126924"
[1] "Starting iterative with newton 1.71613683126924"
[1] "Starting newton at: 1.93551595693161"
[1] "Newton iter: 1, lambda:1.75605853934292, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.7487387397361, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74871712050615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74871712031427, diff to last: 0"
[1] "Final threshold is: 0.0893012034361856"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 1.30016355915285"
[1] "Newton iter: 1, lambda:1.3270940656333, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.32635124274818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32635068829942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32635068829911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32635068829911"
[1] "Starting iterative with newton 1.32635068829911"
[1] "Starting newton at: 1.50268532249535"
[1] "Newton iter: 1, lambda:1.5453262221856, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.54412085515136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.54411995405458, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54411995405407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54411995405407"
[1] "Starting iterative with newton 1.54411995405407"
[1] "Starting newton at: 1.77184369374166"
[1] "Newton iter: 1, lambda:1.73589767085857, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.73548021192136, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73548014886197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73548014886197, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73548014886197"
[1] "Starting iterative with newton 1.73548014886197"
[1] "Starting newton at: 1.92465096488548"
[1] "Newton iter: 1, lambda:1.84594480871445, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.84493252468169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.84493227563627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84493227563626, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84493227563627"
[1] "Starting iterative with newton 1.84493227563627"
[1] "Starting newton at: 2.04625380913996"
[1] "Newton iter: 1, lambda:1.92526166440792, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.92443100152926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92443088440439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92443088440439, diff to last: 0"
[1] "Final threshold is: 0.0982743245844889"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 1.33827844144277"
[1] "Newton iter: 1, lambda:1.27399469942167, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.26972216752168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.26970207501877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26970207457307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26970207457307"
[1] "Starting iterative with newton 1.26970207457307"
[1] "Starting newton at: 1.6482136359022"
[1] "Newton iter: 1, lambda:1.57245200895627, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.56981785725405, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.5698140452921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56981404528407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5698140452921"
[1] "Starting iterative with newton 1.5698140452921"
[1] "Starting newton at: 1.72866794971472"
[1] "Newton iter: 1, lambda:1.7856165334961, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.78455350489214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78455320454671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78455320454668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78455320454668"
[1] "Starting iterative with newton 1.78455320454668"
[1] "Starting newton at: 1.92612394440492"
[1] "Newton iter: 1, lambda:1.93822561247049, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.9382073061747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93820730613686, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93820730613686"
[1] "Starting iterative with newton 1.93820730613686"
[1] "Starting newton at: 2.13354096158564"
[1] "Newton iter: 1, lambda:2.04866697293391, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.04902012685654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04902012384386, diff to last: 0"
[1] "Final threshold is: 0.104636685246872"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.31203860965003"
[1] "Newton iter: 1, lambda:1.31423879590198, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.31423428803213, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31423428801326, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31423428803213"
[1] "Starting iterative with newton 1.31423428803213"
[1] "Starting newton at: 1.97264030546986"
[1] "Newton iter: 1, lambda:1.94165819493291, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.94177781555, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94177781684207, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94177781555"
[1] "Starting iterative with newton 1.94177781555"
[1] "Starting newton at: 2.400727376083"
[1] "Newton iter: 1, lambda:2.33350014628119, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.33557710347645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.33557891858718, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33557891858857, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33557891858718"
[1] "Starting iterative with newton 2.33557891858718"
[1] "Starting newton at: 2.51605309441762"
[1] "Newton iter: 1, lambda:2.54223208735304, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.54258013011956, diff to last: 0"
[1] "Newton iter: 3, lambda:2.54258019292137, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54258019292137, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54258019292137"
[1] "Starting iterative with newton 2.54258019292137"
[1] "Starting newton at: 2.65751590524187"
[1] "Newton iter: 1, lambda:2.65090153765372, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.6509258175839, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65092581791019, diff to last: 0"
[1] "Final threshold is: 0.135374019590874"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.45490681860184"
[1] "Newton iter: 1, lambda:1.42825126113353, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.42778200496598, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42778185202644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42778185202643, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42778185202643"
[1] "Starting iterative with newton 1.42778185202643"
[1] "Starting newton at: 2.03238497824974"
[1] "Newton iter: 1, lambda:2.09371774064095, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.09450731182508, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.09450748066387, diff to last: 0"
[1] "Newton iter: 4, lambda:2.09450748066388, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.09450748066387"
[1] "Starting iterative with newton 2.09450748066387"
[1] "Starting newton at: 2.45001642603056"
[1] "Newton iter: 1, lambda:2.48451749254167, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.48512104970312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48512124039495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48512124039497, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48512124039497"
[1] "Starting iterative with newton 2.48512124039497"
[1] "Starting newton at: 2.70882150484974"
[1] "Newton iter: 1, lambda:2.65923192236295, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.66068011012868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66068132898399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66068132898486, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66068132898399"
[1] "Starting iterative with newton 2.66068132898399"
[1] "Starting newton at: 2.7772406779185"
[1] "Newton iter: 1, lambda:2.74154288022849, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.7423117151513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74231207039345, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74231207039353, diff to last: 0"
[1] "Final threshold is: 0.140040813469494"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.39299375813662"
[1] "Newton iter: 1, lambda:1.47826782829434, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.4733383445815, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.47332436788758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47332436777393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47332436788758"
[1] "Starting iterative with newton 1.47332436788758"
[1] "Starting newton at: 2.24665344697394"
[1] "Newton iter: 1, lambda:2.18987066247142, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.19137933931352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.19138030769196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19138030769236, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.19138030769196"
[1] "Starting iterative with newton 2.19138030769196"
[1] "Starting newton at: 2.58841778943573"
[1] "Newton iter: 1, lambda:2.59877595034439, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.59884777654147, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59884778000932, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59884777654147"
[1] "Starting iterative with newton 2.59884777654147"
[1] "Starting newton at: 2.81331822962593"
[1] "Newton iter: 1, lambda:2.820956033931, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.82099936450481, diff to last: 0"
[1] "Newton iter: 3, lambda:2.82099936589878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.82099936450481"
[1] "Starting iterative with newton 2.82099936450481"
[1] "Starting newton at: 2.90425050157392"
[1] "Newton iter: 1, lambda:2.91825350786265, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.91840372866205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.91840374589757, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91840374589757, diff to last: 0"
[1] "Final threshold is: 0.149033233314426"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.90524690773185"
[1] "Newton iter: 1, lambda:2.35479767387955, diff to last: 0.45"
[1] "Newton iter: 2, lambda:2.47844713828966, diff to last: 0.124"
[1] "Newton iter: 3, lambda:2.49890758972236, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.49948136635432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.49948181440903, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4994818144093, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.49948181440903"
[1] "Starting iterative with newton 2.49948181440903"
[1] "Starting newton at: 3.22061637491567"
[1] "Newton iter: 1, lambda:3.32744468633562, diff to last: 0.107"
[1] "Newton iter: 2, lambda:3.34778895932998, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.34848216848094, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.34848295590234, diff to last: 0"
[1] "Newton iter: 5, lambda:3.34848295590336, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.34848295590234"
[1] "Starting iterative with newton 3.34848295590234"
[1] "Starting newton at: 4.24990500390438"
[1] "Newton iter: 1, lambda:4.088314011411, diff to last: 0.162"
[1] "Newton iter: 2, lambda:4.12595896663346, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.12908849068646, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.1291088003626, diff to last: 0"
[1] "Newton iter: 5, lambda:4.12910880121284, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12910880121284"
[1] "Starting iterative with newton 4.12910880121284"
[1] "Starting newton at: 4.41800267123786"
[1] "Newton iter: 1, lambda:4.53691695223174, diff to last: 0.119"
[1] "Newton iter: 2, lambda:4.57535269532275, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.57882267888437, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.57884889865092, diff to last: 0"
[1] "Newton iter: 5, lambda:4.5788489001364, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.57884889865092"
[1] "Starting iterative with newton 4.57884889865092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0893012034361856}, {'ad': 0.09827432458448888, 'da': 0.10463668524687174, 'dd': 0.13537401959087403}, {'ad': 0.14004081346949387, 'da': 0.1490332333144261, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364399982558719. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 25.8538679046612"
[1] "Starting iterative with newton 25.8538679046612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.24005217692"
[1] "Starting iterative with newton 18.24005217692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6748090227028"
[1] "Starting iterative with newton 16.6748090227028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.28587431597548"
[1] "Starting iterative with newton 9.28587431597548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.43177924623637"
[1] "Starting iterative with newton 7.43177924623637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72313871474302"
[1] "Starting iterative with newton 3.72313871474302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 1.47073157055391"
[1] "Newton iter: 1, lambda:1.41087107839508, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.40790322328082, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.40789540715417, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4078954070998, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4078954070998"
[1] "Starting iterative with newton 1.4078954070998"
[1] "Starting newton at: 1.65347052329061"
[1] "Newton iter: 1, lambda:1.55443502867689, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.54902370629359, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.54900445282613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54900445258047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54900445258047"
[1] "Starting iterative with newton 1.54900445258047"
[1] "Starting newton at: 1.8080968140025"
[1] "Newton iter: 1, lambda:1.65998564755378, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.65210023302373, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.65206821942251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6520682188869, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.6520682188869"
[1] "Starting iterative with newton 1.6520682188869"
[1] "Starting newton at: 1.90103083608087"
[1] "Newton iter: 1, lambda:1.72429692055081, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.71616581159359, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.71613683164401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71613683126924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71613683126924"
[1] "Starting iterative with newton 1.71613683126924"
[1] "Starting newton at: 1.93551595693161"
[1] "Newton iter: 1, lambda:1.75605853934292, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.7487387397361, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.74871712050615, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74871712031427, diff to last: 0"
[1] "Final threshold is: 0.0893012034361856"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 1.30016355915285"
[1] "Newton iter: 1, lambda:1.3270940656333, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.32635124274818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32635068829942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32635068829911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32635068829911"
[1] "Starting iterative with newton 1.32635068829911"
[1] "Starting newton at: 1.50268532249535"
[1] "Newton iter: 1, lambda:1.5453262221856, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.54412085515136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.54411995405458, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54411995405407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54411995405407"
[1] "Starting iterative with newton 1.54411995405407"
[1] "Starting newton at: 1.77184369374166"
[1] "Newton iter: 1, lambda:1.73589767085857, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.73548021192136, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73548014886197, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73548014886197, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73548014886197"
[1] "Starting iterative with newton 1.73548014886197"
[1] "Starting newton at: 1.92465096488548"
[1] "Newton iter: 1, lambda:1.84594480871445, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.84493252468169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.84493227563627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84493227563626, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84493227563627"
[1] "Starting iterative with newton 1.84493227563627"
[1] "Starting newton at: 2.04625380913996"
[1] "Newton iter: 1, lambda:1.92526166440792, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.92443100152926, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92443088440439, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92443088440439, diff to last: 0"
[1] "Final threshold is: 0.0982743245844889"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 1.33827844144277"
[1] "Newton iter: 1, lambda:1.27399469942167, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.26972216752168, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.26970207501877, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26970207457307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26970207457307"
[1] "Starting iterative with newton 1.26970207457307"
[1] "Starting newton at: 1.6482136359022"
[1] "Newton iter: 1, lambda:1.57245200895627, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.56981785725405, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.5698140452921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56981404528407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5698140452921"
[1] "Starting iterative with newton 1.5698140452921"
[1] "Starting newton at: 1.72866794971472"
[1] "Newton iter: 1, lambda:1.7856165334961, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.78455350489214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.78455320454671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78455320454668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78455320454668"
[1] "Starting iterative with newton 1.78455320454668"
[1] "Starting newton at: 1.92612394440492"
[1] "Newton iter: 1, lambda:1.93822561247049, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.9382073061747, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93820730613686, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.93820730613686"
[1] "Starting iterative with newton 1.93820730613686"
[1] "Starting newton at: 2.13354096158564"
[1] "Newton iter: 1, lambda:2.04866697293391, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.04902012685654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04902012384386, diff to last: 0"
[1] "Final threshold is: 0.104636685246872"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.31203860965003"
[1] "Newton iter: 1, lambda:1.31423879590198, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.31423428803213, diff to last: 0"
[1] "Newton iter: 3, lambda:1.31423428801326, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31423428803213"
[1] "Starting iterative with newton 1.31423428803213"
[1] "Starting newton at: 1.97264030546986"
[1] "Newton iter: 1, lambda:1.94165819493291, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.94177781555, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94177781684207, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.94177781555"
[1] "Starting iterative with newton 1.94177781555"
[1] "Starting newton at: 2.400727376083"
[1] "Newton iter: 1, lambda:2.33350014628119, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.33557710347645, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.33557891858718, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33557891858857, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33557891858718"
[1] "Starting iterative with newton 2.33557891858718"
[1] "Starting newton at: 2.51605309441762"
[1] "Newton iter: 1, lambda:2.54223208735304, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.54258013011956, diff to last: 0"
[1] "Newton iter: 3, lambda:2.54258019292137, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54258019292137, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.54258019292137"
[1] "Starting iterative with newton 2.54258019292137"
[1] "Starting newton at: 2.65751590524187"
[1] "Newton iter: 1, lambda:2.65090153765372, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.6509258175839, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65092581791019, diff to last: 0"
[1] "Final threshold is: 0.135374019590874"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.45490681860184"
[1] "Newton iter: 1, lambda:1.42825126113353, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.42778200496598, diff to last: 0"
[1] "Newton iter: 3, lambda:1.42778185202644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42778185202643, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42778185202643"
[1] "Starting iterative with newton 1.42778185202643"
[1] "Starting newton at: 2.03238497824974"
[1] "Newton iter: 1, lambda:2.09371774064095, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.09450731182508, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.09450748066387, diff to last: 0"
[1] "Newton iter: 4, lambda:2.09450748066388, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.09450748066387"
[1] "Starting iterative with newton 2.09450748066387"
[1] "Starting newton at: 2.45001642603056"
[1] "Newton iter: 1, lambda:2.48451749254167, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.48512104970312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.48512124039495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.48512124039497, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.48512124039497"
[1] "Starting iterative with newton 2.48512124039497"
[1] "Starting newton at: 2.70882150484974"
[1] "Newton iter: 1, lambda:2.65923192236295, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.66068011012868, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.66068132898399, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66068132898486, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.66068132898399"
[1] "Starting iterative with newton 2.66068132898399"
[1] "Starting newton at: 2.7772406779185"
[1] "Newton iter: 1, lambda:2.74154288022849, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.7423117151513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74231207039345, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74231207039353, diff to last: 0"
[1] "Final threshold is: 0.140040813469494"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.39299375813662"
[1] "Newton iter: 1, lambda:1.47826782829434, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.4733383445815, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.47332436788758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47332436777393, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.47332436788758"
[1] "Starting iterative with newton 1.47332436788758"
[1] "Starting newton at: 2.24665344697394"
[1] "Newton iter: 1, lambda:2.18987066247142, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.19137933931352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.19138030769196, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19138030769236, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.19138030769196"
[1] "Starting iterative with newton 2.19138030769196"
[1] "Starting newton at: 2.58841778943573"
[1] "Newton iter: 1, lambda:2.59877595034439, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.59884777654147, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59884778000932, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59884777654147"
[1] "Starting iterative with newton 2.59884777654147"
[1] "Starting newton at: 2.81331822962593"
[1] "Newton iter: 1, lambda:2.820956033931, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.82099936450481, diff to last: 0"
[1] "Newton iter: 3, lambda:2.82099936589878, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.82099936450481"
[1] "Starting iterative with newton 2.82099936450481"
[1] "Starting newton at: 2.90425050157392"
[1] "Newton iter: 1, lambda:2.91825350786265, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.91840372866205, diff to last: 0"
[1] "Newton iter: 3, lambda:2.91840374589757, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91840374589757, diff to last: 0"
[1] "Final threshold is: 0.149033233314426"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.90524690773185"
[1] "Newton iter: 1, lambda:2.35479767387955, diff to last: 0.45"
[1] "Newton iter: 2, lambda:2.47844713828966, diff to last: 0.124"
[1] "Newton iter: 3, lambda:2.49890758972236, diff to last: 0.02"
[1] "Newton iter: 4, lambda:2.49948136635432, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.49948181440903, diff to last: 0"
[1] "Newton iter: 6, lambda:2.4994818144093, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.49948181440903"
[1] "Starting iterative with newton 2.49948181440903"
[1] "Starting newton at: 3.22061637491567"
[1] "Newton iter: 1, lambda:3.32744468633562, diff to last: 0.107"
[1] "Newton iter: 2, lambda:3.34778895932998, diff to last: 0.02"
[1] "Newton iter: 3, lambda:3.34848216848094, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.34848295590234, diff to last: 0"
[1] "Newton iter: 5, lambda:3.34848295590336, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.34848295590234"
[1] "Starting iterative with newton 3.34848295590234"
[1] "Starting newton at: 4.24990500390438"
[1] "Newton iter: 1, lambda:4.088314011411, diff to last: 0.162"
[1] "Newton iter: 2, lambda:4.12595896663346, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.12908849068646, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.1291088003626, diff to last: 0"
[1] "Newton iter: 5, lambda:4.12910880121284, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.12910880121284"
[1] "Starting iterative with newton 4.12910880121284"
[1] "Starting newton at: 4.41800267123786"
[1] "Newton iter: 1, lambda:4.53691695223174, diff to last: 0.119"
[1] "Newton iter: 2, lambda:4.57535269532275, diff to last: 0.038"
[1] "Newton iter: 3, lambda:4.57882267888437, diff to last: 0.003"
[1] "Newton iter: 4, lambda:4.57884889865092, diff to last: 0"
[1] "Newton iter: 5, lambda:4.5788489001364, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.57884889865092"
[1] "Starting iterative with newton 4.57884889865092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0893012034361856}, {'ad': 0.09827432458448888, 'da': 0.10463668524687174, 'dd': 0.13537401959087403}, {'ad': 0.14004081346949387, 'da': 0.1490332333144261, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364399982558719. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05106669477241578
0.05106669477241578
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0788367771981459, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0792161487072825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792161574783324, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792161487072825"
[1] "Starting iterative with newton 0.0792161487072825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0139919889308014, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0139950467075111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0139950467076572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0139950467075111"
[1] "Starting iterative with newton 0.0139950467075111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130830642469113, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130856662427793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130856662428822, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0130856662427793"
[1] "Starting iterative with newton 0.0130856662427793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130705084948752, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130731044942491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130731044943515, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0130731044942491"
[1] "Starting iterative with newton 0.0130731044942491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130703350802141, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130729309968231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130729309969255, diff to last: 0"
[1] "Final threshold is: 0.000667591376995621"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0576221255628338, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0578169471134517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0578169493408811, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0578169493408811"
[1] "Starting iterative with newton 0.0578169493408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0175774968384256, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0175822567056413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175822567059903, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175822567056413"
[1] "Starting iterative with newton 0.0175822567056413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169972312296592, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0170016771930957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0170016771933998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0170016771930957"
[1] "Starting iterative with newton 0.0170016771930957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169888154245979, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.016993256893194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169932568934975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.016993256893194"
[1] "Starting iterative with newton 0.016993256893194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016988693359939, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169931347633532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169931347636567, diff to last: 0"
[1] "Final threshold is: 0.000867783226186686"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.162510437653477"
[1] "Newton iter: 1, lambda:0.125095997402452, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.1252149146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125214915802641, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.1252149146"
[1] "Starting iterative with newton 0.1252149146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0544088170893565, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0545326387387107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0545326393797169, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0545326393797169"
[1] "Starting iterative with newton 0.0545326393797169"
[1] "Starting newton at: 0.00085957295929396"
[1] "Newton iter: 1, lambda:0.0527262307618516, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0528367641031691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528367646049694, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0528367641031691"
[1] "Starting iterative with newton 0.0528367641031691"
[1] "Starting newton at: 0.00255544823584182"
[1] "Newton iter: 1, lambda:0.0526928473630954, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0527960876236679, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527960880612443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0527960880612443"
[1] "Starting iterative with newton 0.0527960880612443"
[1] "Starting newton at: 0.00259612427776661"
[1] "Newton iter: 1, lambda:0.0526920431822495, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.052795111596306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527951120324223, diff to last: 0"
[1] "Final threshold is: 0.00269607184936419"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.230480857498662, diff to last: 0.23"
[1] "Newton iter: 2, lambda:0.238595062484701, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.238604997759106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238604997773989, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.238604997773989"
[1] "Starting iterative with newton 0.238604997773989"
[1] "Starting newton at: 0.134982150195356"
[1] "Newton iter: 1, lambda:0.101039416538866, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.101133524210158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101133524934262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101133524210158"
[1] "Starting iterative with newton 0.101133524210158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927032122555201, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0933837028157376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0933837394421804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0933837394421805, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0933837394421804"
[1] "Starting iterative with newton 0.0933837394421804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922632716564237, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929360203943803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929360561238328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929360561238329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0929360561238328"
[1] "Starting iterative with newton 0.0929360561238328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922378159567848, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929101185580087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929101542361455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929101542361456, diff to last: 0"
[1] "Final threshold is: 0.00474461448763531"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.398073279928557"
[1] "Newton iter: 1, lambda:0.330739526482586, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.331606725162339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331606870953725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33160687095373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331606870953725"
[1] "Starting iterative with newton 0.331606870953725"
[1] "Starting newton at: 0.192296113290049"
[1] "Newton iter: 1, lambda:0.140863836802477, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.141166711448851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141166721975179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141166721975179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141166711448851"
[1] "Starting iterative with newton 0.141166711448851"
[1] "Starting newton at: 0.217817625304541"
[1] "Newton iter: 1, lambda:0.125335901344446, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.126267515792298, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126267610662938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126267610662939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126267610662938"
[1] "Starting iterative with newton 0.126267610662938"
[1] "Starting newton at: 0.232716726090454"
[1] "Newton iter: 1, lambda:0.123784860066586, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.125071305603465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125071485786039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125071485786042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125071485786039"
[1] "Starting iterative with newton 0.125071485786039"
[1] "Starting newton at: 0.233912850967353"
[1] "Newton iter: 1, lambda:0.123657713659145, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.124975102939028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124975291833301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124975291833304, diff to last: 0"
[1] "Final threshold is: 0.00638207508214494"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.603270657123259"
[1] "Newton iter: 1, lambda:0.501981527123307, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.504968392899843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.504971067849866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50497106785201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.50497106785201"
[1] "Starting iterative with newton 0.50497106785201"
[1] "Starting newton at: 0.392787450385005"
[1] "Newton iter: 1, lambda:0.257446069414089, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.261126232901654, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.261129001458109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261129001459675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.261129001458109"
[1] "Starting iterative with newton 0.261129001458109"
[1] "Starting newton at: 0.131107700304804"
[1] "Newton iter: 1, lambda:0.225837281248003, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.227588126319622, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227588721246201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22758872124627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.227588721246201"
[1] "Starting iterative with newton 0.227588721246201"
[1] "Starting newton at: 0.107511257967288"
[1] "Newton iter: 1, lambda:0.220360416963422, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.222825596103487, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222826765973245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222826765973509, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222826765973509"
[1] "Starting iterative with newton 0.222826765973509"
[1] "Starting newton at: 0.112273213239981"
[1] "Newton iter: 1, lambda:0.219905847672554, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.222145276322871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.222146240587603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222146240587781, diff to last: 0"
[1] "Final threshold is: 0.0113442742629267"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.68192800420906"
[1] "Starting iterative with newton 2.68192800420906"
[1] "Starting newton at: 0.613553064350127"
[1] "Newton iter: 1, lambda:0.569501364146106, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.570166896217624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570167050250724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570167050250732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570167050250732"
[1] "Starting iterative with newton 0.570167050250732"
[1] "Starting newton at: 0.231430428072694"
[1] "Newton iter: 1, lambda:0.328807526698864, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.331182784381585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.331184183962746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331184183963232, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331184183962746"
[1] "Starting iterative with newton 0.331184183962746"
[1] "Starting newton at: 0.245739414581313"
[1] "Newton iter: 1, lambda:0.294666793500453, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.295232752939423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.295232828335399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2952328283354, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295232828335399"
[1] "Starting iterative with newton 0.295232828335399"
[1] "Starting newton at: 0.23897489285831"
[1] "Newton iter: 1, lambda:0.289030274272921, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.289617599073983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.289617679587451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289617679587452, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289617679587451"
[1] "Starting iterative with newton 0.289617679587451"
[1] "Starting newton at: 0.241126211822353"
[1] "Newton iter: 1, lambda:0.288216689508223, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.288735672189245, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.288735734971286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288735734971287, diff to last: 0"
[1] "Final threshold is: 0.0147447796476678"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.19168410404761"
[1] "Starting iterative with newton 2.19168410404761"
[1] "Starting newton at: 0.725615112069366"
[1] "Newton iter: 1, lambda:0.602417264571548, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.607915159359834, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.607926599784504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607926599833958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607926599784504"
[1] "Starting iterative with newton 0.607926599784504"
[1] "Starting newton at: 0.416575139445583"
[1] "Newton iter: 1, lambda:0.386340008437552, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.386603580946979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.386603601069816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386603601069816, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.386603601069816"
[1] "Starting iterative with newton 0.386603601069816"
[1] "Starting newton at: 0.443883468731025"
[1] "Newton iter: 1, lambda:0.347140683810183, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.349673182418588, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.34967494186338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349674941864229, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.34967494186338"
[1] "Starting iterative with newton 0.34967494186338"
[1] "Starting newton at: 0.443639159335119"
[1] "Newton iter: 1, lambda:0.340468506545567, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.343319747218141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343321956282918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343321956284243, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343321956282918"
[1] "Starting iterative with newton 0.343321956282918"
[1] "Starting newton at: 0.444483358255729"
[1] "Newton iter: 1, lambda:0.339260066401754, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.342220276445856, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.342222653678167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342222653679699, diff to last: 0"
[1] "Final threshold is: 0.0174761797995891"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.24234868865458"
[1] "Starting iterative with newton 1.24234868865458"
[1] "Starting newton at: 0.811107939832598"
[1] "Newton iter: 1, lambda:0.73253824834403, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.735465485052787, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.735469685744801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735469685753442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735469685744801"
[1] "Starting iterative with newton 0.735469685744801"
[1] "Starting newton at: 0.513287631187537"
[1] "Newton iter: 1, lambda:0.619145811375034, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.624331712916487, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.624343834202959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624343834269076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.624343834269076"
[1] "Starting iterative with newton 0.624343834269076"
[1] "Starting newton at: 0.553864669903078"
[1] "Newton iter: 1, lambda:0.595866169287838, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.596652669870529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596652942588313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596652942588346, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596652942588346"
[1] "Starting iterative with newton 0.596652942588346"
[1] "Starting newton at: 0.55366684583816"
[1] "Newton iter: 1, lambda:0.589015385959578, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.589568429459844, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589568563573228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589568563573236, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.589568563573228"
[1] "Starting iterative with newton 0.589568563573228"
[1] "Starting newton at: 0.554488292378362"
[1] "Newton iter: 1, lambda:0.587269807907005, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.587744451013005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.587744549658013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587744549658017, diff to last: 0"
[1] "Final threshold is: 0.0300141715215367"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11804846311165"
[1] "Starting iterative with newton 1.11804846311165"
[1] "Starting newton at: 0.725483744327618"
[1] "Newton iter: 1, lambda:0.805033978359054, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.808604702884095, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.808611678583823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808611678610404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.808611678583823"
[1] "Starting iterative with newton 0.808611678583823"
[1] "Starting newton at: 0.712024643183841"
[1] "Newton iter: 1, lambda:0.729114420772241, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.72926764241793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.729267654656027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729267654656027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.729267654656027"
[1] "Starting iterative with newton 0.729267654656027"
[1] "Starting newton at: 0.703394349835087"
[1] "Newton iter: 1, lambda:0.707029066488668, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.707035868682698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.70703586870649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.707035868682698"
[1] "Starting iterative with newton 0.707035868682698"
[1] "Starting newton at: 0.69989532798106"
[1] "Newton iter: 1, lambda:0.700663621365396, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.700663923767037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.700663923767084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.700663923767084"
[1] "Starting iterative with newton 0.700663923767084"
[1] "Starting newton at: 0.702423893712204"
[1] "Newton iter: 1, lambda:0.698819547612839, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.698826184963063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6988261849856, diff to last: 0"
[1] "Final threshold is: 0.0356867434876314"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01563336449007"
[1] "Starting iterative with newton 1.01563336449007"
[1] "Starting newton at: 0.911296209377936"
[1] "Newton iter: 1, lambda:0.875457804937447, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.876227605490199, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.876227967310533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876227967310612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876227967310533"
[1] "Starting iterative with newton 0.876227967310533"
[1] "Starting newton at: 0.930281338793109"
[1] "Newton iter: 1, lambda:0.828413736254055, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.834297482331743, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.834318200398134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834318200654333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.834318200398134"
[1] "Starting iterative with newton 0.834318200398134"
[1] "Starting newton at: 0.929924511962928"
[1] "Newton iter: 1, lambda:0.813595100320534, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.82116126857553, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.82119530696326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.821195307649851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.82119530696326"
[1] "Starting iterative with newton 0.82119530696326"
[1] "Starting newton at: 0.934641145395903"
[1] "Newton iter: 1, lambda:0.808104965507342, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.816990114889563, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.817036973286083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81703697458427, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.817036973286083"
[1] "Starting iterative with newton 0.817036973286083"
[1] "Starting newton at: 0.931851642036458"
[1] "Newton iter: 1, lambda:0.807019831477736, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.815670015161572, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.815714390455334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.815714391618724, diff to last: 0"
[1] "Final threshold is: 0.0416558377988497"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.803130974666361"
[1] "Starting iterative with newton 0.803130974666361"
[1] "Starting newton at: 1.2187719801397"
[1] "Newton iter: 1, lambda:1.21034778562269, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.21041592056686, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21041592505279, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21041592505279"
[1] "Starting iterative with newton 1.21041592505279"
[1] "Starting newton at: 1.73655124803534"
[1] "Newton iter: 1, lambda:1.31274198615905, diff to last: 0.424"
[1] "Newton iter: 2, lambda:1.43188714119969, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.44868364127092, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.44899255977711, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44899266272427, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44899266272428, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44899266272428"
[1] "Starting iterative with newton 1.44899266272428"
[1] "Starting newton at: 1.83515671634976"
[1] "Newton iter: 1, lambda:1.46027122205458, diff to last: 0.375"
[1] "Newton iter: 2, lambda:1.5615928852965, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.57437964639445, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.5745682249104, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57456826541579, diff to last: 0"
[1] "Newton iter: 6, lambda:1.57456826541579, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57456826541579"
[1] "Starting iterative with newton 1.57456826541579"
[1] "Starting newton at: 1.87224458475391"
[1] "Newton iter: 1, lambda:1.54469145532796, diff to last: 0.328"
[1] "Newton iter: 2, lambda:1.62807897229933, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.63688816419732, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.63697983715134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63697984698946, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.63697984698946"
[1] "Starting iterative with newton 1.63697984698946"
[1] "Starting newton at: 1.85569328699018"
[1] "Newton iter: 1, lambda:1.61152502797373, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.66373923297959, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.66714915776298, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.66716300486259, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66716300509011, diff to last: 0"
[1] "Final threshold is: 0.0851365043168002"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.769909022907539"
[1] "Starting iterative with newton 0.769909022907539"
[1] "Starting newton at: 1.16276990176113"
[1] "Newton iter: 1, lambda:1.21937491078268, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.22259822225598, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.22260828879323, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22260828889117, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22260828879323"
[1] "Starting iterative with newton 1.22260828879323"
[1] "Starting newton at: 1.77630098922337"
[1] "Newton iter: 1, lambda:1.33543109409071, diff to last: 0.441"
[1] "Newton iter: 2, lambda:1.46075568130903, diff to last: 0.125"
[1] "Newton iter: 3, lambda:1.47940418210716, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.47978425845922, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47978441368741, diff to last: 0"
[1] "Newton iter: 6, lambda:1.47978441368744, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47978441368744"
[1] "Starting iterative with newton 1.47978441368744"
[1] "Starting newton at: 1.84272913275927"
[1] "Newton iter: 1, lambda:1.515698630367, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.5967545375758, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.60474494628429, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.6048174892433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60481749517437, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.60481749517437"
[1] "Starting iterative with newton 1.60481749517437"
[1] "Starting newton at: 1.90661778877341"
[1] "Newton iter: 1, lambda:1.56178284728591, diff to last: 0.345"
[1] "Newton iter: 2, lambda:1.6507053448388, diff to last: 0.089"
[1] "Newton iter: 3, lambda:1.66062927596865, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.66074389356192, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66074390869335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.66074390869335, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66074389356192"
[1] "Starting iterative with newton 1.66074389356192"
[1] "Starting newton at: 1.91934011868299"
[1] "Newton iter: 1, lambda:1.59559580858959, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.67655330928874, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.6848108921842, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.68489087424481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68489088168273, diff to last: 0"
[1] "Final threshold is: 0.0860418083797184"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.752433960497932"
[1] "Starting iterative with newton 0.752433960497932"
[1] "Starting newton at: 1.11106641781029"
[1] "Newton iter: 1, lambda:1.26539497802944, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.2931434626996, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.29397704226586, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29397777851046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29397777851103, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29397777851103"
[1] "Starting iterative with newton 1.29397777851103"
[1] "Starting newton at: 1.52652462066652"
[1] "Newton iter: 1, lambda:1.63763439349069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.65437400102789, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.65472243430251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65472258262219, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65472258262222, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.65472258262219"
[1] "Starting iterative with newton 1.65472258262219"
[1] "Starting newton at: 1.61594747526231"
[1] "Newton iter: 1, lambda:1.79873787252443, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.85021093386249, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.85385826145587, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.85387558063994, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85387558102871, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85387558063994"
[1] "Starting iterative with newton 1.85387558063994"
[1] "Starting newton at: 1.65479398046817"
[1] "Newton iter: 1, lambda:1.86785861524533, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.94158816236418, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.94947948863253, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.94956304261078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.94956305188382, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.94956304261078"
[1] "Starting iterative with newton 1.94956304261078"
[1] "Starting newton at: 1.66637917674953"
[1] "Newton iter: 1, lambda:1.89447983005074, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.98092939012647, diff to last: 0.086"
[1] "Newton iter: 3, lambda:1.99206815143501, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.99223706687226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.99223710516033, diff to last: 0"
[1] "Newton iter: 6, lambda:1.99223710516033, diff to last: 0"
[1] "Final threshold is: 0.101736962208259"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0510666947724158"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.673710939223989"
[1] "Starting iterative with newton 0.673710939223989"
[1] "Starting newton at: 1.23153596850787"
[1] "Newton iter: 1, lambda:1.48635404330528, diff to last: 0.255"
[1] "Newton iter: 2, lambda:1.59426291376064, diff to last: 0.108"
[1] "Newton iter: 3, lambda:1.61335203641072, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.61390548322539, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61390593878333, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61390593878364, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61390593878364"
[1] "Starting iterative with newton 1.61390593878364"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.224972531787767"
threshold is:
[{'ad': 0.0006675913769956207, 'da': 0.0008677832261866859, 'dd': 0.002696071849364186}, {'ad': 0.0047446144876353135, 'da': 0.006382075082144941, 'dd': 0.011344274262926743}, {'ad': 0.014744779647667785, 'da': 0.017476179799589087, 'dd': 0.0300141715215367}, {'ad': 0.03568674348763141, 'da': 0.04165583779884971, 'dd': 0.0851365043168002}, {'ad': 0.08604180837971845, 'da': 0.10173696220825872, 'dd': 0.22497253178776683}]
Number of points in noise estimation: 128
Estimated noise: 0.05106669477241578
0.05106669477241578
threshold is:
[{'ad': 0.041022616795769906, 'da': 0.034570905330273266, 'dd': 0.002828697200285113}, {'ad': 0.006776134921329557, 'da': 0.005838069905924996, 'dd': 0.017538801953769514}, {'ad': 0.01671464382379373, 'da': 0.0190825794421879, 'dd': 0.028578187965709188}, {'ad': 0.03408066215905858, 'da': 0.0366479701144264, 'dd': 0.07196192628622097}, {'ad': 0.055306894322132066, 'da': 0.06946215364710077, 'dd': 0.22497253178776683}]
['peppers256', 0.05, 3, 0.002446262113679539, 0.0008905428340788817, 0.0008930975755901497, 0.003892844913991971, 0.0009672201203208173, 0.001141228276865024, 0.0009672201203208173, 0.001141228276865024, 26.11497010739705, 30.503451866367772, 30.491010895713003, 24.097328976789917, 30.14474677766166, 29.42627476119146, 30.14474677766166, 29.42627476119146]
peppers256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725702060102608, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728187948081521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728187977233042, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0728187948081521"
[1] "Starting iterative with newton 0.0728187948081521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204298923649868, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204391793502946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204391793522138, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0204391793502946"
[1] "Starting iterative with newton 0.0204391793502946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193904086593884, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193985985978057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193985985992668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193985985992668"
[1] "Starting iterative with newton 0.0193985985992668"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019369879736881, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.01937804883538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019378048836833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01937804883538"
[1] "Starting iterative with newton 0.01937804883538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193694743762397, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193776430635544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193776430650073, diff to last: 0"
[1] "Final threshold is: 0.000972434667271373"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891373540508855, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0895946434612885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0895946554687779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0895946554687779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0895946554687779"
[1] "Starting iterative with newton 0.0895946554687779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134062601504112, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134089608480303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134089608481399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0134089608481399"
[1] "Starting iterative with newton 0.0134089608481399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125804311286356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125826619269142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125826619269844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0125826619269142"
[1] "Starting iterative with newton 0.0125826619269142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125715720873965, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737982397992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012573798239869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0125737982397992"
[1] "Starting iterative with newton 0.0125737982397992"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125714770678612, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737031704769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125737031705467, diff to last: 0"
[1] "Final threshold is: 0.000630990302527997"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109485785980316, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110532983187756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110533078887807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110533078887808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.110533078887807"
[1] "Starting iterative with newton 0.110533078887807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482361602120321, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483127037333286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483127039259772, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483127039259772"
[1] "Starting iterative with newton 0.0483127039259772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047328816925495, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474016527471862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474016529196025, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0474016529196025"
[1] "Starting iterative with newton 0.0474016529196025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473153806835811, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473881627100665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473881628821988, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0473881627100665"
[1] "Starting iterative with newton 0.0473881627100665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473151816986571, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473879629286922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473879631008203, diff to last: 0"
[1] "Final threshold is: 0.00237808580806722"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.225052860078578"
[1] "Newton iter: 1, lambda:0.244998460063038, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.245058282518778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245058283055806, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.245058283055806"
[1] "Starting iterative with newton 0.245058283055806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928916269304808, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935806759031518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935807138014436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935807138014437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935807138014436"
[1] "Starting iterative with newton 0.0935807138014436"
[1] "Starting newton at: 0.106714742321267"
[1] "Newton iter: 1, lambda:0.0860032660285425, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0860355973915568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0860355974703522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0860355973915568"
[1] "Starting iterative with newton 0.0860355973915568"
[1] "Starting newton at: 0.114259858731153"
[1] "Newton iter: 1, lambda:0.0855957645393252, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856575102117843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856575104983439, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856575104983439"
[1] "Starting iterative with newton 0.0856575104983439"
[1] "Starting newton at: 0.114637945624366"
[1] "Newton iter: 1, lambda:0.0855750803098976, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856385466132491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856385469159583, diff to last: 0"
[1] "Final threshold is: 0.00429762749310252"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.318224379503351"
[1] "Newton iter: 1, lambda:0.334480238457374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.334531374392225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.33453137489683, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334531374392225"
[1] "Starting iterative with newton 0.334531374392225"
[1] "Starting newton at: 0.240229424647894"
[1] "Newton iter: 1, lambda:0.143670164071667, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.144771124963314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.144771268671464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144771268671467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.144771268671464"
[1] "Starting iterative with newton 0.144771268671464"
[1] "Starting newton at: 0.223986390857268"
[1] "Newton iter: 1, lambda:0.128576351456756, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.129596250622089, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.129596367530329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12959636753033, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129596367530329"
[1] "Starting iterative with newton 0.129596367530329"
[1] "Starting newton at: 0.198533042539354"
[1] "Newton iter: 1, lambda:0.12779417475228, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.128352916386531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12835295131972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12835295131972, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12835295131972"
[1] "Starting iterative with newton 0.12835295131972"
[1] "Starting newton at: 0.199776458749963"
[1] "Newton iter: 1, lambda:0.127670472214588, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.128250783534968, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12825082120376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12825082120376, diff to last: 0"
[1] "Final threshold is: 0.00643605335465822"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.395436794832205"
[1] "Newton iter: 1, lambda:0.493978839808388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.496787242726813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.496789472617247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496789472618652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.496789472617247"
[1] "Starting iterative with newton 0.496789472617247"
[1] "Starting newton at: 0.245576545394687"
[1] "Newton iter: 1, lambda:0.241922719977979, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.241925281161554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241925281162813, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241925281161554"
[1] "Starting iterative with newton 0.241925281161554"
[1] "Starting newton at: 0.229624410116132"
[1] "Newton iter: 1, lambda:0.210410733837845, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.210476759025348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210476759805814, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210476759025348"
[1] "Starting iterative with newton 0.210476759025348"
[1] "Starting newton at: 0.191386220270461"
[1] "Newton iter: 1, lambda:0.20646675069136, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.206507125965026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206507126254234, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.206507125965026"
[1] "Starting iterative with newton 0.206507125965026"
[1] "Starting newton at: 0.195355853330783"
[1] "Newton iter: 1, lambda:0.20598430571514, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.206004333435923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206004333507002, diff to last: 0"
[1] "Final threshold is: 0.0103379835645294"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0.678856007561475"
[1] "Newton iter: 1, lambda:0.561151818565858, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.56580384353036, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.565811398942023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565811398961926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565811398961926"
[1] "Starting iterative with newton 0.565811398961926"
[1] "Starting newton at: 0.244935002987781"
[1] "Newton iter: 1, lambda:0.315502924632166, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.316710832536151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.316711183960185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316711183960215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316711183960185"
[1] "Starting iterative with newton 0.316711183960185"
[1] "Starting newton at: 0.21363595217827"
[1] "Newton iter: 1, lambda:0.278123379922234, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.279075035383665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279075241600564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279075241600574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279075241600564"
[1] "Starting iterative with newton 0.279075241600564"
[1] "Starting newton at: 0.226528083911557"
[1] "Newton iter: 1, lambda:0.272654254735308, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.273136014807829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273136067172964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273136067172964, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273136067172964"
[1] "Starting iterative with newton 0.273136067172964"
[1] "Starting newton at: 0.227527332094376"
[1] "Newton iter: 1, lambda:0.271750698060733, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.27219281490362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272192858940836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272192858940836, diff to last: 0"
[1] "Final threshold is: 0.0136595442154472"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0.490143988812177"
[1] "Newton iter: 1, lambda:0.594322697811599, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.598486222980869, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.598492692186026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598492692201624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598492692186026"
[1] "Starting iterative with newton 0.598492692186026"
[1] "Starting newton at: 0.483924307223155"
[1] "Newton iter: 1, lambda:0.383019453007932, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.38588252863599, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.385884876594348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385884876595927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385884876594348"
[1] "Starting iterative with newton 0.385884876594348"
[1] "Starting newton at: 0.396178815079021"
[1] "Newton iter: 1, lambda:0.348497562141721, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.349116322174993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349116427094154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349116427094157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.349116427094154"
[1] "Starting iterative with newton 0.349116427094154"
[1] "Starting newton at: 0.398802690075142"
[1] "Newton iter: 1, lambda:0.341571511479418, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.342454744501791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.342454956576538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34245495657655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.342454956576538"
[1] "Starting iterative with newton 0.342454956576538"
[1] "Starting newton at: 0.404814653290894"
[1] "Newton iter: 1, lambda:0.34011111426788, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.341237148358234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341237492562837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34123749256287, diff to last: 0"
[1] "Final threshold is: 0.017124433887678"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 0.578679151994083"
[1] "Newton iter: 1, lambda:0.720809399832952, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.731212319974135, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.731265779617338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731265781023613, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.731265781023613"
[1] "Starting iterative with newton 0.731265781023613"
[1] "Starting newton at: 0.547882290438509"
[1] "Newton iter: 1, lambda:0.60432772381907, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.605757675076313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605758579700043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605758579700405, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605758579700405"
[1] "Starting iterative with newton 0.605758579700405"
[1] "Starting newton at: 0.528855549597105"
[1] "Newton iter: 1, lambda:0.573986599544571, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.574873102289064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.57487344066046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574873440660509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57487344066046"
[1] "Starting iterative with newton 0.57487344066046"
[1] "Starting newton at: 0.533164272122503"
[1] "Newton iter: 1, lambda:0.566563717725262, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.567044535611704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567044634462317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567044634462321, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.567044634462317"
[1] "Starting iterative with newton 0.567044634462317"
[1] "Starting newton at: 0.53760128801134"
[1] "Newton iter: 1, lambda:0.564728874987482, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.56504504025152, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565045082916363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565045082916364, diff to last: 0"
[1] "Final threshold is: 0.0283558441755254"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 0.711846791509191"
[1] "Newton iter: 1, lambda:0.807545098061396, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.812747984629343, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.812762809288095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81276280940817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812762809288095"
[1] "Starting iterative with newton 0.812762809288095"
[1] "Starting newton at: 0.725270538282059"
[1] "Newton iter: 1, lambda:0.725960090407398, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.725960338232298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.72596033823233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.725960338232298"
[1] "Starting iterative with newton 0.725960338232298"
[1] "Starting newton at: 0.730059170699224"
[1] "Newton iter: 1, lambda:0.700752305291092, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.70118849859587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701188596318422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701188596318427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701188596318427"
[1] "Starting iterative with newton 0.701188596318427"
[1] "Starting newton at: 0.734540419001426"
[1] "Newton iter: 1, lambda:0.69308486711756, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.693949870423523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.693950253106103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693950253106178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.693950253106178"
[1] "Starting iterative with newton 0.693950253106178"
[1] "Starting newton at: 0.73733809617438"
[1] "Newton iter: 1, lambda:0.690730814184373, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.691820601094511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.691821207771196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691821207771384, diff to last: 0"
[1] "Final threshold is: 0.0347178923558437"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 0.858519462310294"
[1] "Newton iter: 1, lambda:0.882325267499208, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.882673917721895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.882673991666035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882673991666038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.882673991666035"
[1] "Starting iterative with newton 0.882673991666035"
[1] "Starting newton at: 0.856656444570985"
[1] "Newton iter: 1, lambda:0.829836973435211, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.830257097953959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830257202367795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830257202367802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.830257202367802"
[1] "Starting iterative with newton 0.830257202367802"
[1] "Starting newton at: 0.863646623901463"
[1] "Newton iter: 1, lambda:0.812410075523165, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.813912704227806, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813914028753216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813914028754245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813914028753216"
[1] "Starting iterative with newton 0.813914028753216"
[1] "Starting newton at: 0.858600753177726"
[1] "Newton iter: 1, lambda:0.80722623069906, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.808732876731481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.808734204578045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808734204579076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.808734204579076"
[1] "Starting iterative with newton 0.808734204579076"
[1] "Starting newton at: 0.859364613198251"
[1] "Newton iter: 1, lambda:0.805425130294395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.807082512007003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.807084117489282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.807084117490787, diff to last: 0"
[1] "Final threshold is: 0.0405021690551636"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.18229625087801"
[1] "Newton iter: 1, lambda:1.2136550829724, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.21461991060434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21462080404063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21462080404139, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21462080404063"
[1] "Starting iterative with newton 1.21462080404063"
[1] "Starting newton at: 1.7447520790554"
[1] "Newton iter: 1, lambda:1.26873656678964, diff to last: 0.476"
[1] "Newton iter: 2, lambda:1.40791750470144, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.43052804582757, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.43107680609878, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.43107712307163, diff to last: 0"
[1] "Newton iter: 6, lambda:1.43107712307174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43107712307174"
[1] "Starting iterative with newton 1.43107712307174"
[1] "Starting newton at: 1.79384781304285"
[1] "Newton iter: 1, lambda:1.43937572984861, diff to last: 0.354"
[1] "Newton iter: 2, lambda:1.5302925860295, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.54013196936736, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.54023934455262, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54023935721904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54023935721904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54023935721904"
[1] "Starting iterative with newton 1.54023935721904"
[1] "Starting newton at: 1.84223005506497"
[1] "Newton iter: 1, lambda:1.49131524094374, diff to last: 0.351"
[1] "Newton iter: 2, lambda:1.58161472735603, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.59154509091876, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.59165674476239, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59165675873843, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59165675873843, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.59165675873843"
[1] "Starting iterative with newton 1.59165675873843"
[1] "Starting newton at: 1.88730924630549"
[1] "Newton iter: 1, lambda:1.49087822659569, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.59996963823689, diff to last: 0.109"
[1] "Newton iter: 3, lambda:1.61483721836613, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.6150911291614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61509120212142, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61509120212143, diff to last: 0"
[1] "Final threshold is: 0.0810506556755503"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.21367917744482"
[1] "Newton iter: 1, lambda:1.20876315088968, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.20878608469989, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20878608520088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20878608520088"
[1] "Starting iterative with newton 1.20878608520088"
[1] "Starting newton at: 1.78730937167349"
[1] "Newton iter: 1, lambda:1.24596367181988, diff to last: 0.541"
[1] "Newton iter: 2, lambda:1.41217947088984, diff to last: 0.166"
[1] "Newton iter: 3, lambda:1.44487372603326, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.44602888097783, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.44603028327339, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44603028327546, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44603028327339"
[1] "Starting iterative with newton 1.44603028327339"
[1] "Starting newton at: 1.91343720630436"
[1] "Newton iter: 1, lambda:1.32822680444307, diff to last: 0.585"
[1] "Newton iter: 2, lambda:1.51444764064673, diff to last: 0.186"
[1] "Newton iter: 3, lambda:1.55831700526549, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56052093303911, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.5605262805229, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56052628055431, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56052628055431"
[1] "Starting iterative with newton 1.56052628055431"
[1] "Starting newton at: 1.96378142468678"
[1] "Newton iter: 1, lambda:1.37344536028452, diff to last: 0.59"
[1] "Newton iter: 2, lambda:1.56257798347863, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.60911796955257, diff to last: 0.047"
[1] "Newton iter: 4, lambda:1.61166198492965, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.61166926749408, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6116692675536, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6116692675536"
[1] "Starting iterative with newton 1.6116692675536"
[1] "Starting newton at: 2.02711547224101"
[1] "Newton iter: 1, lambda:1.30533655597957, diff to last: 0.722"
[1] "Newton iter: 2, lambda:1.54746679848776, diff to last: 0.242"
[1] "Newton iter: 3, lambda:1.62614532385034, diff to last: 0.079"
[1] "Newton iter: 4, lambda:1.63370604797861, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.63377133047346, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63377133530298, diff to last: 0"
[1] "Final threshold is: 0.0819880869738466"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.1367542820907"
[1] "Newton iter: 1, lambda:1.25467328850318, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.27021241540171, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.27046502464693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27046509059536, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27046509059537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27046509059536"
[1] "Starting iterative with newton 1.27046509059536"
[1] "Starting newton at: 1.55817708114601"
[1] "Newton iter: 1, lambda:1.59963328012458, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.60173055441635, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.6017357138669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60173571389805, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60173571389805"
[1] "Starting iterative with newton 1.60173571389805"
[1] "Starting newton at: 1.63219425387329"
[1] "Newton iter: 1, lambda:1.75440671314238, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.77522877975388, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.77577597931938, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.77577634855645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77577634855662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77577634855645"
[1] "Starting iterative with newton 1.77577634855645"
[1] "Starting newton at: 1.70477275711195"
[1] "Newton iter: 1, lambda:1.83163326454122, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.85484327383788, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.85554231639976, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.85554293371705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85554293371753, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85554293371705"
[1] "Starting iterative with newton 1.85554293371705"
[1] "Starting newton at: 1.71422979815149"
[1] "Newton iter: 1, lambda:1.85796286547923, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.88858458137073, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.88982593751739, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.88982790662991, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88982790663486, diff to last: 0"
[1] "Final threshold is: 0.0948378585342529"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.26008524746769"
[1] "Newton iter: 1, lambda:1.48975223332769, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.57662606113601, diff to last: 0.087"
[1] "Newton iter: 3, lambda:1.58861291315241, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58882595982014, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58882602623504, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58882602623505, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58882602623504"
[1] "Starting iterative with newton 1.58882602623504"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.221080901735187"
threshold is:
[{'ad': 0.0009724346672713726, 'da': 0.0006309903025279968, 'dd': 0.00237808580806722}, {'ad': 0.004297627493102521, 'da': 0.00643605335465822, 'dd': 0.010337983564529387}, {'ad': 0.013659544215447203, 'da': 0.01712443388767802, 'dd': 0.028355844175525353}, {'ad': 0.034717892355843744, 'da': 0.040502169055163594, 'dd': 0.08105065567555032}, {'ad': 0.08198808697384663, 'da': 0.09483785853425286, 'dd': 0.22108090173518694}]
Number of points in noise estimation: 128
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.0342297337562"
[1] "Starting iterative with newton 27.0342297337562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.266191760449"
[1] "Starting iterative with newton 19.266191760449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.9897722202352"
[1] "Starting iterative with newton 16.9897722202352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.64203258927085"
[1] "Starting iterative with newton 9.64203258927085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.61620185809737"
[1] "Starting iterative with newton 7.61620185809737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.68493544521651"
[1] "Starting iterative with newton 3.68493544521651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 1.52300383014482"
[1] "Newton iter: 1, lambda:1.4128548011159, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.40325045730083, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.40316647900085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40316647252454, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40316647900085"
[1] "Starting iterative with newton 1.40316647900085"
[1] "Starting newton at: 1.62598163665962"
[1] "Newton iter: 1, lambda:1.48856410176324, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.4766804540289, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.47656986826681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47656985855833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47656985855833"
[1] "Starting iterative with newton 1.47656985855833"
[1] "Starting newton at: 1.70625681683468"
[1] "Newton iter: 1, lambda:1.56682777733418, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.55694692097155, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.5568823373637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55688233456505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5568823373637"
[1] "Starting iterative with newton 1.5568823373637"
[1] "Starting newton at: 1.80123679573559"
[1] "Newton iter: 1, lambda:1.62391984113899, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.61170355885661, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.61161664897339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61161664448427, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61161664448427"
[1] "Starting iterative with newton 1.61161664448427"
[1] "Starting newton at: 1.81845466390062"
[1] "Newton iter: 1, lambda:1.65087822086441, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.6405976478428, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.64053991976787, diff to last: 0"
[1] "Newton iter: 4, lambda:1.640539917914, diff to last: 0"
[1] "Final threshold is: 0.0823277569924169"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 1.32965145850785"
[1] "Newton iter: 1, lambda:1.30697516696094, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.30645397373897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.306453692829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30645369282892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30645369282892"
[1] "Starting iterative with newton 1.30645369282892"
[1] "Starting newton at: 1.50108232494221"
[1] "Newton iter: 1, lambda:1.49086429940431, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.49079278077625, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49079277721642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49079278077625"
[1] "Starting iterative with newton 1.49079278077625"
[1] "Starting newton at: 1.6697552420135"
[1] "Newton iter: 1, lambda:1.65238351104995, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.65225114437517, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65225113635149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65225113635149"
[1] "Starting iterative with newton 1.65225113635149"
[1] "Starting newton at: 1.83967217352353"
[1] "Newton iter: 1, lambda:1.77915823046091, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.77827897214392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77827873640938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77827873640936, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.77827873640936"
[1] "Starting iterative with newton 1.77827873640936"
[1] "Starting newton at: 1.95234155984214"
[1] "Newton iter: 1, lambda:1.86716388710287, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.86622851317087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.86622832558805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86622832558804, diff to last: 0"
[1] "Final threshold is: 0.0936535529575773"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 1.21636198051771"
[1] "Newton iter: 1, lambda:1.2760799743847, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.27204926300157, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.27203136252162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27203136216759, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27203136252162"
[1] "Starting iterative with newton 1.27203136252162"
[1] "Starting newton at: 1.56521927965193"
[1] "Newton iter: 1, lambda:1.56002857526931, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.560013122439, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56001312230067, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.560013122439"
[1] "Starting iterative with newton 1.560013122439"
[1] "Starting newton at: 1.72844416282977"
[1] "Newton iter: 1, lambda:1.82949190517951, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.82607962597696, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82607697199829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82607697199666, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82607697199666"
[1] "Starting iterative with newton 1.82607697199666"
[1] "Starting newton at: 2.05755824551335"
[1] "Newton iter: 1, lambda:1.98962286197188, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.98956588643294, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98956588618714, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98956588618714"
[1] "Starting iterative with newton 1.98956588618714"
[1] "Starting newton at: 2.23206610644765"
[1] "Newton iter: 1, lambda:2.06266098260657, diff to last: 0.169"
[1] "Newton iter: 2, lambda:2.06603183577263, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.06603160897628, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06603160897628, diff to last: 0"
[1] "Final threshold is: 0.103680347174197"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.32709962732786"
[1] "Newton iter: 1, lambda:1.25992990417476, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.25562448899218, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.25560521142788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25560521103977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25560521103977"
[1] "Starting iterative with newton 1.25560521103977"
[1] "Starting newton at: 1.88839449285812"
[1] "Newton iter: 1, lambda:1.86239231916437, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.86241284412236, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86241284412206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86241284412236"
[1] "Starting iterative with newton 1.86241284412236"
[1] "Starting newton at: 2.35186787870041"
[1] "Newton iter: 1, lambda:2.29650428617396, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.29782502165727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.29782571173477, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29782571173496, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.29782571173477"
[1] "Starting iterative with newton 2.29782571173477"
[1] "Starting newton at: 2.52213103892146"
[1] "Newton iter: 1, lambda:2.52616381087776, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.52617204789182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5261720479263, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52617204789182"
[1] "Starting iterative with newton 2.52617204789182"
[1] "Starting newton at: 2.59673626407976"
[1] "Newton iter: 1, lambda:2.63388871264632, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.6346249460488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63462524108226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6346252410823, diff to last: 0"
[1] "Final threshold is: 0.132214269366704"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.29100700314151"
[1] "Newton iter: 1, lambda:1.39311047470863, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.38409059910203, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38402805243546, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38402804938497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38402804938497"
[1] "Starting iterative with newton 1.38402804938497"
[1] "Starting newton at: 2.02929767764116"
[1] "Newton iter: 1, lambda:2.03308275707006, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03308564026898, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03308564027069, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03308564026898"
[1] "Starting iterative with newton 2.03308564026898"
[1] "Starting newton at: 2.3467388717414"
[1] "Newton iter: 1, lambda:2.41857034806056, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.42082345107008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.42082588596614, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42082588596899, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.42082588596614"
[1] "Starting iterative with newton 2.42082588596614"
[1] "Starting newton at: 2.65542550945448"
[1] "Newton iter: 1, lambda:2.62925837915998, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62964011429926, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62964019473343, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62964019473343, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62964019473343"
[1] "Starting iterative with newton 2.62964019473343"
[1] "Starting newton at: 2.74715374131533"
[1] "Newton iter: 1, lambda:2.72203235321381, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.72239424347464, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7223943182641, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7223943182641, diff to last: 0"
[1] "Final threshold is: 0.13661881397959"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.41620759483412"
[1] "Newton iter: 1, lambda:1.43042440939079, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.43028710657107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.43028709410989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43028709410989, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43028710657107"
[1] "Starting iterative with newton 1.43028710657107"
[1] "Starting newton at: 2.20432571318496"
[1] "Newton iter: 1, lambda:2.13403053129627, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.13612146208136, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13612305998877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13612305998971, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13612305998971"
[1] "Starting iterative with newton 2.13612305998971"
[1] "Starting newton at: 2.56648585010002"
[1] "Newton iter: 1, lambda:2.55494075834695, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.5550264122889, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55502641697854, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5550264122889"
[1] "Starting iterative with newton 2.5550264122889"
[1] "Starting newton at: 2.74150666712954"
[1] "Newton iter: 1, lambda:2.77549395903004, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.77631373542891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77631421351263, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77631421351279, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77631421351263"
[1] "Starting iterative with newton 2.77631421351263"
[1] "Starting newton at: 2.90741224982513"
[1] "Newton iter: 1, lambda:2.89278965550012, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.89294598434461, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89294600227495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89294600227495, diff to last: 0"
[1] "Final threshold is: 0.145177664615533"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.93446161202089"
[1] "Newton iter: 1, lambda:2.22807186423331, diff to last: 0.294"
[1] "Newton iter: 2, lambda:2.27808325836406, diff to last: 0.05"
[1] "Newton iter: 3, lambda:2.28049670522192, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.28050246890889, diff to last: 0"
[1] "Newton iter: 5, lambda:2.28050246894179, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.28050246894179"
[1] "Starting iterative with newton 2.28050246894179"
[1] "Starting newton at: 3.05370749014952"
[1] "Newton iter: 1, lambda:3.13504053830704, diff to last: 0.081"
[1] "Newton iter: 2, lambda:3.14548994049854, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.1456549360226, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14565497677789, diff to last: 0"
[1] "Newton iter: 5, lambda:3.14565497677789, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.14565497677789"
[1] "Starting iterative with newton 3.14565497677789"
[1] "Starting newton at: 3.65525390015771"
[1] "Newton iter: 1, lambda:3.77463900128224, diff to last: 0.119"
[1] "Newton iter: 2, lambda:3.8050015109858, diff to last: 0.03"
[1] "Newton iter: 3, lambda:3.80678182938581, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.80678768990001, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80678768996334, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.80678768996334"
[1] "Starting iterative with newton 3.80678768996334"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.45076123856969, diff to last: 0.005"
[1] "Newton iter: 2, lambda:4.45081538819026, diff to last: 0"
[1] "Newton iter: 3, lambda:4.45081539438576, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.45081539438576"
[1] "Starting iterative with newton 4.45081539438576"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.54941232468577, diff to last: 0.094"
[1] "Newton iter: 2, lambda:4.57196622583989, diff to last: 0.023"
[1] "Newton iter: 3, lambda:4.573106471478, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.57310925192882, diff to last: 0"
[1] "Newton iter: 5, lambda:4.57310925194531, diff to last: 0"
[1] "Final threshold is: 0.229493853263048"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0823277569924169}, {'ad': 0.09365355295757732, 'da': 0.10368034717419666, 'dd': 0.13221426936670405}, {'ad': 0.1366188139795897, 'da': 0.14517766461553264, 'dd': 0.22949385326304797}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.365869937206745. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.0342297337562"
[1] "Starting iterative with newton 27.0342297337562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.266191760449"
[1] "Starting iterative with newton 19.266191760449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.9897722202352"
[1] "Starting iterative with newton 16.9897722202352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.64203258927085"
[1] "Starting iterative with newton 9.64203258927085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.61620185809737"
[1] "Starting iterative with newton 7.61620185809737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.68493544521651"
[1] "Starting iterative with newton 3.68493544521651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 1.52300383014482"
[1] "Newton iter: 1, lambda:1.4128548011159, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.40325045730083, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.40316647900085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40316647252454, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40316647900085"
[1] "Starting iterative with newton 1.40316647900085"
[1] "Starting newton at: 1.62598163665962"
[1] "Newton iter: 1, lambda:1.48856410176324, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.4766804540289, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.47656986826681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47656985855833, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47656985855833"
[1] "Starting iterative with newton 1.47656985855833"
[1] "Starting newton at: 1.70625681683468"
[1] "Newton iter: 1, lambda:1.56682777733418, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.55694692097155, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.5568823373637, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55688233456505, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5568823373637"
[1] "Starting iterative with newton 1.5568823373637"
[1] "Starting newton at: 1.80123679573559"
[1] "Newton iter: 1, lambda:1.62391984113899, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.61170355885661, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.61161664897339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61161664448427, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.61161664448427"
[1] "Starting iterative with newton 1.61161664448427"
[1] "Starting newton at: 1.81845466390062"
[1] "Newton iter: 1, lambda:1.65087822086441, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.6405976478428, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.64053991976787, diff to last: 0"
[1] "Newton iter: 4, lambda:1.640539917914, diff to last: 0"
[1] "Final threshold is: 0.0823277569924169"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 1.32965145850785"
[1] "Newton iter: 1, lambda:1.30697516696094, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.30645397373897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.306453692829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30645369282892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30645369282892"
[1] "Starting iterative with newton 1.30645369282892"
[1] "Starting newton at: 1.50108232494221"
[1] "Newton iter: 1, lambda:1.49086429940431, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.49079278077625, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49079277721642, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49079278077625"
[1] "Starting iterative with newton 1.49079278077625"
[1] "Starting newton at: 1.6697552420135"
[1] "Newton iter: 1, lambda:1.65238351104995, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.65225114437517, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65225113635149, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65225113635149"
[1] "Starting iterative with newton 1.65225113635149"
[1] "Starting newton at: 1.83967217352353"
[1] "Newton iter: 1, lambda:1.77915823046091, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.77827897214392, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77827873640938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77827873640936, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.77827873640936"
[1] "Starting iterative with newton 1.77827873640936"
[1] "Starting newton at: 1.95234155984214"
[1] "Newton iter: 1, lambda:1.86716388710287, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.86622851317087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.86622832558805, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86622832558804, diff to last: 0"
[1] "Final threshold is: 0.0936535529575773"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 1.21636198051771"
[1] "Newton iter: 1, lambda:1.2760799743847, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.27204926300157, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.27203136252162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27203136216759, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27203136252162"
[1] "Starting iterative with newton 1.27203136252162"
[1] "Starting newton at: 1.56521927965193"
[1] "Newton iter: 1, lambda:1.56002857526931, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.560013122439, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56001312230067, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.560013122439"
[1] "Starting iterative with newton 1.560013122439"
[1] "Starting newton at: 1.72844416282977"
[1] "Newton iter: 1, lambda:1.82949190517951, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.82607962597696, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82607697199829, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82607697199666, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82607697199666"
[1] "Starting iterative with newton 1.82607697199666"
[1] "Starting newton at: 2.05755824551335"
[1] "Newton iter: 1, lambda:1.98962286197188, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.98956588643294, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98956588618714, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98956588618714"
[1] "Starting iterative with newton 1.98956588618714"
[1] "Starting newton at: 2.23206610644765"
[1] "Newton iter: 1, lambda:2.06266098260657, diff to last: 0.169"
[1] "Newton iter: 2, lambda:2.06603183577263, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.06603160897628, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06603160897628, diff to last: 0"
[1] "Final threshold is: 0.103680347174197"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.32709962732786"
[1] "Newton iter: 1, lambda:1.25992990417476, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.25562448899218, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.25560521142788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25560521103977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25560521103977"
[1] "Starting iterative with newton 1.25560521103977"
[1] "Starting newton at: 1.88839449285812"
[1] "Newton iter: 1, lambda:1.86239231916437, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.86241284412236, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86241284412206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86241284412236"
[1] "Starting iterative with newton 1.86241284412236"
[1] "Starting newton at: 2.35186787870041"
[1] "Newton iter: 1, lambda:2.29650428617396, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.29782502165727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.29782571173477, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29782571173496, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.29782571173477"
[1] "Starting iterative with newton 2.29782571173477"
[1] "Starting newton at: 2.52213103892146"
[1] "Newton iter: 1, lambda:2.52616381087776, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.52617204789182, diff to last: 0"
[1] "Newton iter: 3, lambda:2.5261720479263, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52617204789182"
[1] "Starting iterative with newton 2.52617204789182"
[1] "Starting newton at: 2.59673626407976"
[1] "Newton iter: 1, lambda:2.63388871264632, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.6346249460488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.63462524108226, diff to last: 0"
[1] "Newton iter: 4, lambda:2.6346252410823, diff to last: 0"
[1] "Final threshold is: 0.132214269366704"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.29100700314151"
[1] "Newton iter: 1, lambda:1.39311047470863, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.38409059910203, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.38402805243546, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38402804938497, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38402804938497"
[1] "Starting iterative with newton 1.38402804938497"
[1] "Starting newton at: 2.02929767764116"
[1] "Newton iter: 1, lambda:2.03308275707006, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03308564026898, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03308564027069, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.03308564026898"
[1] "Starting iterative with newton 2.03308564026898"
[1] "Starting newton at: 2.3467388717414"
[1] "Newton iter: 1, lambda:2.41857034806056, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.42082345107008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.42082588596614, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42082588596899, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.42082588596614"
[1] "Starting iterative with newton 2.42082588596614"
[1] "Starting newton at: 2.65542550945448"
[1] "Newton iter: 1, lambda:2.62925837915998, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.62964011429926, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62964019473343, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62964019473343, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62964019473343"
[1] "Starting iterative with newton 2.62964019473343"
[1] "Starting newton at: 2.74715374131533"
[1] "Newton iter: 1, lambda:2.72203235321381, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.72239424347464, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7223943182641, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7223943182641, diff to last: 0"
[1] "Final threshold is: 0.13661881397959"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.41620759483412"
[1] "Newton iter: 1, lambda:1.43042440939079, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.43028710657107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.43028709410989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43028709410989, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43028710657107"
[1] "Starting iterative with newton 1.43028710657107"
[1] "Starting newton at: 2.20432571318496"
[1] "Newton iter: 1, lambda:2.13403053129627, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.13612146208136, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13612305998877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13612305998971, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13612305998971"
[1] "Starting iterative with newton 2.13612305998971"
[1] "Starting newton at: 2.56648585010002"
[1] "Newton iter: 1, lambda:2.55494075834695, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.5550264122889, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55502641697854, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5550264122889"
[1] "Starting iterative with newton 2.5550264122889"
[1] "Starting newton at: 2.74150666712954"
[1] "Newton iter: 1, lambda:2.77549395903004, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.77631373542891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77631421351263, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77631421351279, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77631421351263"
[1] "Starting iterative with newton 2.77631421351263"
[1] "Starting newton at: 2.90741224982513"
[1] "Newton iter: 1, lambda:2.89278965550012, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.89294598434461, diff to last: 0"
[1] "Newton iter: 3, lambda:2.89294600227495, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89294600227495, diff to last: 0"
[1] "Final threshold is: 0.145177664615533"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.93446161202089"
[1] "Newton iter: 1, lambda:2.22807186423331, diff to last: 0.294"
[1] "Newton iter: 2, lambda:2.27808325836406, diff to last: 0.05"
[1] "Newton iter: 3, lambda:2.28049670522192, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.28050246890889, diff to last: 0"
[1] "Newton iter: 5, lambda:2.28050246894179, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.28050246894179"
[1] "Starting iterative with newton 2.28050246894179"
[1] "Starting newton at: 3.05370749014952"
[1] "Newton iter: 1, lambda:3.13504053830704, diff to last: 0.081"
[1] "Newton iter: 2, lambda:3.14548994049854, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.1456549360226, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14565497677789, diff to last: 0"
[1] "Newton iter: 5, lambda:3.14565497677789, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.14565497677789"
[1] "Starting iterative with newton 3.14565497677789"
[1] "Starting newton at: 3.65525390015771"
[1] "Newton iter: 1, lambda:3.77463900128224, diff to last: 0.119"
[1] "Newton iter: 2, lambda:3.8050015109858, diff to last: 0.03"
[1] "Newton iter: 3, lambda:3.80678182938581, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.80678768990001, diff to last: 0"
[1] "Newton iter: 5, lambda:3.80678768996334, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.80678768996334"
[1] "Starting iterative with newton 3.80678768996334"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.45076123856969, diff to last: 0.005"
[1] "Newton iter: 2, lambda:4.45081538819026, diff to last: 0"
[1] "Newton iter: 3, lambda:4.45081539438576, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.45081539438576"
[1] "Starting iterative with newton 4.45081539438576"
[1] "Starting newton at: 4.45585203106757"
[1] "Newton iter: 1, lambda:4.54941232468577, diff to last: 0.094"
[1] "Newton iter: 2, lambda:4.57196622583989, diff to last: 0.023"
[1] "Newton iter: 3, lambda:4.573106471478, diff to last: 0.001"
[1] "Newton iter: 4, lambda:4.57310925192882, diff to last: 0"
[1] "Newton iter: 5, lambda:4.57310925194531, diff to last: 0"
[1] "Final threshold is: 0.229493853263048"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0823277569924169}, {'ad': 0.09365355295757732, 'da': 0.10368034717419666, 'dd': 0.13221426936670405}, {'ad': 0.1366188139795897, 'da': 0.14517766461553264, 'dd': 0.22949385326304797}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.365869937206745. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.05018333055686907
0.05018333055686907
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725702060102608, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728187948081521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728187977233042, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0728187948081521"
[1] "Starting iterative with newton 0.0728187948081521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204298923649868, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204391793502946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204391793522138, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0204391793502946"
[1] "Starting iterative with newton 0.0204391793502946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193904086593884, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193985985978057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193985985992668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193985985992668"
[1] "Starting iterative with newton 0.0193985985992668"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019369879736881, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.01937804883538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019378048836833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01937804883538"
[1] "Starting iterative with newton 0.01937804883538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193694743762397, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193776430635544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193776430650073, diff to last: 0"
[1] "Final threshold is: 0.000972434667271373"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891373540508855, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0895946434612885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0895946554687779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0895946554687779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0895946554687779"
[1] "Starting iterative with newton 0.0895946554687779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134062601504112, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134089608480303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134089608481399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0134089608481399"
[1] "Starting iterative with newton 0.0134089608481399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125804311286356, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125826619269142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125826619269844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0125826619269142"
[1] "Starting iterative with newton 0.0125826619269142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125715720873965, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737982397992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012573798239869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0125737982397992"
[1] "Starting iterative with newton 0.0125737982397992"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125714770678612, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125737031704769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125737031705467, diff to last: 0"
[1] "Final threshold is: 0.000630990302527997"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109485785980316, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110532983187756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110533078887807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110533078887808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.110533078887807"
[1] "Starting iterative with newton 0.110533078887807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482361602120321, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483127037333286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483127039259772, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483127039259772"
[1] "Starting iterative with newton 0.0483127039259772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047328816925495, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0474016527471862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0474016529196025, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0474016529196025"
[1] "Starting iterative with newton 0.0474016529196025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473153806835811, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473881627100665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473881628821988, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0473881627100665"
[1] "Starting iterative with newton 0.0473881627100665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0473151816986571, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0473879629286922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473879631008203, diff to last: 0"
[1] "Final threshold is: 0.00237808580806722"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.225052860078578"
[1] "Newton iter: 1, lambda:0.244998460063038, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.245058282518778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245058283055806, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.245058283055806"
[1] "Starting iterative with newton 0.245058283055806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928916269304808, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935806759031518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935807138014436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935807138014437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935807138014436"
[1] "Starting iterative with newton 0.0935807138014436"
[1] "Starting newton at: 0.106714742321267"
[1] "Newton iter: 1, lambda:0.0860032660285425, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0860355973915568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0860355974703522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0860355973915568"
[1] "Starting iterative with newton 0.0860355973915568"
[1] "Starting newton at: 0.114259858731153"
[1] "Newton iter: 1, lambda:0.0855957645393252, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856575102117843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856575104983439, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0856575104983439"
[1] "Starting iterative with newton 0.0856575104983439"
[1] "Starting newton at: 0.114637945624366"
[1] "Newton iter: 1, lambda:0.0855750803098976, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0856385466132491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0856385469159583, diff to last: 0"
[1] "Final threshold is: 0.00429762749310252"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.318224379503351"
[1] "Newton iter: 1, lambda:0.334480238457374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.334531374392225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.33453137489683, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334531374392225"
[1] "Starting iterative with newton 0.334531374392225"
[1] "Starting newton at: 0.240229424647894"
[1] "Newton iter: 1, lambda:0.143670164071667, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.144771124963314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.144771268671464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144771268671467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.144771268671464"
[1] "Starting iterative with newton 0.144771268671464"
[1] "Starting newton at: 0.223986390857268"
[1] "Newton iter: 1, lambda:0.128576351456756, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.129596250622089, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.129596367530329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12959636753033, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129596367530329"
[1] "Starting iterative with newton 0.129596367530329"
[1] "Starting newton at: 0.198533042539354"
[1] "Newton iter: 1, lambda:0.12779417475228, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.128352916386531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12835295131972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12835295131972, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12835295131972"
[1] "Starting iterative with newton 0.12835295131972"
[1] "Starting newton at: 0.199776458749963"
[1] "Newton iter: 1, lambda:0.127670472214588, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.128250783534968, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12825082120376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12825082120376, diff to last: 0"
[1] "Final threshold is: 0.00643605335465822"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.395436794832205"
[1] "Newton iter: 1, lambda:0.493978839808388, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.496787242726813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.496789472617247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496789472618652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.496789472617247"
[1] "Starting iterative with newton 0.496789472617247"
[1] "Starting newton at: 0.245576545394687"
[1] "Newton iter: 1, lambda:0.241922719977979, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.241925281161554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241925281162813, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241925281161554"
[1] "Starting iterative with newton 0.241925281161554"
[1] "Starting newton at: 0.229624410116132"
[1] "Newton iter: 1, lambda:0.210410733837845, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.210476759025348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210476759805814, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210476759025348"
[1] "Starting iterative with newton 0.210476759025348"
[1] "Starting newton at: 0.191386220270461"
[1] "Newton iter: 1, lambda:0.20646675069136, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.206507125965026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206507126254234, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.206507125965026"
[1] "Starting iterative with newton 0.206507125965026"
[1] "Starting newton at: 0.195355853330783"
[1] "Newton iter: 1, lambda:0.20598430571514, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.206004333435923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206004333507002, diff to last: 0"
[1] "Final threshold is: 0.0103379835645294"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.77839686761048"
[1] "Starting iterative with newton 2.77839686761048"
[1] "Starting newton at: 0.678856007561475"
[1] "Newton iter: 1, lambda:0.561151818565858, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.56580384353036, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.565811398942023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565811398961926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565811398961926"
[1] "Starting iterative with newton 0.565811398961926"
[1] "Starting newton at: 0.244935002987781"
[1] "Newton iter: 1, lambda:0.315502924632166, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.316710832536151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.316711183960185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316711183960215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316711183960185"
[1] "Starting iterative with newton 0.316711183960185"
[1] "Starting newton at: 0.21363595217827"
[1] "Newton iter: 1, lambda:0.278123379922234, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.279075035383665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279075241600564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.279075241600574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.279075241600564"
[1] "Starting iterative with newton 0.279075241600564"
[1] "Starting newton at: 0.226528083911557"
[1] "Newton iter: 1, lambda:0.272654254735308, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.273136014807829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273136067172964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273136067172964, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273136067172964"
[1] "Starting iterative with newton 0.273136067172964"
[1] "Starting newton at: 0.227527332094376"
[1] "Newton iter: 1, lambda:0.271750698060733, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.27219281490362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272192858940836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272192858940836, diff to last: 0"
[1] "Final threshold is: 0.0136595442154472"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.20461497212446"
[1] "Starting iterative with newton 2.20461497212446"
[1] "Starting newton at: 0.490143988812177"
[1] "Newton iter: 1, lambda:0.594322697811599, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.598486222980869, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.598492692186026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598492692201624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598492692186026"
[1] "Starting iterative with newton 0.598492692186026"
[1] "Starting newton at: 0.483924307223155"
[1] "Newton iter: 1, lambda:0.383019453007932, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.38588252863599, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.385884876594348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385884876595927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385884876594348"
[1] "Starting iterative with newton 0.385884876594348"
[1] "Starting newton at: 0.396178815079021"
[1] "Newton iter: 1, lambda:0.348497562141721, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.349116322174993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349116427094154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349116427094157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.349116427094154"
[1] "Starting iterative with newton 0.349116427094154"
[1] "Starting newton at: 0.398802690075142"
[1] "Newton iter: 1, lambda:0.341571511479418, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.342454744501791, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.342454956576538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34245495657655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.342454956576538"
[1] "Starting iterative with newton 0.342454956576538"
[1] "Starting newton at: 0.404814653290894"
[1] "Newton iter: 1, lambda:0.34011111426788, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.341237148358234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341237492562837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34123749256287, diff to last: 0"
[1] "Final threshold is: 0.017124433887678"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.30430071324321"
[1] "Starting iterative with newton 1.30430071324321"
[1] "Starting newton at: 0.578679151994083"
[1] "Newton iter: 1, lambda:0.720809399832952, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.731212319974135, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.731265779617338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731265781023613, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.731265781023613"
[1] "Starting iterative with newton 0.731265781023613"
[1] "Starting newton at: 0.547882290438509"
[1] "Newton iter: 1, lambda:0.60432772381907, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.605757675076313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605758579700043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605758579700405, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605758579700405"
[1] "Starting iterative with newton 0.605758579700405"
[1] "Starting newton at: 0.528855549597105"
[1] "Newton iter: 1, lambda:0.573986599544571, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.574873102289064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.57487344066046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574873440660509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57487344066046"
[1] "Starting iterative with newton 0.57487344066046"
[1] "Starting newton at: 0.533164272122503"
[1] "Newton iter: 1, lambda:0.566563717725262, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.567044535611704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.567044634462317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567044634462321, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.567044634462317"
[1] "Starting iterative with newton 0.567044634462317"
[1] "Starting newton at: 0.53760128801134"
[1] "Newton iter: 1, lambda:0.564728874987482, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.56504504025152, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565045082916363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565045082916364, diff to last: 0"
[1] "Final threshold is: 0.0283558441755254"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.1475452350522"
[1] "Starting iterative with newton 1.1475452350522"
[1] "Starting newton at: 0.711846791509191"
[1] "Newton iter: 1, lambda:0.807545098061396, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.812747984629343, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.812762809288095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.81276280940817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.812762809288095"
[1] "Starting iterative with newton 0.812762809288095"
[1] "Starting newton at: 0.725270538282059"
[1] "Newton iter: 1, lambda:0.725960090407398, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.725960338232298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.72596033823233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.725960338232298"
[1] "Starting iterative with newton 0.725960338232298"
[1] "Starting newton at: 0.730059170699224"
[1] "Newton iter: 1, lambda:0.700752305291092, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.70118849859587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.701188596318422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701188596318427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.701188596318427"
[1] "Starting iterative with newton 0.701188596318427"
[1] "Starting newton at: 0.734540419001426"
[1] "Newton iter: 1, lambda:0.69308486711756, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.693949870423523, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.693950253106103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693950253106178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.693950253106178"
[1] "Starting iterative with newton 0.693950253106178"
[1] "Starting newton at: 0.73733809617438"
[1] "Newton iter: 1, lambda:0.690730814184373, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.691820601094511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.691821207771196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691821207771384, diff to last: 0"
[1] "Final threshold is: 0.0347178923558437"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06058587104384"
[1] "Starting iterative with newton 1.06058587104384"
[1] "Starting newton at: 0.858519462310294"
[1] "Newton iter: 1, lambda:0.882325267499208, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.882673917721895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.882673991666035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.882673991666038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.882673991666035"
[1] "Starting iterative with newton 0.882673991666035"
[1] "Starting newton at: 0.856656444570985"
[1] "Newton iter: 1, lambda:0.829836973435211, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.830257097953959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830257202367795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830257202367802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.830257202367802"
[1] "Starting iterative with newton 0.830257202367802"
[1] "Starting newton at: 0.863646623901463"
[1] "Newton iter: 1, lambda:0.812410075523165, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.813912704227806, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813914028753216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813914028754245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813914028753216"
[1] "Starting iterative with newton 0.813914028753216"
[1] "Starting newton at: 0.858600753177726"
[1] "Newton iter: 1, lambda:0.80722623069906, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.808732876731481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.808734204578045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808734204579076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.808734204579076"
[1] "Starting iterative with newton 0.808734204579076"
[1] "Starting newton at: 0.859364613198251"
[1] "Newton iter: 1, lambda:0.805425130294395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.807082512007003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.807084117489282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.807084117490787, diff to last: 0"
[1] "Final threshold is: 0.0405021690551636"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.834336486965244"
[1] "Starting iterative with newton 0.834336486965244"
[1] "Starting newton at: 1.18229625087801"
[1] "Newton iter: 1, lambda:1.2136550829724, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.21461991060434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21462080404063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21462080404139, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21462080404063"
[1] "Starting iterative with newton 1.21462080404063"
[1] "Starting newton at: 1.7447520790554"
[1] "Newton iter: 1, lambda:1.26873656678964, diff to last: 0.476"
[1] "Newton iter: 2, lambda:1.40791750470144, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.43052804582757, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.43107680609878, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.43107712307163, diff to last: 0"
[1] "Newton iter: 6, lambda:1.43107712307174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43107712307174"
[1] "Starting iterative with newton 1.43107712307174"
[1] "Starting newton at: 1.79384781304285"
[1] "Newton iter: 1, lambda:1.43937572984861, diff to last: 0.354"
[1] "Newton iter: 2, lambda:1.5302925860295, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.54013196936736, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.54023934455262, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54023935721904, diff to last: 0"
[1] "Newton iter: 6, lambda:1.54023935721904, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.54023935721904"
[1] "Starting iterative with newton 1.54023935721904"
[1] "Starting newton at: 1.84223005506497"
[1] "Newton iter: 1, lambda:1.49131524094374, diff to last: 0.351"
[1] "Newton iter: 2, lambda:1.58161472735603, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.59154509091876, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.59165674476239, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59165675873843, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59165675873843, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.59165675873843"
[1] "Starting iterative with newton 1.59165675873843"
[1] "Starting newton at: 1.88730924630549"
[1] "Newton iter: 1, lambda:1.49087822659569, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.59996963823689, diff to last: 0.109"
[1] "Newton iter: 3, lambda:1.61483721836613, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.6150911291614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.61509120212142, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61509120212143, diff to last: 0"
[1] "Final threshold is: 0.0810506556755503"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.783800829485421"
[1] "Starting iterative with newton 0.783800829485421"
[1] "Starting newton at: 1.21367917744482"
[1] "Newton iter: 1, lambda:1.20876315088968, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.20878608469989, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20878608520088, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.20878608520088"
[1] "Starting iterative with newton 1.20878608520088"
[1] "Starting newton at: 1.78730937167349"
[1] "Newton iter: 1, lambda:1.24596367181988, diff to last: 0.541"
[1] "Newton iter: 2, lambda:1.41217947088984, diff to last: 0.166"
[1] "Newton iter: 3, lambda:1.44487372603326, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.44602888097783, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.44603028327339, diff to last: 0"
[1] "Newton iter: 6, lambda:1.44603028327546, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44603028327339"
[1] "Starting iterative with newton 1.44603028327339"
[1] "Starting newton at: 1.91343720630436"
[1] "Newton iter: 1, lambda:1.32822680444307, diff to last: 0.585"
[1] "Newton iter: 2, lambda:1.51444764064673, diff to last: 0.186"
[1] "Newton iter: 3, lambda:1.55831700526549, diff to last: 0.044"
[1] "Newton iter: 4, lambda:1.56052093303911, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.5605262805229, diff to last: 0"
[1] "Newton iter: 6, lambda:1.56052628055431, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56052628055431"
[1] "Starting iterative with newton 1.56052628055431"
[1] "Starting newton at: 1.96378142468678"
[1] "Newton iter: 1, lambda:1.37344536028452, diff to last: 0.59"
[1] "Newton iter: 2, lambda:1.56257798347863, diff to last: 0.189"
[1] "Newton iter: 3, lambda:1.60911796955257, diff to last: 0.047"
[1] "Newton iter: 4, lambda:1.61166198492965, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.61166926749408, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6116692675536, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6116692675536"
[1] "Starting iterative with newton 1.6116692675536"
[1] "Starting newton at: 2.02711547224101"
[1] "Newton iter: 1, lambda:1.30533655597957, diff to last: 0.722"
[1] "Newton iter: 2, lambda:1.54746679848776, diff to last: 0.242"
[1] "Newton iter: 3, lambda:1.62614532385034, diff to last: 0.079"
[1] "Newton iter: 4, lambda:1.63370604797861, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.63377133047346, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63377133530298, diff to last: 0"
[1] "Final threshold is: 0.0819880869738466"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.75461080919234"
[1] "Starting iterative with newton 0.75461080919234"
[1] "Starting newton at: 1.1367542820907"
[1] "Newton iter: 1, lambda:1.25467328850318, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.27021241540171, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.27046502464693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27046509059536, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27046509059537, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27046509059536"
[1] "Starting iterative with newton 1.27046509059536"
[1] "Starting newton at: 1.55817708114601"
[1] "Newton iter: 1, lambda:1.59963328012458, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.60173055441635, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.6017357138669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60173571389805, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60173571389805"
[1] "Starting iterative with newton 1.60173571389805"
[1] "Starting newton at: 1.63219425387329"
[1] "Newton iter: 1, lambda:1.75440671314238, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.77522877975388, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.77577597931938, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.77577634855645, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77577634855662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77577634855645"
[1] "Starting iterative with newton 1.77577634855645"
[1] "Starting newton at: 1.70477275711195"
[1] "Newton iter: 1, lambda:1.83163326454122, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.85484327383788, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.85554231639976, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.85554293371705, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85554293371753, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85554293371705"
[1] "Starting iterative with newton 1.85554293371705"
[1] "Starting newton at: 1.71422979815149"
[1] "Newton iter: 1, lambda:1.85796286547923, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.88858458137073, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.88982593751739, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.88982790662991, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88982790663486, diff to last: 0"
[1] "Final threshold is: 0.0948378585342529"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0501833305568691"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674376364553203"
[1] "Starting iterative with newton 0.674376364553203"
[1] "Starting newton at: 1.26008524746769"
[1] "Newton iter: 1, lambda:1.48975223332769, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.57662606113601, diff to last: 0.087"
[1] "Newton iter: 3, lambda:1.58861291315241, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58882595982014, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58882602623504, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58882602623505, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58882602623504"
[1] "Starting iterative with newton 1.58882602623504"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.221080901735187"
threshold is:
[{'ad': 0.0009724346672713726, 'da': 0.0006309903025279968, 'dd': 0.00237808580806722}, {'ad': 0.004297627493102521, 'da': 0.00643605335465822, 'dd': 0.010337983564529387}, {'ad': 0.013659544215447203, 'da': 0.01712443388767802, 'dd': 0.028355844175525353}, {'ad': 0.034717892355843744, 'da': 0.040502169055163594, 'dd': 0.08105065567555032}, {'ad': 0.08198808697384663, 'da': 0.09483785853425286, 'dd': 0.22108090173518694}]
Number of points in noise estimation: 128
Estimated noise: 0.05018333055686907
0.05018333055686907
threshold is:
[{'ad': 0.040491445389122305, 'da': 0.028463864461420324, 'dd': 0.0022359844721386024}, {'ad': 0.007787487272369553, 'da': 0.010563327587457233, 'dd': 0.01300743294685129}, {'ad': 0.010223526530027893, 'da': 0.0208994604144997, 'dd': 0.024086490813669124}, {'ad': 0.027505092139192163, 'da': 0.03276754468948218, 'dd': 0.05910386821438577}, {'ad': 0.05905166348451941, 'da': 0.0671789815512701, 'dd': 0.22108090173518694}]
['peppers256', 0.05, 4, 0.0024449409921208894, 0.0008860932391142504, 0.0008975051595121797, 0.0038489821017293796, 0.0009435500145616606, 0.0011405559661830035, 0.0009435500145616606, 0.0011405559661830035, 26.11731617974116, 30.5252057709456, 30.469630461020355, 24.146541084269053, 30.25235074330579, 29.428833993762776, 30.25235074330579, 29.428833993762776]
peppers256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123870621005745, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125137431038177, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125137562928563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125137562928564, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125137562928564"
[1] "Starting iterative with newton 0.125137562928564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367367841189463, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367879119220557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367879120210845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367879119220557"
[1] "Starting iterative with newton 0.0367879119220557"
[1] "Starting newton at: 0.00975907610530344"
[1] "Newton iter: 1, lambda:0.0342845171121067, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0343064125239037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0343064125413551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0343064125239037"
[1] "Starting iterative with newton 0.0343064125239037"
[1] "Starting newton at: 0.0122405755034554"
[1] "Newton iter: 1, lambda:0.0342206375795734, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342382034559701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342382034671892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0342382034559701"
[1] "Starting iterative with newton 0.0342382034559701"
[1] "Starting newton at: 0.012308784571389"
[1] "Newton iter: 1, lambda:0.0342188753057333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342363289606681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342363289717439, diff to last: 0"
[1] "Final threshold is: 0.00254553314713145"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.18568720301553"
[1] "Newton iter: 1, lambda:0.136305957169279, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.136510195501691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136510199006155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.136510195501691"
[1] "Starting iterative with newton 0.136510195501691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300346294918093, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0300657112729112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0300657113062073, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0300657113062073"
[1] "Starting iterative with newton 0.0300657113062073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276096035153158, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276338605935265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276338606122551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0276338606122551"
[1] "Starting iterative with newton 0.0276338606122551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275554579179341, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275795759371336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275795759556145, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0275795759371336"
[1] "Starting iterative with newton 0.0275795759371336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275542498201207, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027578364743148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275783647616233, diff to last: 0"
[1] "Final threshold is: 0.00205050143379371"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.20866534736197, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.214896492589771, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.21490198635674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214901986361008, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.21490198635674"
[1] "Starting iterative with newton 0.21490198635674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0688972481636537, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692267630000197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692267705397784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692267705397784"
[1] "Starting iterative with newton 0.0692267705397784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0616553504441331, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0619006794216634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0619006833073488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0619006833073488"
[1] "Starting iterative with newton 0.0619006833073488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612970766730899, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615386549908268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615386587445097, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0615386587445097"
[1] "Starting iterative with newton 0.0615386587445097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612793791070239, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615207731701992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615207769174635, diff to last: 0"
[1] "Final threshold is: 0.00457418133264028"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.374755642483775"
[1] "Newton iter: 1, lambda:0.356785835201683, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.356852250677138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.356852251587571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356852250677138"
[1] "Starting iterative with newton 0.356852250677138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139913330926564, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142244111625415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142244757468323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142244757468372, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.142244757468323"
[1] "Starting iterative with newton 0.142244757468323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123326962205846, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.12501921397171, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125019532291647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125019532291658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125019532291658"
[1] "Starting iterative with newton 0.125019532291658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121972810651043, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123618837446942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12361913694098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12361913694099, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12361913694098"
[1] "Starting iterative with newton 0.12361913694098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121862465633652, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123504764430201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123505062433891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123505062433901, diff to last: 0"
[1] "Final threshold is: 0.00918282537019312"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.418076210931186"
[1] "Newton iter: 1, lambda:0.420000531708123, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.420001414200068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420001414200254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.420001414200254"
[1] "Starting iterative with newton 0.420001414200254"
[1] "Starting newton at: 0.216958334716147"
[1] "Newton iter: 1, lambda:0.214862069655469, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21486282314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214862823140098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214862823140098"
[1] "Starting iterative with newton 0.214862823140098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.184975868868857, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.190591667948419, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190596822673346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190596822677688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190596822677688"
[1] "Starting iterative with newton 0.190596822677688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182243681369038, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.187659724771668, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187664489539576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187664489543263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187664489539576"
[1] "Starting iterative with newton 0.187664489539576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.181912734337147, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.18730487265575, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187309591862817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187309591866431, diff to last: 0"
[1] "Final threshold is: 0.0139268078436792"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0.718664069400329"
[1] "Newton iter: 1, lambda:0.547727856515896, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.557268580219637, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.557300052173232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55730005251479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557300052173232"
[1] "Starting iterative with newton 0.557300052173232"
[1] "Starting newton at: 0.279068062634273"
[1] "Newton iter: 1, lambda:0.343913215664822, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.344970145503928, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34497042404012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344970424040139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.344970424040139"
[1] "Starting iterative with newton 0.344970424040139"
[1] "Starting newton at: 0.28452834045293"
[1] "Newton iter: 1, lambda:0.312783725569288, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.312976264540293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312976273451724, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312976273451724"
[1] "Starting iterative with newton 0.312976273451724"
[1] "Starting newton at: 0.306851717660889"
[1] "Newton iter: 1, lambda:0.307769486442631, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307769687813694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307769687813704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307769687813694"
[1] "Starting iterative with newton 0.307769687813694"
[1] "Starting newton at: 0.311848372983412"
[1] "Newton iter: 1, lambda:0.30690690976471, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.306912738097792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306912738105904, diff to last: 0"
[1] "Final threshold is: 0.0228195186683009"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 0.797066286558739"
[1] "Newton iter: 1, lambda:0.603546851944941, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.616998942699792, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.617068965337968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617068967227356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617068965337968"
[1] "Starting iterative with newton 0.617068965337968"
[1] "Starting newton at: 0.366214114175016"
[1] "Newton iter: 1, lambda:0.421844423877597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.422838723638288, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422839038429083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422839038429114, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.422839038429083"
[1] "Starting iterative with newton 0.422839038429083"
[1] "Starting newton at: 0.434266702710466"
[1] "Newton iter: 1, lambda:0.383351047326148, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.384137211558452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.384137400591264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384137400591275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.384137400591264"
[1] "Starting iterative with newton 0.384137400591264"
[1] "Starting newton at: 0.451093861663278"
[1] "Newton iter: 1, lambda:0.374378279274487, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.376140005916378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376140947080344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376140947080612, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376140947080612"
[1] "Starting iterative with newton 0.376140947080612"
[1] "Starting newton at: 0.449294054549715"
[1] "Newton iter: 1, lambda:0.372724780040476, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.37447679618313, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.374477725293656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374477725293917, diff to last: 0"
[1] "Final threshold is: 0.0278430979964038"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 0.565366835920051"
[1] "Newton iter: 1, lambda:0.676807952324069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.682407314591064, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.682420989567294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682420989648698, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.682420989648698"
[1] "Starting iterative with newton 0.682420989648698"
[1] "Starting newton at: 0.453689253248909"
[1] "Newton iter: 1, lambda:0.483111771546726, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.483430599801688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483430637022096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483430637022097, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483430637022097"
[1] "Starting iterative with newton 0.483430637022097"
[1] "Starting newton at: 0.428459576461592"
[1] "Newton iter: 1, lambda:0.439984351657705, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.440030812172938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44003081292653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.440030812172938"
[1] "Starting iterative with newton 0.440030812172938"
[1] "Starting newton at: 0.420793825486534"
[1] "Newton iter: 1, lambda:0.430308871747619, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.430340172773304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.43034017311151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.430340172773304"
[1] "Starting iterative with newton 0.430340172773304"
[1] "Starting newton at: 0.422030129346385"
[1] "Newton iter: 1, lambda:0.428151423350321, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.428164337515264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428164337572687, diff to last: 0"
[1] "Final threshold is: 0.0318347949765353"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 0.930100997973695"
[1] "Newton iter: 1, lambda:0.862445190254282, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.865118002824699, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.865122325026231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86512232503752, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86512232503752"
[1] "Starting iterative with newton 0.86512232503752"
[1] "Starting newton at: 0.68924299676795"
[1] "Newton iter: 1, lambda:0.790568421528283, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.796761605762353, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796783939086436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796783939376098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796783939376098"
[1] "Starting iterative with newton 0.796783939376098"
[1] "Starting newton at: 0.694868165644632"
[1] "Newton iter: 1, lambda:0.771356787385254, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.774807262802024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.774814096682548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774814096709317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.774814096682548"
[1] "Starting iterative with newton 0.774814096682548"
[1] "Starting newton at: 0.696976735207892"
[1] "Newton iter: 1, lambda:0.764918531212632, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.767620443605057, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.767624614469138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767624614479066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.767624614469138"
[1] "Starting iterative with newton 0.767624614469138"
[1] "Starting newton at: 0.699479198995844"
[1] "Newton iter: 1, lambda:0.762907864379841, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.765255517520536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765258661381376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765258661387008, diff to last: 0"
[1] "Final threshold is: 0.056898369281457"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 0.881874324163061"
[1] "Newton iter: 1, lambda:0.917407657417714, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.918240884824341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.918241335097031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918241335097162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.918241335097162"
[1] "Starting iterative with newton 0.918241335097162"
[1] "Starting newton at: 0.894750150726592"
[1] "Newton iter: 1, lambda:0.891877236009613, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.89188250864459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891882508662376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.891882508662376"
[1] "Starting iterative with newton 0.891882508662376"
[1] "Starting newton at: 0.888175849648658"
[1] "Newton iter: 1, lambda:0.883009872831291, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.883026825433876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.883026825616907, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.883026825616907"
[1] "Starting iterative with newton 0.883026825616907"
[1] "Starting newton at: 0.885382181706133"
[1] "Newton iter: 1, lambda:0.88000995869502, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.880028262091857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.88002826230489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.88002826230489"
[1] "Starting iterative with newton 0.88002826230489"
[1] "Starting newton at: 0.886968612083767"
[1] "Newton iter: 1, lambda:0.878969748423422, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.879010251274418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.879010252317052, diff to last: 0"
[1] "Final threshold is: 0.065356006357695"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.01872429196642"
[1] "Newton iter: 1, lambda:1.011881758331, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.01191577613929, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01191577698352, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01191577698352"
[1] "Starting iterative with newton 1.01191577698352"
[1] "Starting newton at: 1.02506473733672"
[1] "Newton iter: 1, lambda:1.03887038149658, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03901228527619, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03901230014607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03901230014607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03901228527619"
[1] "Starting iterative with newton 1.03901228527619"
[1] "Starting newton at: 1.02483310068035"
[1] "Newton iter: 1, lambda:1.04857683091046, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.04900096161664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04900109506699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04900109506701, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04900109506699"
[1] "Starting iterative with newton 1.04900109506699"
[1] "Starting newton at: 1.02427787056779"
[1] "Newton iter: 1, lambda:1.05206331482606, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05264648060163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05264673332751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05264673332755, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05264673332751"
[1] "Starting iterative with newton 1.05264673332751"
[1] "Starting newton at: 1.02798426939636"
[1] "Newton iter: 1, lambda:1.05348149480236, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.0539722081024, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05397238714321, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05397238714324, diff to last: 0"
[1] "Final threshold is: 0.0783647583784053"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.17272208151283"
[1] "Newton iter: 1, lambda:1.28372341267099, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.29857266214475, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.29882248030722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29882255017819, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2988225501782, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2988225501782"
[1] "Starting iterative with newton 1.2988225501782"
[1] "Starting newton at: 1.43282012495796"
[1] "Newton iter: 1, lambda:1.66573818078708, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.75606015355223, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.76884533322276, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.76908202636167, diff to last: 0"
[1] "Newton iter: 5, lambda:1.76908210627211, diff to last: 0"
[1] "Newton iter: 6, lambda:1.76908210627212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76908210627211"
[1] "Starting iterative with newton 1.76908210627211"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303256359600081"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.48805145209521"
[1] "Newton iter: 1, lambda:1.33545248699985, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.3582156049127, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.35882257139217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35882299476458, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35882299476478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35882299476478"
[1] "Starting iterative with newton 1.35882299476478"
[1] "Starting newton at: 1.41524790640863"
[1] "Newton iter: 1, lambda:1.69139692611386, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.81930287921092, diff to last: 0.128"
[1] "Newton iter: 3, lambda:1.84578091331248, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.8468108059966, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.84681231674235, diff to last: 0"
[1] "Newton iter: 6, lambda:1.8468123167456, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84681231674235"
[1] "Starting iterative with newton 1.84681231674235"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.03054631268779, diff to last: 0.375"
[1] "Newton iter: 2, lambda:4.15462108271093, diff to last: 0.124"
[1] "Newton iter: 3, lambda:4.2234536909034, diff to last: 0.069"
[1] "Newton iter: 4, lambda:4.24339796076256, diff to last: 0.02"
[1] "Newton iter: 5, lambda:4.24487770661182, diff to last: 0.001"
[1] "Newton iter: 6, lambda:4.24488538494957, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24488538515941, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.24488538515941"
[1] "Starting iterative with newton 4.24488538515941"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.44425887854238"
[1] "Newton iter: 1, lambda:1.39777935374484, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.40026866278256, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40027616140097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40027616146885, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40027616140097"
[1] "Starting iterative with newton 1.40027616140097"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.23431315517057"
[1] "Newton iter: 1, lambda:1.48226032344285, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.5836057207009, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.60016806115232, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60057862982853, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60057887757987, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60057887757996, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60057887757987"
[1] "Starting iterative with newton 1.60057887757987"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
threshold is:
[{'ad': 0.0025455331471314494, 'da': 0.0020505014337937094, 'dd': 0.004574181332640277}, {'ad': 0.009182825370193125, 'da': 0.013926807843679171, 'dd': 0.022819518668300887}, {'ad': 0.027843097996403846, 'da': 0.031834794976535255, 'dd': 0.05689836928145703}, {'ad': 0.06535600635769502, 'da': 0.07836475837840534, 'dd': 0.3032563596000807}, {'ad': 0.3275543052852087, 'da': 0.3275543052852087, 'dd': 0.3275543052852087}]
Number of points in noise estimation: 128
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2969384058974"
[1] "Starting iterative with newton 18.2969384058974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.276332708383"
[1] "Starting iterative with newton 13.276332708383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2309995604953"
[1] "Starting iterative with newton 11.2309995604953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64365782564117"
[1] "Starting iterative with newton 6.64365782564117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.2388096370676"
[1] "Starting iterative with newton 5.2388096370676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 2.23995208846007"
[1] "Newton iter: 1, lambda:1.73154985287514, diff to last: 0.508"
[1] "Newton iter: 2, lambda:1.71334419915102, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.71317541754266, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71317540258356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71317540258356, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.71317540258356"
[1] "Starting iterative with newton 1.71317540258356"
[1] "Starting newton at: 2.06120563833919"
[1] "Newton iter: 1, lambda:1.60515493596917, diff to last: 0.456"
[1] "Newton iter: 2, lambda:1.56428014567129, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.56316599247025, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56316511863749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56316511863695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56316511863695"
[1] "Starting iterative with newton 1.56316511863695"
[1] "Starting newton at: 1.84845846020094"
[1] "Newton iter: 1, lambda:1.47011484427379, diff to last: 0.378"
[1] "Newton iter: 2, lambda:1.41057319704392, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.40744289913234, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40743372551528, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4074337254363, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4074337254363"
[1] "Starting iterative with newton 1.4074337254363"
[1] "Starting newton at: 1.6977539927144"
[1] "Newton iter: 1, lambda:1.3355282428395, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.25318177719466, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.24526684936401, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.24518924519857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24518923771596, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.24518923771596"
[1] "Starting iterative with newton 1.24518923771596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 2.03395188715785"
[1] "Newton iter: 1, lambda:1.58079953582829, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.54323879721035, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.54228240542692, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54228175269835, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54228175269805, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54228175269805"
[1] "Starting iterative with newton 1.54228175269805"
[1] "Starting newton at: 1.85225583777997"
[1] "Newton iter: 1, lambda:1.43321981803385, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.36707620203151, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.36299131256915, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36297469221026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36297469193429, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36297469221026"
[1] "Starting iterative with newton 1.36297469221026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 1.28261111031864"
[1] "Newton iter: 1, lambda:1.22467584721871, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.22079749629339, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22077929119887, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2207792907969, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077929119887"
[1] "Starting iterative with newton 1.22077929119887"
[1] "Starting newton at: 1.40395500820283"
[1] "Newton iter: 1, lambda:1.38122283573252, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.38077936605046, diff to last: 0"
[1] "Newton iter: 3, lambda:1.38077919271206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38077919271203, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38077919271203"
[1] "Starting iterative with newton 1.38077919271203"
[1] "Starting newton at: 1.51729632366792"
[1] "Newton iter: 1, lambda:1.52511085986154, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.52507145377586, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52507145278679, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52507145278679"
[1] "Starting iterative with newton 1.52507145278679"
[1] "Starting newton at: 1.69814812958822"
[1] "Newton iter: 1, lambda:1.68196258934883, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.68185772342473, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68185771882723, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68185771882723"
[1] "Starting iterative with newton 1.68185771882723"
[1] "Starting newton at: 1.87607909689549"
[1] "Newton iter: 1, lambda:1.80494175904489, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.80391342229543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80391312914809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80391312914806, diff to last: 0"
[1] "Final threshold is: 0.134124212574947"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 1.30269999469121"
[1] "Newton iter: 1, lambda:1.23291913058855, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.22753754108873, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.22750339828196, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22750339690313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22750339690313"
[1] "Starting iterative with newton 1.22750339690313"
[1] "Starting newton at: 1.55822275529906"
[1] "Newton iter: 1, lambda:1.5306490531926, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.5302193043521, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53021919397227, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53021919397227, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53021919397227"
[1] "Starting iterative with newton 1.53021919397227"
[1] "Starting newton at: 1.83300273265966"
[1] "Newton iter: 1, lambda:1.77593934454579, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.77530138945314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7753012837327, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7753012837327, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7753012837327"
[1] "Starting iterative with newton 1.7753012837327"
[1] "Starting newton at: 1.9163822404659"
[1] "Newton iter: 1, lambda:1.96876699777639, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.96843946159028, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96843945436922, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96843945436922"
[1] "Starting iterative with newton 1.96843945436922"
[1] "Starting newton at: 2.13112396298444"
[1] "Newton iter: 1, lambda:2.09035838429668, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.09045633935961, diff to last: 0"
[1] "Newton iter: 3, lambda:2.09045633959599, diff to last: 0"
[1] "Final threshold is: 0.15542921990447"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.21575272468925"
[1] "Newton iter: 1, lambda:1.21466089957436, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.2146594846842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21465948468182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2146594846842"
[1] "Starting iterative with newton 1.2146594846842"
[1] "Starting newton at: 1.61865559120306"
[1] "Newton iter: 1, lambda:1.61592148169131, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.61591826766259, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61591826765811, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61591826766259"
[1] "Starting iterative with newton 1.61591826766259"
[1] "Starting newton at: 1.88899230666146"
[1] "Newton iter: 1, lambda:1.97275615557244, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.97209674865545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.97209674572798, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97209674572798"
[1] "Starting iterative with newton 1.97209674572798"
[1] "Starting newton at: 2.26428613134636"
[1] "Newton iter: 1, lambda:2.19277903819288, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.19384868089393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19384885982611, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19384885982612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.19384885982611"
[1] "Starting iterative with newton 2.19384885982611"
[1] "Starting newton at: 2.32195948461349"
[1] "Newton iter: 1, lambda:2.31213899412073, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.31216065237458, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31216065247694, diff to last: 0"
[1] "Final threshold is: 0.171913337648751"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.41074716159749"
[1] "Newton iter: 1, lambda:1.43935923196521, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.43879182541122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43879161392591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43879161392588, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43879161392591"
[1] "Starting iterative with newton 1.43879161392591"
[1] "Starting newton at: 2.18673082144295"
[1] "Newton iter: 1, lambda:2.10012468683922, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.10335254578213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.10335622586599, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10335622587082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10335622587082"
[1] "Starting iterative with newton 2.10335622587082"
[1] "Starting newton at: 2.46378680246937"
[1] "Newton iter: 1, lambda:2.51825885830509, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.52018731779436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52018983138733, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5201898313916, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5201898313916"
[1] "Starting iterative with newton 2.5201898313916"
[1] "Starting newton at: 2.74641816278959"
[1] "Newton iter: 1, lambda:2.77412962202685, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.77474830540871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77474861420732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7747486142074, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77474861420732"
[1] "Starting iterative with newton 2.77474861420732"
[1] "Starting newton at: 2.88358534553245"
[1] "Newton iter: 1, lambda:2.92605223591068, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.92763384805548, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92763602335961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92763602336372, diff to last: 0"
[1] "Final threshold is: 0.217675047647446"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.55393226920902"
[1] "Newton iter: 1, lambda:1.51890709816549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51839901402992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51839889404693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51839889404693, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51839889404693"
[1] "Starting iterative with newton 1.51839889404693"
[1] "Starting newton at: 2.20319071604751"
[1] "Newton iter: 1, lambda:2.27671293934529, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27939989964065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.27940390920024, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2794039092092, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27940390920024"
[1] "Starting iterative with newton 2.27940390920024"
[1] "Starting newton at: 2.67446477744481"
[1] "Newton iter: 1, lambda:2.72092391373608, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.72263034694473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.72263266457476, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72263266457904, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72263266457904"
[1] "Starting iterative with newton 2.72263266457904"
[1] "Starting newton at: 2.90432337490679"
[1] "Newton iter: 1, lambda:2.94169778238136, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.94291067092119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.94291193635877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94291193636015, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94291193635877"
[1] "Starting iterative with newton 2.94291193635877"
[1] "Starting newton at: 3.02581201320222"
[1] "Newton iter: 1, lambda:3.04288232027651, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.04314161882028, diff to last: 0"
[1] "Newton iter: 3, lambda:3.04314167819238, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04314167819238, diff to last: 0"
[1] "Final threshold is: 0.226263102555453"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.77260166290753"
[1] "Newton iter: 1, lambda:1.65401252277952, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.65331892629047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.65331882187946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65331882187946, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65331882187946"
[1] "Starting iterative with newton 1.65331882187946"
[1] "Starting newton at: 2.5117640229715"
[1] "Newton iter: 1, lambda:2.42135954908005, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.42758336884658, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.42761205967208, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42761206028392, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42761206028392"
[1] "Starting iterative with newton 2.42761206028392"
[1] "Starting newton at: 2.87671629239127"
[1] "Newton iter: 1, lambda:2.88680844405186, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.88690641371252, diff to last: 0"
[1] "Newton iter: 3, lambda:2.88690642291647, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88690642291647"
[1] "Starting iterative with newton 2.88690642291647"
[1] "Starting newton at: 3.14260856588344"
[1] "Newton iter: 1, lambda:3.14567886517977, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.14568849124481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.14568849133923, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.14568849133923"
[1] "Starting iterative with newton 3.14568849133923"
[1] "Starting newton at: 3.23689619331239"
[1] "Newton iter: 1, lambda:3.27167262858004, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.27296082898225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.27296254947181, diff to last: 0"
[1] "Newton iter: 4, lambda:3.27296254947488, diff to last: 0"
[1] "Final threshold is: 0.243350701118811"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.90868206428083"
[1] "Newton iter: 1, lambda:2.29276812842104, diff to last: 0.384"
[1] "Newton iter: 2, lambda:2.38144038824416, diff to last: 0.089"
[1] "Newton iter: 3, lambda:2.39052821527232, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39062569229895, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39062570350103, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39062570350103, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39062569229895"
[1] "Starting iterative with newton 2.39062569229895"
[1] "Starting newton at: 3.11147942746992"
[1] "Newton iter: 1, lambda:3.21494554693727, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.23247833118582, diff to last: 0.018"
[1] "Newton iter: 3, lambda:3.23295556088627, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23295590860362, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2329559086038, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.23295590860362"
[1] "Starting iterative with newton 3.23295590860362"
[1] "Starting newton at: 3.77252112914024"
[1] "Newton iter: 1, lambda:3.84456089582283, diff to last: 0.072"
[1] "Newton iter: 2, lambda:3.85475466934537, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.85494190670423, diff to last: 0"
[1] "Newton iter: 4, lambda:3.85494196888006, diff to last: 0"
[1] "Newton iter: 5, lambda:3.85494196888007, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.85494190670423"
[1] "Starting iterative with newton 3.85494190670423"
[1] "Starting newton at: 4.25344034931464"
[1] "Newton iter: 1, lambda:4.26403952612013, diff to last: 0.011"
[1] "Newton iter: 2, lambda:4.26426582240555, diff to last: 0"
[1] "Newton iter: 3, lambda:4.26426592349726, diff to last: 0"
[1] "Newton iter: 4, lambda:4.26426592349728, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.26426592349726"
[1] "Starting iterative with newton 4.26426592349726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.1341242125749471}, {'ad': 0.15542921990446992, 'da': 0.17191333764875102, 'dd': 0.21767504764744583}, {'ad': 0.22626310255545307, 'da': 0.24335070111881113, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.362188333734811. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2969384058974"
[1] "Starting iterative with newton 18.2969384058974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.276332708383"
[1] "Starting iterative with newton 13.276332708383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2309995604953"
[1] "Starting iterative with newton 11.2309995604953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64365782564117"
[1] "Starting iterative with newton 6.64365782564117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.2388096370676"
[1] "Starting iterative with newton 5.2388096370676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 2.23995208846007"
[1] "Newton iter: 1, lambda:1.73154985287514, diff to last: 0.508"
[1] "Newton iter: 2, lambda:1.71334419915102, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.71317541754266, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71317540258356, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71317540258356, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.71317540258356"
[1] "Starting iterative with newton 1.71317540258356"
[1] "Starting newton at: 2.06120563833919"
[1] "Newton iter: 1, lambda:1.60515493596917, diff to last: 0.456"
[1] "Newton iter: 2, lambda:1.56428014567129, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.56316599247025, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.56316511863749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56316511863695, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56316511863695"
[1] "Starting iterative with newton 1.56316511863695"
[1] "Starting newton at: 1.84845846020094"
[1] "Newton iter: 1, lambda:1.47011484427379, diff to last: 0.378"
[1] "Newton iter: 2, lambda:1.41057319704392, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.40744289913234, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.40743372551528, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4074337254363, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4074337254363"
[1] "Starting iterative with newton 1.4074337254363"
[1] "Starting newton at: 1.6977539927144"
[1] "Newton iter: 1, lambda:1.3355282428395, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.25318177719466, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.24526684936401, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.24518924519857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24518923771596, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.24518923771596"
[1] "Starting iterative with newton 1.24518923771596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 2.03395188715785"
[1] "Newton iter: 1, lambda:1.58079953582829, diff to last: 0.453"
[1] "Newton iter: 2, lambda:1.54323879721035, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.54228240542692, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54228175269835, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54228175269805, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54228175269805"
[1] "Starting iterative with newton 1.54228175269805"
[1] "Starting newton at: 1.85225583777997"
[1] "Newton iter: 1, lambda:1.43321981803385, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.36707620203151, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.36299131256915, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36297469221026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36297469193429, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36297469221026"
[1] "Starting iterative with newton 1.36297469221026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 1.28261111031864"
[1] "Newton iter: 1, lambda:1.22467584721871, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.22079749629339, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22077929119887, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2207792907969, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077929119887"
[1] "Starting iterative with newton 1.22077929119887"
[1] "Starting newton at: 1.40395500820283"
[1] "Newton iter: 1, lambda:1.38122283573252, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.38077936605046, diff to last: 0"
[1] "Newton iter: 3, lambda:1.38077919271206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38077919271203, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38077919271203"
[1] "Starting iterative with newton 1.38077919271203"
[1] "Starting newton at: 1.51729632366792"
[1] "Newton iter: 1, lambda:1.52511085986154, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.52507145377586, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52507145278679, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52507145278679"
[1] "Starting iterative with newton 1.52507145278679"
[1] "Starting newton at: 1.69814812958822"
[1] "Newton iter: 1, lambda:1.68196258934883, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.68185772342473, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68185771882723, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.68185771882723"
[1] "Starting iterative with newton 1.68185771882723"
[1] "Starting newton at: 1.87607909689549"
[1] "Newton iter: 1, lambda:1.80494175904489, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.80391342229543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80391312914809, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80391312914806, diff to last: 0"
[1] "Final threshold is: 0.134124212574947"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 1.30269999469121"
[1] "Newton iter: 1, lambda:1.23291913058855, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.22753754108873, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.22750339828196, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22750339690313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22750339690313"
[1] "Starting iterative with newton 1.22750339690313"
[1] "Starting newton at: 1.55822275529906"
[1] "Newton iter: 1, lambda:1.5306490531926, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.5302193043521, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53021919397227, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53021919397227, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53021919397227"
[1] "Starting iterative with newton 1.53021919397227"
[1] "Starting newton at: 1.83300273265966"
[1] "Newton iter: 1, lambda:1.77593934454579, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.77530138945314, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7753012837327, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7753012837327, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7753012837327"
[1] "Starting iterative with newton 1.7753012837327"
[1] "Starting newton at: 1.9163822404659"
[1] "Newton iter: 1, lambda:1.96876699777639, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.96843946159028, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96843945436922, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96843945436922"
[1] "Starting iterative with newton 1.96843945436922"
[1] "Starting newton at: 2.13112396298444"
[1] "Newton iter: 1, lambda:2.09035838429668, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.09045633935961, diff to last: 0"
[1] "Newton iter: 3, lambda:2.09045633959599, diff to last: 0"
[1] "Final threshold is: 0.15542921990447"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.21575272468925"
[1] "Newton iter: 1, lambda:1.21466089957436, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.2146594846842, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21465948468182, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2146594846842"
[1] "Starting iterative with newton 1.2146594846842"
[1] "Starting newton at: 1.61865559120306"
[1] "Newton iter: 1, lambda:1.61592148169131, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.61591826766259, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61591826765811, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61591826766259"
[1] "Starting iterative with newton 1.61591826766259"
[1] "Starting newton at: 1.88899230666146"
[1] "Newton iter: 1, lambda:1.97275615557244, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.97209674865545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.97209674572798, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97209674572798"
[1] "Starting iterative with newton 1.97209674572798"
[1] "Starting newton at: 2.26428613134636"
[1] "Newton iter: 1, lambda:2.19277903819288, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.19384868089393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.19384885982611, diff to last: 0"
[1] "Newton iter: 4, lambda:2.19384885982612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.19384885982611"
[1] "Starting iterative with newton 2.19384885982611"
[1] "Starting newton at: 2.32195948461349"
[1] "Newton iter: 1, lambda:2.31213899412073, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.31216065237458, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31216065247694, diff to last: 0"
[1] "Final threshold is: 0.171913337648751"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.41074716159749"
[1] "Newton iter: 1, lambda:1.43935923196521, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.43879182541122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.43879161392591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43879161392588, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43879161392591"
[1] "Starting iterative with newton 1.43879161392591"
[1] "Starting newton at: 2.18673082144295"
[1] "Newton iter: 1, lambda:2.10012468683922, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.10335254578213, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.10335622586599, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10335622587082, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10335622587082"
[1] "Starting iterative with newton 2.10335622587082"
[1] "Starting newton at: 2.46378680246937"
[1] "Newton iter: 1, lambda:2.51825885830509, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.52018731779436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52018983138733, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5201898313916, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5201898313916"
[1] "Starting iterative with newton 2.5201898313916"
[1] "Starting newton at: 2.74641816278959"
[1] "Newton iter: 1, lambda:2.77412962202685, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.77474830540871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77474861420732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7747486142074, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.77474861420732"
[1] "Starting iterative with newton 2.77474861420732"
[1] "Starting newton at: 2.88358534553245"
[1] "Newton iter: 1, lambda:2.92605223591068, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.92763384805548, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.92763602335961, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92763602336372, diff to last: 0"
[1] "Final threshold is: 0.217675047647446"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.55393226920902"
[1] "Newton iter: 1, lambda:1.51890709816549, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.51839901402992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51839889404693, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51839889404693, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51839889404693"
[1] "Starting iterative with newton 1.51839889404693"
[1] "Starting newton at: 2.20319071604751"
[1] "Newton iter: 1, lambda:2.27671293934529, diff to last: 0.074"
[1] "Newton iter: 2, lambda:2.27939989964065, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.27940390920024, diff to last: 0"
[1] "Newton iter: 4, lambda:2.2794039092092, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.27940390920024"
[1] "Starting iterative with newton 2.27940390920024"
[1] "Starting newton at: 2.67446477744481"
[1] "Newton iter: 1, lambda:2.72092391373608, diff to last: 0.046"
[1] "Newton iter: 2, lambda:2.72263034694473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.72263266457476, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72263266457904, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72263266457904"
[1] "Starting iterative with newton 2.72263266457904"
[1] "Starting newton at: 2.90432337490679"
[1] "Newton iter: 1, lambda:2.94169778238136, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.94291067092119, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.94291193635877, diff to last: 0"
[1] "Newton iter: 4, lambda:2.94291193636015, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94291193635877"
[1] "Starting iterative with newton 2.94291193635877"
[1] "Starting newton at: 3.02581201320222"
[1] "Newton iter: 1, lambda:3.04288232027651, diff to last: 0.017"
[1] "Newton iter: 2, lambda:3.04314161882028, diff to last: 0"
[1] "Newton iter: 3, lambda:3.04314167819238, diff to last: 0"
[1] "Newton iter: 4, lambda:3.04314167819238, diff to last: 0"
[1] "Final threshold is: 0.226263102555453"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.77260166290753"
[1] "Newton iter: 1, lambda:1.65401252277952, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.65331892629047, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.65331882187946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65331882187946, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65331882187946"
[1] "Starting iterative with newton 1.65331882187946"
[1] "Starting newton at: 2.5117640229715"
[1] "Newton iter: 1, lambda:2.42135954908005, diff to last: 0.09"
[1] "Newton iter: 2, lambda:2.42758336884658, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.42761205967208, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42761206028392, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42761206028392"
[1] "Starting iterative with newton 2.42761206028392"
[1] "Starting newton at: 2.87671629239127"
[1] "Newton iter: 1, lambda:2.88680844405186, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.88690641371252, diff to last: 0"
[1] "Newton iter: 3, lambda:2.88690642291647, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88690642291647"
[1] "Starting iterative with newton 2.88690642291647"
[1] "Starting newton at: 3.14260856588344"
[1] "Newton iter: 1, lambda:3.14567886517977, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.14568849124481, diff to last: 0"
[1] "Newton iter: 3, lambda:3.14568849133923, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.14568849133923"
[1] "Starting iterative with newton 3.14568849133923"
[1] "Starting newton at: 3.23689619331239"
[1] "Newton iter: 1, lambda:3.27167262858004, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.27296082898225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.27296254947181, diff to last: 0"
[1] "Newton iter: 4, lambda:3.27296254947488, diff to last: 0"
[1] "Final threshold is: 0.243350701118811"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.90868206428083"
[1] "Newton iter: 1, lambda:2.29276812842104, diff to last: 0.384"
[1] "Newton iter: 2, lambda:2.38144038824416, diff to last: 0.089"
[1] "Newton iter: 3, lambda:2.39052821527232, diff to last: 0.009"
[1] "Newton iter: 4, lambda:2.39062569229895, diff to last: 0"
[1] "Newton iter: 5, lambda:2.39062570350103, diff to last: 0"
[1] "Newton iter: 6, lambda:2.39062570350103, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.39062569229895"
[1] "Starting iterative with newton 2.39062569229895"
[1] "Starting newton at: 3.11147942746992"
[1] "Newton iter: 1, lambda:3.21494554693727, diff to last: 0.103"
[1] "Newton iter: 2, lambda:3.23247833118582, diff to last: 0.018"
[1] "Newton iter: 3, lambda:3.23295556088627, diff to last: 0"
[1] "Newton iter: 4, lambda:3.23295590860362, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2329559086038, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.23295590860362"
[1] "Starting iterative with newton 3.23295590860362"
[1] "Starting newton at: 3.77252112914024"
[1] "Newton iter: 1, lambda:3.84456089582283, diff to last: 0.072"
[1] "Newton iter: 2, lambda:3.85475466934537, diff to last: 0.01"
[1] "Newton iter: 3, lambda:3.85494190670423, diff to last: 0"
[1] "Newton iter: 4, lambda:3.85494196888006, diff to last: 0"
[1] "Newton iter: 5, lambda:3.85494196888007, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.85494190670423"
[1] "Starting iterative with newton 3.85494190670423"
[1] "Starting newton at: 4.25344034931464"
[1] "Newton iter: 1, lambda:4.26403952612013, diff to last: 0.011"
[1] "Newton iter: 2, lambda:4.26426582240555, diff to last: 0"
[1] "Newton iter: 3, lambda:4.26426592349726, diff to last: 0"
[1] "Newton iter: 4, lambda:4.26426592349728, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.26426592349726"
[1] "Starting iterative with newton 4.26426592349726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.1341242125749471}, {'ad': 0.15542921990446992, 'da': 0.17191333764875102, 'dd': 0.21767504764744583}, {'ad': 0.22626310255545307, 'da': 0.24335070111881113, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.362188333734811. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07435181351459551
0.07435181351459551
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123870621005745, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125137431038177, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125137562928563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125137562928564, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125137562928564"
[1] "Starting iterative with newton 0.125137562928564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367367841189463, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367879119220557, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367879120210845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367879119220557"
[1] "Starting iterative with newton 0.0367879119220557"
[1] "Starting newton at: 0.00975907610530344"
[1] "Newton iter: 1, lambda:0.0342845171121067, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0343064125239037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0343064125413551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0343064125239037"
[1] "Starting iterative with newton 0.0343064125239037"
[1] "Starting newton at: 0.0122405755034554"
[1] "Newton iter: 1, lambda:0.0342206375795734, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342382034559701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342382034671892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0342382034559701"
[1] "Starting iterative with newton 0.0342382034559701"
[1] "Starting newton at: 0.012308784571389"
[1] "Newton iter: 1, lambda:0.0342188753057333, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0342363289606681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342363289717439, diff to last: 0"
[1] "Final threshold is: 0.00254553314713145"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.18568720301553"
[1] "Newton iter: 1, lambda:0.136305957169279, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.136510195501691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136510199006155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.136510195501691"
[1] "Starting iterative with newton 0.136510195501691"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0300346294918093, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0300657112729112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0300657113062073, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0300657113062073"
[1] "Starting iterative with newton 0.0300657113062073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276096035153158, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276338605935265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276338606122551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0276338606122551"
[1] "Starting iterative with newton 0.0276338606122551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275554579179341, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275795759371336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275795759556145, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0275795759371336"
[1] "Starting iterative with newton 0.0275795759371336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275542498201207, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.027578364743148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275783647616233, diff to last: 0"
[1] "Final threshold is: 0.00205050143379371"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.20866534736197, diff to last: 0.209"
[1] "Newton iter: 2, lambda:0.214896492589771, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.21490198635674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214901986361008, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.21490198635674"
[1] "Starting iterative with newton 0.21490198635674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0688972481636537, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692267630000197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692267705397784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0692267705397784"
[1] "Starting iterative with newton 0.0692267705397784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0616553504441331, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0619006794216634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0619006833073488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0619006833073488"
[1] "Starting iterative with newton 0.0619006833073488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612970766730899, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615386549908268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615386587445097, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0615386587445097"
[1] "Starting iterative with newton 0.0615386587445097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612793791070239, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615207731701992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0615207769174635, diff to last: 0"
[1] "Final threshold is: 0.00457418133264028"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.374755642483775"
[1] "Newton iter: 1, lambda:0.356785835201683, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.356852250677138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.356852251587571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356852250677138"
[1] "Starting iterative with newton 0.356852250677138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139913330926564, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142244111625415, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142244757468323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142244757468372, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.142244757468323"
[1] "Starting iterative with newton 0.142244757468323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123326962205846, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.12501921397171, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125019532291647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125019532291658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125019532291658"
[1] "Starting iterative with newton 0.125019532291658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121972810651043, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123618837446942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12361913694098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12361913694099, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12361913694098"
[1] "Starting iterative with newton 0.12361913694098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121862465633652, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123504764430201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123505062433891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123505062433901, diff to last: 0"
[1] "Final threshold is: 0.00918282537019312"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.418076210931186"
[1] "Newton iter: 1, lambda:0.420000531708123, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.420001414200068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420001414200254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.420001414200254"
[1] "Starting iterative with newton 0.420001414200254"
[1] "Starting newton at: 0.216958334716147"
[1] "Newton iter: 1, lambda:0.214862069655469, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.21486282314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214862823140098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214862823140098"
[1] "Starting iterative with newton 0.214862823140098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.184975868868857, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.190591667948419, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190596822673346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190596822677688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190596822677688"
[1] "Starting iterative with newton 0.190596822677688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182243681369038, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.187659724771668, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187664489539576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187664489543263, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187664489539576"
[1] "Starting iterative with newton 0.187664489539576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.181912734337147, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.18730487265575, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187309591862817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187309591866431, diff to last: 0"
[1] "Final threshold is: 0.0139268078436792"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.57647401731208"
[1] "Starting iterative with newton 2.57647401731208"
[1] "Starting newton at: 0.718664069400329"
[1] "Newton iter: 1, lambda:0.547727856515896, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.557268580219637, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.557300052173232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55730005251479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557300052173232"
[1] "Starting iterative with newton 0.557300052173232"
[1] "Starting newton at: 0.279068062634273"
[1] "Newton iter: 1, lambda:0.343913215664822, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.344970145503928, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34497042404012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344970424040139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.344970424040139"
[1] "Starting iterative with newton 0.344970424040139"
[1] "Starting newton at: 0.28452834045293"
[1] "Newton iter: 1, lambda:0.312783725569288, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.312976264540293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312976273451724, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312976273451724"
[1] "Starting iterative with newton 0.312976273451724"
[1] "Starting newton at: 0.306851717660889"
[1] "Newton iter: 1, lambda:0.307769486442631, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307769687813694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307769687813704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307769687813694"
[1] "Starting iterative with newton 0.307769687813694"
[1] "Starting newton at: 0.311848372983412"
[1] "Newton iter: 1, lambda:0.30690690976471, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.306912738097792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306912738105904, diff to last: 0"
[1] "Final threshold is: 0.0228195186683009"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.89020680858532"
[1] "Starting iterative with newton 1.89020680858532"
[1] "Starting newton at: 0.797066286558739"
[1] "Newton iter: 1, lambda:0.603546851944941, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.616998942699792, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.617068965337968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617068967227356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617068965337968"
[1] "Starting iterative with newton 0.617068965337968"
[1] "Starting newton at: 0.366214114175016"
[1] "Newton iter: 1, lambda:0.421844423877597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.422838723638288, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422839038429083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422839038429114, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.422839038429083"
[1] "Starting iterative with newton 0.422839038429083"
[1] "Starting newton at: 0.434266702710466"
[1] "Newton iter: 1, lambda:0.383351047326148, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.384137211558452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.384137400591264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384137400591275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.384137400591264"
[1] "Starting iterative with newton 0.384137400591264"
[1] "Starting newton at: 0.451093861663278"
[1] "Newton iter: 1, lambda:0.374378279274487, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.376140005916378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376140947080344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376140947080612, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376140947080612"
[1] "Starting iterative with newton 0.376140947080612"
[1] "Starting newton at: 0.449294054549715"
[1] "Newton iter: 1, lambda:0.372724780040476, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.37447679618313, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.374477725293656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374477725293917, diff to last: 0"
[1] "Final threshold is: 0.0278430979964038"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.75685943753308"
[1] "Starting iterative with newton 1.75685943753308"
[1] "Starting newton at: 0.565366835920051"
[1] "Newton iter: 1, lambda:0.676807952324069, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.682407314591064, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.682420989567294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682420989648698, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.682420989648698"
[1] "Starting iterative with newton 0.682420989648698"
[1] "Starting newton at: 0.453689253248909"
[1] "Newton iter: 1, lambda:0.483111771546726, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.483430599801688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483430637022096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483430637022097, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483430637022097"
[1] "Starting iterative with newton 0.483430637022097"
[1] "Starting newton at: 0.428459576461592"
[1] "Newton iter: 1, lambda:0.439984351657705, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.440030812172938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.44003081292653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.440030812172938"
[1] "Starting iterative with newton 0.440030812172938"
[1] "Starting newton at: 0.420793825486534"
[1] "Newton iter: 1, lambda:0.430308871747619, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.430340172773304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.43034017311151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.430340172773304"
[1] "Starting iterative with newton 0.430340172773304"
[1] "Starting newton at: 0.422030129346385"
[1] "Newton iter: 1, lambda:0.428151423350321, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.428164337515264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428164337572687, diff to last: 0"
[1] "Final threshold is: 0.0318347949765353"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.09066416527027"
[1] "Starting iterative with newton 1.09066416527027"
[1] "Starting newton at: 0.930100997973695"
[1] "Newton iter: 1, lambda:0.862445190254282, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.865118002824699, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.865122325026231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86512232503752, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86512232503752"
[1] "Starting iterative with newton 0.86512232503752"
[1] "Starting newton at: 0.68924299676795"
[1] "Newton iter: 1, lambda:0.790568421528283, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.796761605762353, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796783939086436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796783939376098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796783939376098"
[1] "Starting iterative with newton 0.796783939376098"
[1] "Starting newton at: 0.694868165644632"
[1] "Newton iter: 1, lambda:0.771356787385254, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.774807262802024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.774814096682548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774814096709317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.774814096682548"
[1] "Starting iterative with newton 0.774814096682548"
[1] "Starting newton at: 0.696976735207892"
[1] "Newton iter: 1, lambda:0.764918531212632, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.767620443605057, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.767624614469138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767624614479066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.767624614469138"
[1] "Starting iterative with newton 0.767624614469138"
[1] "Starting newton at: 0.699479198995844"
[1] "Newton iter: 1, lambda:0.762907864379841, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.765255517520536, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.765258661381376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765258661387008, diff to last: 0"
[1] "Final threshold is: 0.056898369281457"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.998593577228182"
[1] "Starting iterative with newton 0.998593577228182"
[1] "Starting newton at: 0.881874324163061"
[1] "Newton iter: 1, lambda:0.917407657417714, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.918240884824341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.918241335097031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918241335097162, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.918241335097162"
[1] "Starting iterative with newton 0.918241335097162"
[1] "Starting newton at: 0.894750150726592"
[1] "Newton iter: 1, lambda:0.891877236009613, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.89188250864459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891882508662376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.891882508662376"
[1] "Starting iterative with newton 0.891882508662376"
[1] "Starting newton at: 0.888175849648658"
[1] "Newton iter: 1, lambda:0.883009872831291, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.883026825433876, diff to last: 0"
[1] "Newton iter: 3, lambda:0.883026825616907, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.883026825616907"
[1] "Starting iterative with newton 0.883026825616907"
[1] "Starting newton at: 0.885382181706133"
[1] "Newton iter: 1, lambda:0.88000995869502, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.880028262091857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.88002826230489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.88002826230489"
[1] "Starting iterative with newton 0.88002826230489"
[1] "Starting newton at: 0.886968612083767"
[1] "Newton iter: 1, lambda:0.878969748423422, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.879010251274418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.879010252317052, diff to last: 0"
[1] "Final threshold is: 0.065356006357695"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.940310115788667"
[1] "Starting iterative with newton 0.940310115788667"
[1] "Starting newton at: 1.01872429196642"
[1] "Newton iter: 1, lambda:1.011881758331, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.01191577613929, diff to last: 0"
[1] "Newton iter: 3, lambda:1.01191577698352, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01191577698352"
[1] "Starting iterative with newton 1.01191577698352"
[1] "Starting newton at: 1.02506473733672"
[1] "Newton iter: 1, lambda:1.03887038149658, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.03901228527619, diff to last: 0"
[1] "Newton iter: 3, lambda:1.03901230014607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03901230014607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03901228527619"
[1] "Starting iterative with newton 1.03901228527619"
[1] "Starting newton at: 1.02483310068035"
[1] "Newton iter: 1, lambda:1.04857683091046, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.04900096161664, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04900109506699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04900109506701, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04900109506699"
[1] "Starting iterative with newton 1.04900109506699"
[1] "Starting newton at: 1.02427787056779"
[1] "Newton iter: 1, lambda:1.05206331482606, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05264648060163, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05264673332751, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05264673332755, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05264673332751"
[1] "Starting iterative with newton 1.05264673332751"
[1] "Starting newton at: 1.02798426939636"
[1] "Newton iter: 1, lambda:1.05348149480236, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.0539722081024, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05397238714321, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05397238714324, diff to last: 0"
[1] "Final threshold is: 0.0783647583784053"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.730287051132363"
[1] "Starting iterative with newton 0.730287051132363"
[1] "Starting newton at: 1.17272208151283"
[1] "Newton iter: 1, lambda:1.28372341267099, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.29857266214475, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.29882248030722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29882255017819, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2988225501782, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2988225501782"
[1] "Starting iterative with newton 1.2988225501782"
[1] "Starting newton at: 1.43282012495796"
[1] "Newton iter: 1, lambda:1.66573818078708, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.75606015355223, diff to last: 0.09"
[1] "Newton iter: 3, lambda:1.76884533322276, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.76908202636167, diff to last: 0"
[1] "Newton iter: 5, lambda:1.76908210627211, diff to last: 0"
[1] "Newton iter: 6, lambda:1.76908210627212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.76908210627211"
[1] "Starting iterative with newton 1.76908210627211"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.303256359600081"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.740997616492009"
[1] "Starting iterative with newton 0.740997616492009"
[1] "Starting newton at: 1.48805145209521"
[1] "Newton iter: 1, lambda:1.33545248699985, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.3582156049127, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.35882257139217, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35882299476458, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35882299476478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35882299476478"
[1] "Starting iterative with newton 1.35882299476478"
[1] "Starting newton at: 1.41524790640863"
[1] "Newton iter: 1, lambda:1.69139692611386, diff to last: 0.276"
[1] "Newton iter: 2, lambda:1.81930287921092, diff to last: 0.128"
[1] "Newton iter: 3, lambda:1.84578091331248, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.8468108059966, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.84681231674235, diff to last: 0"
[1] "Newton iter: 6, lambda:1.8468123167456, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.84681231674235"
[1] "Starting iterative with newton 1.84681231674235"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.03054631268779, diff to last: 0.375"
[1] "Newton iter: 2, lambda:4.15462108271093, diff to last: 0.124"
[1] "Newton iter: 3, lambda:4.2234536909034, diff to last: 0.069"
[1] "Newton iter: 4, lambda:4.24339796076256, diff to last: 0.02"
[1] "Newton iter: 5, lambda:4.24487770661182, diff to last: 0.001"
[1] "Newton iter: 6, lambda:4.24488538494957, diff to last: 0"
[1] "Newton iter: 7, lambda:4.24488538515941, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.24488538515941"
[1] "Starting iterative with newton 4.24488538515941"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.715261662869289"
[1] "Starting iterative with newton 0.715261662869289"
[1] "Starting newton at: 1.44425887854238"
[1] "Newton iter: 1, lambda:1.39777935374484, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.40026866278256, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.40027616140097, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40027616146885, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40027616140097"
[1] "Starting iterative with newton 1.40027616140097"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0743518135145955"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674368909110258"
[1] "Starting iterative with newton 0.674368909110258"
[1] "Starting newton at: 1.23431315517057"
[1] "Newton iter: 1, lambda:1.48226032344285, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.5836057207009, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.60016806115232, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60057862982853, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60057887757987, diff to last: 0"
[1] "Newton iter: 6, lambda:1.60057887757996, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60057887757987"
[1] "Starting iterative with newton 1.60057887757987"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.327554305285209"
threshold is:
[{'ad': 0.0025455331471314494, 'da': 0.0020505014337937094, 'dd': 0.004574181332640277}, {'ad': 0.009182825370193125, 'da': 0.013926807843679171, 'dd': 0.022819518668300887}, {'ad': 0.027843097996403846, 'da': 0.031834794976535255, 'dd': 0.05689836928145703}, {'ad': 0.06535600635769502, 'da': 0.07836475837840534, 'dd': 0.3032563596000807}, {'ad': 0.3275543052852087, 'da': 0.3275543052852087, 'dd': 0.3275543052852087}]
Number of points in noise estimation: 128
Estimated noise: 0.07435181351459551
0.07435181351459551
threshold is:
[{'ad': 0.003460852973476314, 'da': 0.0078047681559205995, 'dd': 0.007429208372584539}, {'ad': 0.0163137810044498, 'da': 0.009748633651111858, 'dd': 0.01104162724132951}, {'ad': 0.025194834312092018, 'da': 0.029287571564072308, 'dd': 0.049378997806373226}, {'ad': 0.0532303095061204, 'da': 0.05782023761805105, 'dd': 0.3032563596000807}, {'ad': 0.3275543052852087, 'da': 0.3275543052852087, 'dd': 0.3275543052852087}]
['peppers256', 0.075, 0, 0.005423554380138222, 0.00186298184477017, 0.0015344625299624163, 0.005663408276432332, 0.001876013880838171, 0.0018835646237790056, 0.001876013880838171, 0.0018835646237790056, 22.65716000962042, 27.297913773928354, 28.14043712138801, 22.46922128853736, 27.2676395255124, 27.25019474866523, 27.2676395255124, 27.25019474866523]
peppers256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189564916814494"
[1] "Newton iter: 1, lambda:0.133370190835513, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.133613966812693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13361397141928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133613966812693"
[1] "Starting iterative with newton 0.133613966812693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224322882942356, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224495438959747, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022449543906187, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0224495438959747"
[1] "Starting iterative with newton 0.0224495438959747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193341239414036, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193458032358299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193458032400924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193458032358299"
[1] "Starting iterative with newton 0.0193458032358299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192518311382425, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192633801457882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019263380149945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0192633801457882"
[1] "Starting iterative with newton 0.0192633801457882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192496488838552, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192611944486066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192611944527606, diff to last: 0"
[1] "Final threshold is: 0.00145579812041591"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139676772043464, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141713858450452, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141714290463035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141714290463055, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141714290463035"
[1] "Starting iterative with newton 0.141714290463035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485072963716354, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048622142070435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486221427140575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0486221427140575"
[1] "Starting iterative with newton 0.0486221427140575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0447272614311998, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448219072694013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448219076931383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0448219072694013"
[1] "Starting iterative with newton 0.0448219072694013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044573561857137, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446674320698736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446674324861353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0446674324861353"
[1] "Starting iterative with newton 0.0446674324861353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445673156582081, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446611544250379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446611548409981, diff to last: 0"
[1] "Final threshold is: 0.00337557594577312"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.256443712746372"
[1] "Newton iter: 1, lambda:0.218864774612356, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.219066600100002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219066605945392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.219066600100002"
[1] "Starting iterative with newton 0.219066600100002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597030894674263, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0599330741807124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599330775934095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0599330741807124"
[1] "Starting iterative with newton 0.0599330741807124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509044667928249, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510611445974243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510611460817611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0510611445974243"
[1] "Starting iterative with newton 0.0510611445974243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504254288540325, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.050578569426244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505785708387655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0505785708387655"
[1] "Starting iterative with newton 0.0505785708387655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503994146378914, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0505523644245503, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505523658332525, diff to last: 0"
[1] "Final threshold is: 0.0038208449277747"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.238945753915366"
[1] "Newton iter: 1, lambda:0.3411406317439, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.343333553235262, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343334548124318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343334548124523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343334548124318"
[1] "Starting iterative with newton 0.343334548124318"
[1] "Starting newton at: 0.239302920854341"
[1] "Newton iter: 1, lambda:0.132469091389817, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.133784401167952, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13378460111765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133784601117654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13378460111765"
[1] "Starting iterative with newton 0.13378460111765"
[1] "Starting newton at: 0.195755987786964"
[1] "Newton iter: 1, lambda:0.117193695624246, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.117853672199535, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117853718825706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117853718825707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117853718825707"
[1] "Starting iterative with newton 0.117853718825707"
[1] "Starting newton at: 0.211686870078907"
[1] "Newton iter: 1, lambda:0.115641266723384, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.116621568664195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116621670924739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11662167092474, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.116621670924739"
[1] "Starting iterative with newton 0.116621670924739"
[1] "Starting newton at: 0.212918917979875"
[1] "Newton iter: 1, lambda:0.115518492314931, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.116526161136623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116526269136647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116526269136649, diff to last: 0"
[1] "Final threshold is: 0.00880727952987797"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.469142977145439"
[1] "Newton iter: 1, lambda:0.433608173519508, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.433927426385788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.433927452368915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433927452368916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.433927452368915"
[1] "Starting iterative with newton 0.433927452368915"
[1] "Starting newton at: 0.198118116719796"
[1] "Newton iter: 1, lambda:0.206015823270398, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.206026015583361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206026015600328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206026015600328"
[1] "Starting iterative with newton 0.206026015600328"
[1] "Starting newton at: 0.213684538375486"
[1] "Newton iter: 1, lambda:0.182476433071471, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.182625482878455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182625486283006, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182625482878455"
[1] "Starting iterative with newton 0.182625482878455"
[1] "Starting newton at: 0.195999550888136"
[1] "Newton iter: 1, lambda:0.180103007704538, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.180141447116568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180141447341477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180141447341477"
[1] "Starting iterative with newton 0.180141447341477"
[1] "Starting newton at: 0.198483586425115"
[1] "Newton iter: 1, lambda:0.179823962826347, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.179876882061006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179876882486964, diff to last: 0"
[1] "Final threshold is: 0.0135954407256265"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0.540593529256826"
[1] "Newton iter: 1, lambda:0.589960640727456, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.590855689601852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.590855979351912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590855979351942, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590855979351942"
[1] "Starting iterative with newton 0.590855979351942"
[1] "Starting newton at: 0.425915618987812"
[1] "Newton iter: 1, lambda:0.339900038411633, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.341765488637104, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341766377548527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341766377548729, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.341766377548527"
[1] "Starting iterative with newton 0.341766377548527"
[1] "Starting newton at: 0.180862820208281"
[1] "Newton iter: 1, lambda:0.29913874374838, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.302562508811241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.302565351305543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302565351307502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.302565351305543"
[1] "Starting iterative with newton 0.302565351305543"
[1] "Starting newton at: 0.178881964560144"
[1] "Newton iter: 1, lambda:0.29296376178625, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.296118778093163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.296121170449895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29612117045127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29612117045127"
[1] "Starting iterative with newton 0.29612117045127"
[1] "Starting newton at: 0.185326145414418"
[1] "Newton iter: 1, lambda:0.292284457873002, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.295052412348891, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.295054250922422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295054250923233, diff to last: 0"
[1] "Final threshold is: 0.0223007677463036"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 0.724851843571783"
[1] "Newton iter: 1, lambda:0.639168051925352, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.642078579971535, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.642082045582137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642082045587046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642082045587046"
[1] "Starting iterative with newton 0.642082045587046"
[1] "Starting newton at: 0.407895617163617"
[1] "Newton iter: 1, lambda:0.420361688944143, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.420411485058268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420411485851225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.420411485058268"
[1] "Starting iterative with newton 0.420411485058268"
[1] "Starting newton at: 0.439710638868858"
[1] "Newton iter: 1, lambda:0.375138410471282, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.376391121632795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.376391597857174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376391597857243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.376391597857243"
[1] "Starting iterative with newton 0.376391597857243"
[1] "Starting newton at: 0.448605066594134"
[1] "Newton iter: 1, lambda:0.36525119843904, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.367309993887464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.367311266100602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367311266101088, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.367311266100602"
[1] "Starting iterative with newton 0.367311266100602"
[1] "Starting newton at: 0.454979523918684"
[1] "Newton iter: 1, lambda:0.362921065658653, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.365423045635438, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.365424920272102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365424920273154, diff to last: 0"
[1] "Final threshold is: 0.0276195182757084"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 0.626272314026945"
[1] "Newton iter: 1, lambda:0.68422434442434, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.685749471492769, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685750507844753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685750507845231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685750507844753"
[1] "Starting iterative with newton 0.685750507844753"
[1] "Starting newton at: 0.644398886129933"
[1] "Newton iter: 1, lambda:0.506948809328402, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.513881031394138, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.513899347251592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513899347379255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513899347251592"
[1] "Starting iterative with newton 0.513899347251592"
[1] "Starting newton at: 0.394380793543069"
[1] "Newton iter: 1, lambda:0.474128698021645, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.476488809279228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.476490849192138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476490849193662, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.476490849192138"
[1] "Starting iterative with newton 0.476490849192138"
[1] "Starting newton at: 0.409915607182012"
[1] "Newton iter: 1, lambda:0.466905785846945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.468095854553667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468096368505959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468096368506055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.468096368505959"
[1] "Starting iterative with newton 0.468096368505959"
[1] "Starting newton at: 0.410486175472894"
[1] "Newton iter: 1, lambda:0.465109370837957, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.466199950003531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.466200380735342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466200380735409, diff to last: 0"
[1] "Final threshold is: 0.0352363213933958"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 0.960955084176247"
[1] "Newton iter: 1, lambda:0.855748667261794, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.862082163735456, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.862106481479128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.862106481836557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.862106481479128"
[1] "Starting iterative with newton 0.862106481479128"
[1] "Starting newton at: 0.688359635452134"
[1] "Newton iter: 1, lambda:0.790285085413381, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.796559057619113, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796582005470746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796582005776936, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796582005776936"
[1] "Starting iterative with newton 0.796582005776936"
[1] "Starting newton at: 0.706323851500243"
[1] "Newton iter: 1, lambda:0.773044424843656, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.775664512061852, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.775668456535018, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775668456543949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.775668456535018"
[1] "Starting iterative with newton 0.775668456535018"
[1] "Starting newton at: 0.712176695448984"
[1] "Newton iter: 1, lambda:0.767120349548506, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.768881872460345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.768883647179668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768883647181468, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.768883647179668"
[1] "Starting iterative with newton 0.768883647179668"
[1] "Starting newton at: 0.711005985266572"
[1] "Newton iter: 1, lambda:0.764973422216535, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.766669805371856, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.766671448920232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.766671448921773, diff to last: 0"
[1] "Final threshold is: 0.0579465026061955"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 0.858764035497078"
[1] "Newton iter: 1, lambda:0.919706400207677, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.922191814096571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.922195831891331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.922195831901817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.922195831891331"
[1] "Starting iterative with newton 0.922195831891331"
[1] "Starting newton at: 0.860544873948795"
[1] "Newton iter: 1, lambda:0.897840993343148, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.898750319358564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.898750850451401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898750850451583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898750850451583"
[1] "Starting iterative with newton 0.898750850451583"
[1] "Starting newton at: 0.866001991154103"
[1] "Newton iter: 1, lambda:0.890542042377828, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.890931760605415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.890931857745485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.890931857745491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.890931857745491"
[1] "Starting iterative with newton 0.890931857745491"
[1] "Starting newton at: 0.869183480731919"
[1] "Newton iter: 1, lambda:0.88807541136087, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.88830544326505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.888305477060488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.888305477060489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.888305477060488"
[1] "Starting iterative with newton 0.888305477060488"
[1] "Starting newton at: 0.863642921024685"
[1] "Newton iter: 1, lambda:0.887066874738554, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.887421107407203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887421187517847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.887421187517851, diff to last: 0"
[1] "Final threshold is: 0.0670730000806986"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.06640063522532"
[1] "Newton iter: 1, lambda:1.01035569171029, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.0125875495387, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01259121965267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01259121966258, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01259121966258"
[1] "Starting iterative with newton 1.01259121966258"
[1] "Starting newton at: 1.08211819011902"
[1] "Newton iter: 1, lambda:1.05159517990256, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.05227969893527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05228005012186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05228005012195, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05228005012195"
[1] "Starting iterative with newton 1.05228005012195"
[1] "Starting newton at: 1.0922527558751"
[1] "Newton iter: 1, lambda:1.06643040598389, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.06692490581068, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06692509026021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06692509026024, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06692509026024"
[1] "Starting iterative with newton 1.06692509026024"
[1] "Starting newton at: 1.09195483069825"
[1] "Newton iter: 1, lambda:1.07195904909308, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.07225738454398, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07225745183015, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07225745183016, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07225745183015"
[1] "Starting iterative with newton 1.07225745183015"
[1] "Starting newton at: 1.09339315579862"
[1] "Newton iter: 1, lambda:1.07390579161583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.0741894778546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07418953874644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07418953874644, diff to last: 0"
[1] "Final threshold is: 0.0811893112677981"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.51773337149026"
[1] "Newton iter: 1, lambda:1.31005606122083, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.34924680445043, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.35105208709062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35105580116077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35105580117646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35105580116077"
[1] "Starting iterative with newton 1.35105580116077"
[1] "Starting newton at: 1.48277601265068"
[1] "Newton iter: 1, lambda:1.7164014494123, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.80714834559517, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.81991810088131, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.82015105309212, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82015112944015, diff to last: 0"
[1] "Newton iter: 6, lambda:1.82015112944016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82015112944015"
[1] "Starting iterative with newton 1.82015112944015"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.308273568744392"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.49343719394415"
[1] "Newton iter: 1, lambda:1.32901522179963, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.35490953122287, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.35569090557273, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35569160196531, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35569160196586, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35569160196586"
[1] "Starting iterative with newton 1.35569160196586"
[1] "Starting newton at: 1.43682324578549"
[1] "Newton iter: 1, lambda:1.69841608854823, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.81269580209654, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.83351181774575, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.83414198958707, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.8341425532335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.83414255323395, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8341425532335"
[1] "Starting iterative with newton 1.8341425532335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.38303615187566"
[1] "Newton iter: 1, lambda:1.4219048129934, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.42383099315699, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42383556854291, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42383556856868, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42383556854291"
[1] "Starting iterative with newton 1.42383556854291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.21932069096055"
[1] "Newton iter: 1, lambda:1.47885453752231, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.5906376474153, diff to last: 0.112"
[1] "Newton iter: 3, lambda:1.61119147941517, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.61183486255232, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61183547894936, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61183547894993, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61183547894993"
[1] "Starting iterative with newton 1.61183547894993"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
threshold is:
[{'ad': 0.0014557981204159137, 'da': 0.0033755759457731174, 'dd': 0.0038208449277747024}, {'ad': 0.008807279529877974, 'da': 0.013595440725626509, 'dd': 0.022300767746303594}, {'ad': 0.02761951827570836, 'da': 0.035236321393395775, 'dd': 0.057946502606195466}, {'ad': 0.06707300008069861, 'da': 0.08118931126779806, 'dd': 0.3082735687443918}, {'ad': 0.33297351053420227, 'da': 0.33297351053420227, 'dd': 0.33297351053420227}]
Number of points in noise estimation: 128
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.4295210159358"
[1] "Starting iterative with newton 17.4295210159358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6357740116911"
[1] "Starting iterative with newton 12.6357740116911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.787177871024"
[1] "Starting iterative with newton 11.787177871024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.62339471153423"
[1] "Starting iterative with newton 6.62339471153423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.59905316261206"
[1] "Starting iterative with newton 4.59905316261206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 2.3498470898519"
[1] "Newton iter: 1, lambda:1.69888307825237, diff to last: 0.651"
[1] "Newton iter: 2, lambda:1.68409891637281, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.68397173473601, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6839717251277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68397173473601"
[1] "Starting iterative with newton 1.68397173473601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 1.89342154580324"
[1] "Newton iter: 1, lambda:1.54681087499787, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.50768788984151, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.50657402046443, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50657307184631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50657307184562, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50657307184631"
[1] "Starting iterative with newton 1.50657307184631"
[1] "Starting newton at: 1.82232579233734"
[1] "Newton iter: 1, lambda:1.48850186190636, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.44249216871498, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44074762299495, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44074498539508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44074498538904, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44074498538904"
[1] "Starting iterative with newton 1.44074498538904"
[1] "Starting newton at: 1.73123546521138"
[1] "Newton iter: 1, lambda:1.42533448303136, diff to last: 0.306"
[1] "Newton iter: 2, lambda:1.37498714479775, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.37260878253519, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37260322258182, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37260322255138, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37260322255138"
[1] "Starting iterative with newton 1.37260322255138"
[1] "Starting newton at: 1.66121513856441"
[1] "Newton iter: 1, lambda:1.37158618127188, diff to last: 0.29"
[1] "Newton iter: 2, lambda:1.31730287853716, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.31422056210931, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31421018949465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31421018937697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31421018937697"
[1] "Starting iterative with newton 1.31421018937697"
[1] "Starting newton at: 1.61253877834658"
[1] "Newton iter: 1, lambda:1.32917430784376, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.27044483908449, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.26651172918926, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26649335826686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649335786536, diff to last: 0"
[1] "Final threshold is: 0.0957240037641078"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 1.25851183759274"
[1] "Newton iter: 1, lambda:1.2302236865378, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.22928126691666, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22928020113348, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22928020113212, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22928020113212"
[1] "Starting iterative with newton 1.22928020113212"
[1] "Starting newton at: 1.40828246290923"
[1] "Newton iter: 1, lambda:1.40907649894141, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.40907597207944, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4090759720792, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40907597207944"
[1] "Starting iterative with newton 1.40907597207944"
[1] "Starting newton at: 1.560360607834"
[1] "Newton iter: 1, lambda:1.57919647150583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.57899131050105, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57899128701885, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57899128701885, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57899128701885"
[1] "Starting iterative with newton 1.57899128701885"
[1] "Starting newton at: 1.74527711666307"
[1] "Newton iter: 1, lambda:1.73003888142701, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.7299594799468, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7299594776857, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.7299594776857"
[1] "Starting iterative with newton 1.7299594776857"
[1] "Starting newton at: 1.86682023757183"
[1] "Newton iter: 1, lambda:1.83910877650337, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.83894721616925, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83894720992686, diff to last: 0"
[1] "Final threshold is: 0.138991166871756"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 1.30879996547199"
[1] "Newton iter: 1, lambda:1.24577685307234, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.24145988546676, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.24143842177833, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24143842124627, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24143842124627"
[1] "Starting iterative with newton 1.24143842124627"
[1] "Starting newton at: 1.54426691613093"
[1] "Newton iter: 1, lambda:1.56604895338766, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.56577902836412, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56577898870206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56577898870206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56577898870206"
[1] "Starting iterative with newton 1.56577898870206"
[1] "Starting newton at: 1.88304926197529"
[1] "Newton iter: 1, lambda:1.85537184003609, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.85526265453295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85526265248107, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85526265248107"
[1] "Starting iterative with newton 1.85526265248107"
[1] "Starting newton at: 2.03436521988144"
[1] "Newton iter: 1, lambda:2.03796107688964, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03796093667357, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03796093667357, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03796093667357"
[1] "Starting iterative with newton 2.03796093667357"
[1] "Starting newton at: 2.22654522612507"
[1] "Newton iter: 1, lambda:2.12761596696811, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.12890207673012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12890216694005, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12890216694005, diff to last: 0"
[1] "Final threshold is: 0.160906520177148"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.33400988606887"
[1] "Newton iter: 1, lambda:1.26272307038738, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.257562311063, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25753311532729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25753311438919, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25753311438919"
[1] "Starting iterative with newton 1.25753311438919"
[1] "Starting newton at: 1.68612095852709"
[1] "Newton iter: 1, lambda:1.71861377371949, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.71827421114172, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71827417853493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71827417853493, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.71827417853493"
[1] "Starting iterative with newton 1.71827417853493"
[1] "Starting newton at: 2.04434307987905"
[1] "Newton iter: 1, lambda:2.05315656473208, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.05316168170674, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05316168170869, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.05316168170869"
[1] "Starting iterative with newton 2.05316168170869"
[1] "Starting newton at: 2.18996619727094"
[1] "Newton iter: 1, lambda:2.22169670071715, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.22186137971527, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22186138482155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22186137971527"
[1] "Starting iterative with newton 2.22186137971527"
[1] "Starting newton at: 2.35003340296118"
[1] "Newton iter: 1, lambda:2.3086685118839, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30911056952786, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30911061497616, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30911061497616, diff to last: 0"
[1] "Final threshold is: 0.174527021264661"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.56152689423972"
[1] "Newton iter: 1, lambda:1.53590625092326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.53562653438665, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53562649824628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53562649824628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53562649824628"
[1] "Starting iterative with newton 1.53562649824628"
[1] "Starting newton at: 2.26140737483674"
[1] "Newton iter: 1, lambda:2.27238460249244, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.2724481686626, diff to last: 0"
[1] "Newton iter: 3, lambda:2.272448170826, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2724481686626"
[1] "Starting iterative with newton 2.2724481686626"
[1] "Starting newton at: 2.65989752713685"
[1] "Newton iter: 1, lambda:2.69059307095713, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.6913150253169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.6913154270246, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69131542702472, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.6913154270246"
[1] "Starting iterative with newton 2.6913154270246"
[1] "Starting newton at: 2.86373939683574"
[1] "Newton iter: 1, lambda:2.89764885846205, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.89862018474182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.89862097692912, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89862097692965, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.89862097692912"
[1] "Starting iterative with newton 2.89862097692912"
[1] "Starting newton at: 2.98978551831764"
[1] "Newton iter: 1, lambda:3.01060777767779, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.01098861002812, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01098873637359, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0109887363736, diff to last: 0"
[1] "Final threshold is: 0.227576319563259"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.54493889920316"
[1] "Newton iter: 1, lambda:1.54717880916736, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.54717667369029, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54717667368836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54717667368836"
[1] "Starting iterative with newton 1.54717667368836"
[1] "Starting newton at: 2.2384465815938"
[1] "Newton iter: 1, lambda:2.30521620677679, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30752151080443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30752451834813, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30752451835326, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30752451834813"
[1] "Starting iterative with newton 2.30752451834813"
[1] "Starting newton at: 2.71136470420983"
[1] "Newton iter: 1, lambda:2.72854327214862, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.72877216838005, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72877220907442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72877220907443, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72877220907442"
[1] "Starting iterative with newton 2.72877220907442"
[1] "Starting newton at: 2.88853603401122"
[1] "Newton iter: 1, lambda:2.92848183652223, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.92982036484527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.92982185525167, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92982185525352, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92982185525167"
[1] "Starting iterative with newton 2.92982185525167"
[1] "Starting newton at: 3.04910953035862"
[1] "Newton iter: 1, lambda:3.03698855286306, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.03711328701954, diff to last: 0"
[1] "Newton iter: 3, lambda:3.03711330030458, diff to last: 0"
[1] "Newton iter: 4, lambda:3.03711330030458, diff to last: 0"
[1] "Final threshold is: 0.229550864349092"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.72571074020661"
[1] "Newton iter: 1, lambda:1.7226904438087, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.72268969534448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72268969534443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72268969534448"
[1] "Starting iterative with newton 1.72268969534448"
[1] "Starting newton at: 2.57185882721112"
[1] "Newton iter: 1, lambda:2.51844036898849, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.52084726475761, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52085212138046, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52085212140024, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52085212138046"
[1] "Starting iterative with newton 2.52085212138046"
[1] "Starting newton at: 2.96383116961999"
[1] "Newton iter: 1, lambda:2.96344561641836, diff to last: 0"
[1] "Newton iter: 2, lambda:2.96344576971525, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96344576971528, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.96344576971528"
[1] "Starting iterative with newton 2.96344576971528"
[1] "Starting newton at: 3.24597036028313"
[1] "Newton iter: 1, lambda:3.21582962817562, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.21679905152895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.21680008121699, diff to last: 0"
[1] "Newton iter: 4, lambda:3.21680008121815, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.21680008121815"
[1] "Starting iterative with newton 3.21680008121815"
[1] "Starting newton at: 3.34952335868416"
[1] "Newton iter: 1, lambda:3.3824892515939, diff to last: 0.033"
[1] "Newton iter: 2, lambda:3.38373517953434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.38373690433366, diff to last: 0"
[1] "Newton iter: 4, lambda:3.38373690433696, diff to last: 0"
[1] "Final threshold is: 0.255749342983621"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.89379163941122"
[1] "Newton iter: 1, lambda:2.31754629193549, diff to last: 0.424"
[1] "Newton iter: 2, lambda:2.4302390768317, diff to last: 0.113"
[1] "Newton iter: 3, lambda:2.44706586321608, diff to last: 0.017"
[1] "Newton iter: 4, lambda:2.44745032458343, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44745052431622, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44745052431627, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44745052431622"
[1] "Starting iterative with newton 2.44745052431622"
[1] "Starting newton at: 3.11034484791212"
[1] "Newton iter: 1, lambda:3.2534963948988, diff to last: 0.143"
[1] "Newton iter: 2, lambda:3.28915825170492, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.29127171177655, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.29127889251978, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29127889260248, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29127889251978"
[1] "Starting iterative with newton 3.29127889251978"
[1] "Starting newton at: 3.69944003902997"
[1] "Newton iter: 1, lambda:3.89129340831336, diff to last: 0.192"
[1] "Newton iter: 2, lambda:3.98242830960218, diff to last: 0.091"
[1] "Newton iter: 3, lambda:4.00197542727768, diff to last: 0.02"
[1] "Newton iter: 4, lambda:4.00278766856149, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.00278902519108, diff to last: 0"
[1] "Newton iter: 6, lambda:4.00278902519486, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.00278902519108"
[1] "Starting iterative with newton 4.00278902519108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09572400376410783, 'dd': 0.13899116687175597}, {'ad': 0.1609065201771481, 'da': 0.17452702126466085, 'dd': 0.22757631956325874}, {'ad': 0.22955086434909228, 'da': 0.2557493429836213, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359813994528554. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.4295210159358"
[1] "Starting iterative with newton 17.4295210159358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6357740116911"
[1] "Starting iterative with newton 12.6357740116911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.787177871024"
[1] "Starting iterative with newton 11.787177871024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.62339471153423"
[1] "Starting iterative with newton 6.62339471153423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.59905316261206"
[1] "Starting iterative with newton 4.59905316261206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 2.3498470898519"
[1] "Newton iter: 1, lambda:1.69888307825237, diff to last: 0.651"
[1] "Newton iter: 2, lambda:1.68409891637281, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.68397173473601, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6839717251277, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68397173473601"
[1] "Starting iterative with newton 1.68397173473601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 1.89342154580324"
[1] "Newton iter: 1, lambda:1.54681087499787, diff to last: 0.347"
[1] "Newton iter: 2, lambda:1.50768788984151, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.50657402046443, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50657307184631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50657307184562, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50657307184631"
[1] "Starting iterative with newton 1.50657307184631"
[1] "Starting newton at: 1.82232579233734"
[1] "Newton iter: 1, lambda:1.48850186190636, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.44249216871498, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.44074762299495, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.44074498539508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44074498538904, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44074498538904"
[1] "Starting iterative with newton 1.44074498538904"
[1] "Starting newton at: 1.73123546521138"
[1] "Newton iter: 1, lambda:1.42533448303136, diff to last: 0.306"
[1] "Newton iter: 2, lambda:1.37498714479775, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.37260878253519, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37260322258182, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37260322255138, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37260322255138"
[1] "Starting iterative with newton 1.37260322255138"
[1] "Starting newton at: 1.66121513856441"
[1] "Newton iter: 1, lambda:1.37158618127188, diff to last: 0.29"
[1] "Newton iter: 2, lambda:1.31730287853716, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.31422056210931, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31421018949465, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31421018937697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31421018937697"
[1] "Starting iterative with newton 1.31421018937697"
[1] "Starting newton at: 1.61253877834658"
[1] "Newton iter: 1, lambda:1.32917430784376, diff to last: 0.283"
[1] "Newton iter: 2, lambda:1.27044483908449, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.26651172918926, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26649335826686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26649335786536, diff to last: 0"
[1] "Final threshold is: 0.0957240037641078"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 1.25851183759274"
[1] "Newton iter: 1, lambda:1.2302236865378, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.22928126691666, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22928020113348, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22928020113212, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22928020113212"
[1] "Starting iterative with newton 1.22928020113212"
[1] "Starting newton at: 1.40828246290923"
[1] "Newton iter: 1, lambda:1.40907649894141, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.40907597207944, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4090759720792, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40907597207944"
[1] "Starting iterative with newton 1.40907597207944"
[1] "Starting newton at: 1.560360607834"
[1] "Newton iter: 1, lambda:1.57919647150583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.57899131050105, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57899128701885, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57899128701885, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57899128701885"
[1] "Starting iterative with newton 1.57899128701885"
[1] "Starting newton at: 1.74527711666307"
[1] "Newton iter: 1, lambda:1.73003888142701, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.7299594799468, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7299594776857, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.7299594776857"
[1] "Starting iterative with newton 1.7299594776857"
[1] "Starting newton at: 1.86682023757183"
[1] "Newton iter: 1, lambda:1.83910877650337, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.83894721616925, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83894720992686, diff to last: 0"
[1] "Final threshold is: 0.138991166871756"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 1.30879996547199"
[1] "Newton iter: 1, lambda:1.24577685307234, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.24145988546676, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.24143842177833, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24143842124627, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24143842124627"
[1] "Starting iterative with newton 1.24143842124627"
[1] "Starting newton at: 1.54426691613093"
[1] "Newton iter: 1, lambda:1.56604895338766, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.56577902836412, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56577898870206, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56577898870206, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56577898870206"
[1] "Starting iterative with newton 1.56577898870206"
[1] "Starting newton at: 1.88304926197529"
[1] "Newton iter: 1, lambda:1.85537184003609, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.85526265453295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85526265248107, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85526265248107"
[1] "Starting iterative with newton 1.85526265248107"
[1] "Starting newton at: 2.03436521988144"
[1] "Newton iter: 1, lambda:2.03796107688964, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.03796093667357, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03796093667357, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03796093667357"
[1] "Starting iterative with newton 2.03796093667357"
[1] "Starting newton at: 2.22654522612507"
[1] "Newton iter: 1, lambda:2.12761596696811, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.12890207673012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12890216694005, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12890216694005, diff to last: 0"
[1] "Final threshold is: 0.160906520177148"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.33400988606887"
[1] "Newton iter: 1, lambda:1.26272307038738, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.257562311063, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25753311532729, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25753311438919, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25753311438919"
[1] "Starting iterative with newton 1.25753311438919"
[1] "Starting newton at: 1.68612095852709"
[1] "Newton iter: 1, lambda:1.71861377371949, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.71827421114172, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71827417853493, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71827417853493, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.71827417853493"
[1] "Starting iterative with newton 1.71827417853493"
[1] "Starting newton at: 2.04434307987905"
[1] "Newton iter: 1, lambda:2.05315656473208, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.05316168170674, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05316168170869, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.05316168170869"
[1] "Starting iterative with newton 2.05316168170869"
[1] "Starting newton at: 2.18996619727094"
[1] "Newton iter: 1, lambda:2.22169670071715, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.22186137971527, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22186138482155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.22186137971527"
[1] "Starting iterative with newton 2.22186137971527"
[1] "Starting newton at: 2.35003340296118"
[1] "Newton iter: 1, lambda:2.3086685118839, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.30911056952786, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30911061497616, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30911061497616, diff to last: 0"
[1] "Final threshold is: 0.174527021264661"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.56152689423972"
[1] "Newton iter: 1, lambda:1.53590625092326, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.53562653438665, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53562649824628, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53562649824628, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53562649824628"
[1] "Starting iterative with newton 1.53562649824628"
[1] "Starting newton at: 2.26140737483674"
[1] "Newton iter: 1, lambda:2.27238460249244, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.2724481686626, diff to last: 0"
[1] "Newton iter: 3, lambda:2.272448170826, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.2724481686626"
[1] "Starting iterative with newton 2.2724481686626"
[1] "Starting newton at: 2.65989752713685"
[1] "Newton iter: 1, lambda:2.69059307095713, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.6913150253169, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.6913154270246, diff to last: 0"
[1] "Newton iter: 4, lambda:2.69131542702472, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.6913154270246"
[1] "Starting iterative with newton 2.6913154270246"
[1] "Starting newton at: 2.86373939683574"
[1] "Newton iter: 1, lambda:2.89764885846205, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.89862018474182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.89862097692912, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89862097692965, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.89862097692912"
[1] "Starting iterative with newton 2.89862097692912"
[1] "Starting newton at: 2.98978551831764"
[1] "Newton iter: 1, lambda:3.01060777767779, diff to last: 0.021"
[1] "Newton iter: 2, lambda:3.01098861002812, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01098873637359, diff to last: 0"
[1] "Newton iter: 4, lambda:3.0109887363736, diff to last: 0"
[1] "Final threshold is: 0.227576319563259"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.54493889920316"
[1] "Newton iter: 1, lambda:1.54717880916736, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.54717667369029, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54717667368836, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54717667368836"
[1] "Starting iterative with newton 1.54717667368836"
[1] "Starting newton at: 2.2384465815938"
[1] "Newton iter: 1, lambda:2.30521620677679, diff to last: 0.067"
[1] "Newton iter: 2, lambda:2.30752151080443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.30752451834813, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30752451835326, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30752451834813"
[1] "Starting iterative with newton 2.30752451834813"
[1] "Starting newton at: 2.71136470420983"
[1] "Newton iter: 1, lambda:2.72854327214862, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.72877216838005, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72877220907442, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72877220907443, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.72877220907442"
[1] "Starting iterative with newton 2.72877220907442"
[1] "Starting newton at: 2.88853603401122"
[1] "Newton iter: 1, lambda:2.92848183652223, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.92982036484527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.92982185525167, diff to last: 0"
[1] "Newton iter: 4, lambda:2.92982185525352, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92982185525167"
[1] "Starting iterative with newton 2.92982185525167"
[1] "Starting newton at: 3.04910953035862"
[1] "Newton iter: 1, lambda:3.03698855286306, diff to last: 0.012"
[1] "Newton iter: 2, lambda:3.03711328701954, diff to last: 0"
[1] "Newton iter: 3, lambda:3.03711330030458, diff to last: 0"
[1] "Newton iter: 4, lambda:3.03711330030458, diff to last: 0"
[1] "Final threshold is: 0.229550864349092"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.72571074020661"
[1] "Newton iter: 1, lambda:1.7226904438087, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.72268969534448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.72268969534443, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.72268969534448"
[1] "Starting iterative with newton 1.72268969534448"
[1] "Starting newton at: 2.57185882721112"
[1] "Newton iter: 1, lambda:2.51844036898849, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.52084726475761, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52085212138046, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52085212140024, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.52085212138046"
[1] "Starting iterative with newton 2.52085212138046"
[1] "Starting newton at: 2.96383116961999"
[1] "Newton iter: 1, lambda:2.96344561641836, diff to last: 0"
[1] "Newton iter: 2, lambda:2.96344576971525, diff to last: 0"
[1] "Newton iter: 3, lambda:2.96344576971528, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.96344576971528"
[1] "Starting iterative with newton 2.96344576971528"
[1] "Starting newton at: 3.24597036028313"
[1] "Newton iter: 1, lambda:3.21582962817562, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.21679905152895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.21680008121699, diff to last: 0"
[1] "Newton iter: 4, lambda:3.21680008121815, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.21680008121815"
[1] "Starting iterative with newton 3.21680008121815"
[1] "Starting newton at: 3.34952335868416"
[1] "Newton iter: 1, lambda:3.3824892515939, diff to last: 0.033"
[1] "Newton iter: 2, lambda:3.38373517953434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.38373690433366, diff to last: 0"
[1] "Newton iter: 4, lambda:3.38373690433696, diff to last: 0"
[1] "Final threshold is: 0.255749342983621"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.89379163941122"
[1] "Newton iter: 1, lambda:2.31754629193549, diff to last: 0.424"
[1] "Newton iter: 2, lambda:2.4302390768317, diff to last: 0.113"
[1] "Newton iter: 3, lambda:2.44706586321608, diff to last: 0.017"
[1] "Newton iter: 4, lambda:2.44745032458343, diff to last: 0"
[1] "Newton iter: 5, lambda:2.44745052431622, diff to last: 0"
[1] "Newton iter: 6, lambda:2.44745052431627, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.44745052431622"
[1] "Starting iterative with newton 2.44745052431622"
[1] "Starting newton at: 3.11034484791212"
[1] "Newton iter: 1, lambda:3.2534963948988, diff to last: 0.143"
[1] "Newton iter: 2, lambda:3.28915825170492, diff to last: 0.036"
[1] "Newton iter: 3, lambda:3.29127171177655, diff to last: 0.002"
[1] "Newton iter: 4, lambda:3.29127889251978, diff to last: 0"
[1] "Newton iter: 5, lambda:3.29127889260248, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.29127889251978"
[1] "Starting iterative with newton 3.29127889251978"
[1] "Starting newton at: 3.69944003902997"
[1] "Newton iter: 1, lambda:3.89129340831336, diff to last: 0.192"
[1] "Newton iter: 2, lambda:3.98242830960218, diff to last: 0.091"
[1] "Newton iter: 3, lambda:4.00197542727768, diff to last: 0.02"
[1] "Newton iter: 4, lambda:4.00278766856149, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.00278902519108, diff to last: 0"
[1] "Newton iter: 6, lambda:4.00278902519486, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.00278902519108"
[1] "Starting iterative with newton 4.00278902519108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: Inf"
[1] "Starting iterative with newton Inf"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09572400376410783, 'dd': 0.13899116687175597}, {'ad': 0.1609065201771481, 'da': 0.17452702126466085, 'dd': 0.22757631956325874}, {'ad': 0.22955086434909228, 'da': 0.2557493429836213, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.359813994528554. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07558192324470468
0.07558192324470468
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.189564916814494"
[1] "Newton iter: 1, lambda:0.133370190835513, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.133613966812693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13361397141928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133613966812693"
[1] "Starting iterative with newton 0.133613966812693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224322882942356, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224495438959747, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022449543906187, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0224495438959747"
[1] "Starting iterative with newton 0.0224495438959747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193341239414036, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193458032358299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193458032400924, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193458032358299"
[1] "Starting iterative with newton 0.0193458032358299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192518311382425, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192633801457882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019263380149945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0192633801457882"
[1] "Starting iterative with newton 0.0192633801457882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192496488838552, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192611944486066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192611944527606, diff to last: 0"
[1] "Final threshold is: 0.00145579812041591"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139676772043464, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141713858450452, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141714290463035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141714290463055, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141714290463035"
[1] "Starting iterative with newton 0.141714290463035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485072963716354, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048622142070435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486221427140575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0486221427140575"
[1] "Starting iterative with newton 0.0486221427140575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0447272614311998, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448219072694013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448219076931383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0448219072694013"
[1] "Starting iterative with newton 0.0448219072694013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044573561857137, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446674320698736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446674324861353, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0446674324861353"
[1] "Starting iterative with newton 0.0446674324861353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445673156582081, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446611544250379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446611548409981, diff to last: 0"
[1] "Final threshold is: 0.00337557594577312"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.256443712746372"
[1] "Newton iter: 1, lambda:0.218864774612356, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.219066600100002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219066605945392, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.219066600100002"
[1] "Starting iterative with newton 0.219066600100002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597030894674263, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0599330741807124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599330775934095, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0599330741807124"
[1] "Starting iterative with newton 0.0599330741807124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509044667928249, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510611445974243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510611460817611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0510611445974243"
[1] "Starting iterative with newton 0.0510611445974243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504254288540325, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.050578569426244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505785708387655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0505785708387655"
[1] "Starting iterative with newton 0.0505785708387655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0503994146378914, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0505523644245503, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0505523658332525, diff to last: 0"
[1] "Final threshold is: 0.0038208449277747"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.238945753915366"
[1] "Newton iter: 1, lambda:0.3411406317439, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.343333553235262, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343334548124318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343334548124523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343334548124318"
[1] "Starting iterative with newton 0.343334548124318"
[1] "Starting newton at: 0.239302920854341"
[1] "Newton iter: 1, lambda:0.132469091389817, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.133784401167952, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.13378460111765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133784601117654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13378460111765"
[1] "Starting iterative with newton 0.13378460111765"
[1] "Starting newton at: 0.195755987786964"
[1] "Newton iter: 1, lambda:0.117193695624246, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.117853672199535, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117853718825706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117853718825707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117853718825707"
[1] "Starting iterative with newton 0.117853718825707"
[1] "Starting newton at: 0.211686870078907"
[1] "Newton iter: 1, lambda:0.115641266723384, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.116621568664195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116621670924739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11662167092474, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.116621670924739"
[1] "Starting iterative with newton 0.116621670924739"
[1] "Starting newton at: 0.212918917979875"
[1] "Newton iter: 1, lambda:0.115518492314931, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.116526161136623, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116526269136647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116526269136649, diff to last: 0"
[1] "Final threshold is: 0.00880727952987797"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.469142977145439"
[1] "Newton iter: 1, lambda:0.433608173519508, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.433927426385788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.433927452368915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433927452368916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.433927452368915"
[1] "Starting iterative with newton 0.433927452368915"
[1] "Starting newton at: 0.198118116719796"
[1] "Newton iter: 1, lambda:0.206015823270398, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.206026015583361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.206026015600328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206026015600328"
[1] "Starting iterative with newton 0.206026015600328"
[1] "Starting newton at: 0.213684538375486"
[1] "Newton iter: 1, lambda:0.182476433071471, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.182625482878455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.182625486283006, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182625482878455"
[1] "Starting iterative with newton 0.182625482878455"
[1] "Starting newton at: 0.195999550888136"
[1] "Newton iter: 1, lambda:0.180103007704538, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.180141447116568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180141447341477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180141447341477"
[1] "Starting iterative with newton 0.180141447341477"
[1] "Starting newton at: 0.198483586425115"
[1] "Newton iter: 1, lambda:0.179823962826347, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.179876882061006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.179876882486964, diff to last: 0"
[1] "Final threshold is: 0.0135954407256265"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.65361169335189"
[1] "Starting iterative with newton 2.65361169335189"
[1] "Starting newton at: 0.540593529256826"
[1] "Newton iter: 1, lambda:0.589960640727456, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.590855689601852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.590855979351912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590855979351942, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590855979351942"
[1] "Starting iterative with newton 0.590855979351942"
[1] "Starting newton at: 0.425915618987812"
[1] "Newton iter: 1, lambda:0.339900038411633, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.341765488637104, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341766377548527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341766377548729, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.341766377548527"
[1] "Starting iterative with newton 0.341766377548527"
[1] "Starting newton at: 0.180862820208281"
[1] "Newton iter: 1, lambda:0.29913874374838, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.302562508811241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.302565351305543, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302565351307502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.302565351305543"
[1] "Starting iterative with newton 0.302565351305543"
[1] "Starting newton at: 0.178881964560144"
[1] "Newton iter: 1, lambda:0.29296376178625, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.296118778093163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.296121170449895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.29612117045127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29612117045127"
[1] "Starting iterative with newton 0.29612117045127"
[1] "Starting newton at: 0.185326145414418"
[1] "Newton iter: 1, lambda:0.292284457873002, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.295052412348891, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.295054250922422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295054250923233, diff to last: 0"
[1] "Final threshold is: 0.0223007677463036"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01916983100869"
[1] "Starting iterative with newton 2.01916983100869"
[1] "Starting newton at: 0.724851843571783"
[1] "Newton iter: 1, lambda:0.639168051925352, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.642078579971535, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.642082045582137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642082045587046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642082045587046"
[1] "Starting iterative with newton 0.642082045587046"
[1] "Starting newton at: 0.407895617163617"
[1] "Newton iter: 1, lambda:0.420361688944143, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.420411485058268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.420411485851225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.420411485058268"
[1] "Starting iterative with newton 0.420411485058268"
[1] "Starting newton at: 0.439710638868858"
[1] "Newton iter: 1, lambda:0.375138410471282, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.376391121632795, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.376391597857174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376391597857243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.376391597857243"
[1] "Starting iterative with newton 0.376391597857243"
[1] "Starting newton at: 0.448605066594134"
[1] "Newton iter: 1, lambda:0.36525119843904, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.367309993887464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.367311266100602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367311266101088, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.367311266100602"
[1] "Starting iterative with newton 0.367311266100602"
[1] "Starting newton at: 0.454979523918684"
[1] "Newton iter: 1, lambda:0.362921065658653, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.365423045635438, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.365424920272102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365424920273154, diff to last: 0"
[1] "Final threshold is: 0.0276195182757084"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.59862587779987"
[1] "Starting iterative with newton 1.59862587779987"
[1] "Starting newton at: 0.626272314026945"
[1] "Newton iter: 1, lambda:0.68422434442434, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.685749471492769, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.685750507844753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685750507845231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685750507844753"
[1] "Starting iterative with newton 0.685750507844753"
[1] "Starting newton at: 0.644398886129933"
[1] "Newton iter: 1, lambda:0.506948809328402, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.513881031394138, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.513899347251592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513899347379255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.513899347251592"
[1] "Starting iterative with newton 0.513899347251592"
[1] "Starting newton at: 0.394380793543069"
[1] "Newton iter: 1, lambda:0.474128698021645, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.476488809279228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.476490849192138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476490849193662, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.476490849192138"
[1] "Starting iterative with newton 0.476490849192138"
[1] "Starting newton at: 0.409915607182012"
[1] "Newton iter: 1, lambda:0.466905785846945, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.468095854553667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.468096368505959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468096368506055, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.468096368505959"
[1] "Starting iterative with newton 0.468096368505959"
[1] "Starting newton at: 0.410486175472894"
[1] "Newton iter: 1, lambda:0.465109370837957, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.466199950003531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.466200380735342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466200380735409, diff to last: 0"
[1] "Final threshold is: 0.0352363213933958"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.07859792447336"
[1] "Starting iterative with newton 1.07859792447336"
[1] "Starting newton at: 0.960955084176247"
[1] "Newton iter: 1, lambda:0.855748667261794, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.862082163735456, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.862106481479128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.862106481836557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.862106481479128"
[1] "Starting iterative with newton 0.862106481479128"
[1] "Starting newton at: 0.688359635452134"
[1] "Newton iter: 1, lambda:0.790285085413381, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.796559057619113, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.796582005470746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.796582005776936, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.796582005776936"
[1] "Starting iterative with newton 0.796582005776936"
[1] "Starting newton at: 0.706323851500243"
[1] "Newton iter: 1, lambda:0.773044424843656, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.775664512061852, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.775668456535018, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775668456543949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.775668456535018"
[1] "Starting iterative with newton 0.775668456535018"
[1] "Starting newton at: 0.712176695448984"
[1] "Newton iter: 1, lambda:0.767120349548506, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.768881872460345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.768883647179668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768883647181468, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.768883647179668"
[1] "Starting iterative with newton 0.768883647179668"
[1] "Starting newton at: 0.711005985266572"
[1] "Newton iter: 1, lambda:0.764973422216535, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.766669805371856, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.766671448920232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.766671448921773, diff to last: 0"
[1] "Final threshold is: 0.0579465026061955"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.994089670047831"
[1] "Starting iterative with newton 0.994089670047831"
[1] "Starting newton at: 0.858764035497078"
[1] "Newton iter: 1, lambda:0.919706400207677, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.922191814096571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.922195831891331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.922195831901817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.922195831891331"
[1] "Starting iterative with newton 0.922195831891331"
[1] "Starting newton at: 0.860544873948795"
[1] "Newton iter: 1, lambda:0.897840993343148, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.898750319358564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.898750850451401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898750850451583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898750850451583"
[1] "Starting iterative with newton 0.898750850451583"
[1] "Starting newton at: 0.866001991154103"
[1] "Newton iter: 1, lambda:0.890542042377828, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.890931760605415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.890931857745485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.890931857745491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.890931857745491"
[1] "Starting iterative with newton 0.890931857745491"
[1] "Starting newton at: 0.869183480731919"
[1] "Newton iter: 1, lambda:0.88807541136087, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.88830544326505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.888305477060488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.888305477060489, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.888305477060488"
[1] "Starting iterative with newton 0.888305477060488"
[1] "Starting newton at: 0.863642921024685"
[1] "Newton iter: 1, lambda:0.887066874738554, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.887421107407203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887421187517847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.887421187517851, diff to last: 0"
[1] "Final threshold is: 0.0670730000806986"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.908717255503173"
[1] "Starting iterative with newton 0.908717255503173"
[1] "Starting newton at: 1.06640063522532"
[1] "Newton iter: 1, lambda:1.01035569171029, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.0125875495387, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.01259121965267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01259121966258, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01259121966258"
[1] "Starting iterative with newton 1.01259121966258"
[1] "Starting newton at: 1.08211819011902"
[1] "Newton iter: 1, lambda:1.05159517990256, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.05227969893527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05228005012186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05228005012195, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05228005012195"
[1] "Starting iterative with newton 1.05228005012195"
[1] "Starting newton at: 1.0922527558751"
[1] "Newton iter: 1, lambda:1.06643040598389, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.06692490581068, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06692509026021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06692509026024, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06692509026024"
[1] "Starting iterative with newton 1.06692509026024"
[1] "Starting newton at: 1.09195483069825"
[1] "Newton iter: 1, lambda:1.07195904909308, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.07225738454398, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07225745183015, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07225745183016, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07225745183015"
[1] "Starting iterative with newton 1.07225745183015"
[1] "Starting newton at: 1.09339315579862"
[1] "Newton iter: 1, lambda:1.07390579161583, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.0741894778546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.07418953874644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07418953874644, diff to last: 0"
[1] "Final threshold is: 0.0811893112677981"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.747055527952657"
[1] "Starting iterative with newton 0.747055527952657"
[1] "Starting newton at: 1.51773337149026"
[1] "Newton iter: 1, lambda:1.31005606122083, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.34924680445043, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.35105208709062, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35105580116077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35105580117646, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35105580116077"
[1] "Starting iterative with newton 1.35105580116077"
[1] "Starting newton at: 1.48277601265068"
[1] "Newton iter: 1, lambda:1.7164014494123, diff to last: 0.234"
[1] "Newton iter: 2, lambda:1.80714834559517, diff to last: 0.091"
[1] "Newton iter: 3, lambda:1.81991810088131, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.82015105309212, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82015112944015, diff to last: 0"
[1] "Newton iter: 6, lambda:1.82015112944016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82015112944015"
[1] "Starting iterative with newton 1.82015112944015"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.308273568744392"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.738011388784595"
[1] "Starting iterative with newton 0.738011388784595"
[1] "Starting newton at: 1.49343719394415"
[1] "Newton iter: 1, lambda:1.32901522179963, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.35490953122287, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.35569090557273, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35569160196531, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35569160196586, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35569160196586"
[1] "Starting iterative with newton 1.35569160196586"
[1] "Starting newton at: 1.43682324578549"
[1] "Newton iter: 1, lambda:1.69841608854823, diff to last: 0.262"
[1] "Newton iter: 2, lambda:1.81269580209654, diff to last: 0.114"
[1] "Newton iter: 3, lambda:1.83351181774575, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.83414198958707, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.8341425532335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.83414255323395, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8341425532335"
[1] "Starting iterative with newton 1.8341425532335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.706331663182653"
[1] "Starting iterative with newton 0.706331663182653"
[1] "Starting newton at: 1.38303615187566"
[1] "Newton iter: 1, lambda:1.4219048129934, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.42383099315699, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.42383556854291, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42383556856868, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42383556854291"
[1] "Starting iterative with newton 1.42383556854291"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0755819232447047"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674470948450676"
[1] "Starting iterative with newton 0.674470948450676"
[1] "Starting newton at: 1.21932069096055"
[1] "Newton iter: 1, lambda:1.47885453752231, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.5906376474153, diff to last: 0.112"
[1] "Newton iter: 3, lambda:1.61119147941517, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.61183486255232, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.61183547894936, diff to last: 0"
[1] "Newton iter: 6, lambda:1.61183547894993, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.61183547894993"
[1] "Starting iterative with newton 1.61183547894993"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332973510534202"
threshold is:
[{'ad': 0.0014557981204159137, 'da': 0.0033755759457731174, 'dd': 0.0038208449277747024}, {'ad': 0.008807279529877974, 'da': 0.013595440725626509, 'dd': 0.022300767746303594}, {'ad': 0.02761951827570836, 'da': 0.035236321393395775, 'dd': 0.057946502606195466}, {'ad': 0.06707300008069861, 'da': 0.08118931126779806, 'dd': 0.3082735687443918}, {'ad': 0.33297351053420227, 'da': 0.33297351053420227, 'dd': 0.33297351053420227}]
Number of points in noise estimation: 128
Estimated noise: 0.07558192324470468
0.07558192324470468
threshold is:
[{'ad': 0.06405725897858972, 'da': 0.022732476870116355, 'dd': 0.038741595687481006}, {'ad': 0.0031939696038685295, 'da': 0.00813122601290961, 'dd': 0.01756047532719769}, {'ad': 0.027081344341068625, 'da': 0.03020213535180478, 'dd': 0.054009326768939964}, {'ad': 0.05727227872172236, 'da': 0.07464759158003019, 'dd': 0.3082735687443918}, {'ad': 0.33297351053420227, 'da': 0.33297351053420227, 'dd': 0.33297351053420227}]
['peppers256', 0.075, 1, 0.005480003857946678, 0.0018696599827907135, 0.0015355227685767546, 0.005778048420215964, 0.0018725691626588692, 0.0019098741799917552, 0.0018725691626588692, 0.0019098741799917552, 22.61219135770309, 27.282373672733296, 28.13743739498389, 22.382188230760214, 27.275621328240142, 27.189952425612553, 27.275621328240142, 27.189952425612553]
peppers256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116583989175591, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.117553677406897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117553744217104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117553744217104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117553744217104"
[1] "Starting iterative with newton 0.117553744217104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.040193167612142, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402431935066599, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402431935841577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0402431935066599"
[1] "Starting iterative with newton 0.0402431935066599"
[1] "Starting newton at: 0.0743533526197604"
[1] "Newton iter: 1, lambda:0.0387277110339185, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0387660860510576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387660860955854, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0387660860510576"
[1] "Starting iterative with newton 0.0387660860510576"
[1] "Starting newton at: 0.0758304600753626"
[1] "Newton iter: 1, lambda:0.0386951628960403, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387368412136904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387368412661915, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0387368412136904"
[1] "Starting iterative with newton 0.0387368412136904"
[1] "Starting newton at: 0.0758597049127298"
[1] "Newton iter: 1, lambda:0.0386945167427256, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387362618277376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387362618804066, diff to last: 0"
[1] "Final threshold is: 0.00292247122237251"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127305381225912, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12879085818496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128791059721299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128791059721302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128791059721299"
[1] "Starting iterative with newton 0.128791059721299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310545891037504, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310853758580789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310853758883427, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0310853758580789"
[1] "Starting iterative with newton 0.0310853758580789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288767516384263, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0289018612239162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0289018612429051, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0289018612239162"
[1] "Starting iterative with newton 0.0289018612239162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288283107030592, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288533036771545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028853303695943, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028853303695943"
[1] "Starting iterative with newton 0.028853303695943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288272335906189, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288522239763768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288522239951608, diff to last: 0"
[1] "Final threshold is: 0.00217676642747259"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.156547632076161"
[1] "Newton iter: 1, lambda:0.201147468665011, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.201418675644712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201418685639133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.201418685639133"
[1] "Starting iterative with newton 0.201418685639133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596865059959413, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598980419443798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598980446024869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0598980446024869"
[1] "Starting iterative with newton 0.0598980446024869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0538435910479817, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540032961431262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540032975487263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0540032975487263"
[1] "Starting iterative with newton 0.0540032975487263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536027517821438, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537605354884517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537605368561346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0537605354884517"
[1] "Starting iterative with newton 0.0537605354884517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053592834787395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537505397369254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537505411030667, diff to last: 0"
[1] "Final threshold is: 0.00405522892888391"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.229917011337453"
[1] "Newton iter: 1, lambda:0.341202083442252, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.343821999936077, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343823428595066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343823428595491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343823428595066"
[1] "Starting iterative with newton 0.343823428595066"
[1] "Starting newton at: 0.197410238336434"
[1] "Newton iter: 1, lambda:0.137901120878883, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.138301857186043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138301875400531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138301875400531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.138301875400531"
[1] "Starting iterative with newton 0.138301875400531"
[1] "Starting newton at: 0.20393181549297"
[1] "Newton iter: 1, lambda:0.12169891465588, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.122421802000141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122421858007156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122421858007156, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122421858007156"
[1] "Starting iterative with newton 0.122421858007156"
[1] "Starting newton at: 0.217537440826324"
[1] "Newton iter: 1, lambda:0.12014159876074, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.121150558720627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121150667336631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121150667336632, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121150667336632"
[1] "Starting iterative with newton 0.121150667336632"
[1] "Starting newton at: 0.218808631496849"
[1] "Newton iter: 1, lambda:0.120010750616023, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.121048540422276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121048655292604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121048655292605, diff to last: 0"
[1] "Final threshold is: 0.00913255938770564"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430252912588503"
[1] "Newton iter: 1, lambda:0.432519601349152, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.432520909111065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4325209091115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4325209091115"
[1] "Starting iterative with newton 0.4325209091115"
[1] "Starting newton at: 0.340942429289127"
[1] "Newton iter: 1, lambda:0.2112964217857, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.213959649020745, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213960786746485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213960786746692, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213960786746485"
[1] "Starting iterative with newton 0.213960786746485"
[1] "Starting newton at: 0.138037096754921"
[1] "Newton iter: 1, lambda:0.190534627462866, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.190961114743172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190961142809809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190961142809809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190961142809809"
[1] "Starting iterative with newton 0.190961142809809"
[1] "Starting newton at: 0.148560298488731"
[1] "Newton iter: 1, lambda:0.188187040141703, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.188428825146354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188428834127903, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188428834127903"
[1] "Starting iterative with newton 0.188428834127903"
[1] "Starting newton at: 0.151092607170637"
[1] "Newton iter: 1, lambda:0.187939575279851, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.188148497504045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188148504206786, diff to last: 0"
[1] "Final threshold is: 0.0141949316514334"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0.625013041149133"
[1] "Newton iter: 1, lambda:0.563464161166567, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.564742483698799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564743045955808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564743045955917, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564743045955808"
[1] "Starting iterative with newton 0.564743045955808"
[1] "Starting newton at: 0.299342044003901"
[1] "Newton iter: 1, lambda:0.336823765543821, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.33719324825202, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337193283991933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337193283991933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337193283991933"
[1] "Starting iterative with newton 0.337193283991933"
[1] "Starting newton at: 0.174539458504137"
[1] "Newton iter: 1, lambda:0.294135150465293, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.29772895040043, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297732167120417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297732167122993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.297732167122993"
[1] "Starting iterative with newton 0.297732167122993"
[1] "Starting newton at: 0.191107301503079"
[1] "Newton iter: 1, lambda:0.288310928274542, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.290658096038584, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.290659454712973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290659454713429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.290659454712973"
[1] "Starting iterative with newton 0.290659454712973"
[1] "Starting newton at: 0.196810901156469"
[1] "Newton iter: 1, lambda:0.287351278152792, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.28938314994747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.289384166278969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289384166279224, diff to last: 0"
[1] "Final threshold is: 0.0218326926310417"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 0.642949758302914"
[1] "Newton iter: 1, lambda:0.632733739235021, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.632774927366301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.632774928038095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632774928038095"
[1] "Starting iterative with newton 0.632774928038095"
[1] "Starting newton at: 0.410744388993765"
[1] "Newton iter: 1, lambda:0.413906352144097, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.41390950867879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.413909508681934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.41390950867879"
[1] "Starting iterative with newton 0.41390950867879"
[1] "Starting newton at: 0.410419423532834"
[1] "Newton iter: 1, lambda:0.371016312297681, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.371478267547702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.371478331402246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371478331402247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371478331402246"
[1] "Starting iterative with newton 0.371478331402246"
[1] "Starting newton at: 0.392667200198378"
[1] "Newton iter: 1, lambda:0.36264619459667, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.362911857061043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.362911877949038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362911877949038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.362911877949038"
[1] "Starting iterative with newton 0.362911877949038"
[1] "Starting newton at: 0.391606008330954"
[1] "Newton iter: 1, lambda:0.360891573938596, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.361169014233252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.361169036963659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361169036963659, diff to last: 0"
[1] "Final threshold is: 0.0272485280493039"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 0.569566700416615"
[1] "Newton iter: 1, lambda:0.672719908154593, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.677471186846565, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.677480964557407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677480964598748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677480964557407"
[1] "Starting iterative with newton 0.677480964557407"
[1] "Starting newton at: 0.462510586895619"
[1] "Newton iter: 1, lambda:0.50045007058181, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.500993210665279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.500993321067432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500993321067437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.500993321067437"
[1] "Starting iterative with newton 0.500993321067437"
[1] "Starting newton at: 0.43103572143568"
[1] "Newton iter: 1, lambda:0.460318996866572, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.460630572178264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.460630607255851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460630607255851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.460630607255851"
[1] "Starting iterative with newton 0.460630607255851"
[1] "Starting newton at: 0.441222888404817"
[1] "Newton iter: 1, lambda:0.451078168452233, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.451113017682798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451113018117736, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.451113017682798"
[1] "Starting iterative with newton 0.451113017682798"
[1] "Starting newton at: 0.449387852943006"
[1] "Newton iter: 1, lambda:0.44885311145311, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.448853213630339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448853213630342, diff to last: 0"
[1] "Final threshold is: 0.0338638923326561"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 0.936796047147299"
[1] "Newton iter: 1, lambda:0.843399793088849, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.848316251079722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.848330555855631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.848330555976459, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.848330555855631"
[1] "Starting iterative with newton 0.848330555855631"
[1] "Starting newton at: 0.726387849718371"
[1] "Newton iter: 1, lambda:0.784222111504746, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.786163404207662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.786165544767075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786165544769675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786165544767075"
[1] "Starting iterative with newton 0.786165544767075"
[1] "Starting newton at: 0.738256807257296"
[1] "Newton iter: 1, lambda:0.766892671562989, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.76735760116559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767357722389493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767357722389501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767357722389493"
[1] "Starting iterative with newton 0.767357722389493"
[1] "Starting newton at: 0.740666290571011"
[1] "Newton iter: 1, lambda:0.761339246960533, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.761579904160021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7615799365153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761579936515301, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.761579936515301"
[1] "Starting iterative with newton 0.761579936515301"
[1] "Starting newton at: 0.745239954370465"
[1] "Newton iter: 1, lambda:0.759679879399959, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.759796877717361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759796885355402, diff to last: 0"
[1] "Final threshold is: 0.0573231490393186"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 0.867640197452344"
[1] "Newton iter: 1, lambda:0.929066757565289, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.931639459592953, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.931643843838963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.931643843851677, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.931643843838963"
[1] "Starting iterative with newton 0.931643843838963"
[1] "Starting newton at: 0.854424919095635"
[1] "Newton iter: 1, lambda:0.904889833480348, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.906593995135786, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.906595893524488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.906595893526841, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.906595893524488"
[1] "Starting iterative with newton 0.906595893524488"
[1] "Starting newton at: 0.862116538584434"
[1] "Newton iter: 1, lambda:0.897141924054989, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.897953209891889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.897953638018963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897953638019083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897953638019083"
[1] "Starting iterative with newton 0.897953638019083"
[1] "Starting newton at: 0.862154578768789"
[1] "Newton iter: 1, lambda:0.894269013043952, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.894949017442516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.894949317732772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89494931773283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89494931773283"
[1] "Starting iterative with newton 0.89494931773283"
[1] "Starting newton at: 0.859803924866789"
[1] "Newton iter: 1, lambda:0.893167903316651, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.89390186056728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.893902210217755, diff to last: 0"
[1] "Newton iter: 4, lambda:0.893902210217835, diff to last: 0"
[1] "Final threshold is: 0.0674407741406251"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.07956205606149"
[1] "Newton iter: 1, lambda:1.00520034078125, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.00909348479011, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.00910468837495, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00910468846753, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00910468837495"
[1] "Starting iterative with newton 1.00910468837495"
[1] "Starting newton at: 1.05904010207916"
[1] "Newton iter: 1, lambda:1.04279024628337, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.04298636567966, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04298639453685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04298639453685, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04298639453685"
[1] "Starting iterative with newton 1.04298639453685"
[1] "Starting newton at: 1.04966496090937"
[1] "Newton iter: 1, lambda:1.05576303245038, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.05579121229775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05579121289729, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05579121289729"
[1] "Starting iterative with newton 1.05579121289729"
[1] "Starting newton at: 1.05080955774188"
[1] "Newton iter: 1, lambda:1.06050842130848, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.06058003411056, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06058003799185, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06058003411056"
[1] "Starting iterative with newton 1.06058003411056"
[1] "Starting newton at: 1.04714949052666"
[1] "Newton iter: 1, lambda:1.06219098514064, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06236393495543, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06236395761485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06236395761485, diff to last: 0"
[1] "Final threshold is: 0.0801504296258776"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.51229785550714"
[1] "Newton iter: 1, lambda:1.31705511869357, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.35272421529808, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.35424019841969, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35424286012631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424286013451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35424286013451"
[1] "Starting iterative with newton 1.35424286013451"
[1] "Starting newton at: 1.45826394204242"
[1] "Newton iter: 1, lambda:1.71839024858742, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.83561141964043, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.85849469131834, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.85928867074863, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85928960060257, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85928960060385, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85928960060257"
[1] "Starting iterative with newton 1.85928960060257"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.307716573005783"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.50065788940768"
[1] "Newton iter: 1, lambda:1.32738550576765, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35614363916679, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35712094799949, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35712205039564, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35712205039704, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35712205039564"
[1] "Starting iterative with newton 1.35712205039564"
[1] "Starting newton at: 1.41180331380984"
[1] "Newton iter: 1, lambda:1.69699918302474, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.83640777838971, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.86910733656087, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.87073885555327, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.87074276530268, diff to last: 0"
[1] "Newton iter: 6, lambda:1.87074276532509, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87074276532509"
[1] "Starting iterative with newton 1.87074276532509"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.42788346553479"
[1] "Newton iter: 1, lambda:1.41438224619798, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.41460209766133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.414602156744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.414602156744, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.414602156744"
[1] "Starting iterative with newton 1.414602156744"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.21651090870033"
[1] "Newton iter: 1, lambda:1.48488439217206, diff to last: 0.268"
[1] "Newton iter: 2, lambda:1.60563040754906, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.63012158256721, diff to last: 0.024"
[1] "Newton iter: 4, lambda:1.6310527674706, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63105407794335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63105407794594, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63105407794335"
[1] "Starting iterative with newton 1.63105407794335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
threshold is:
[{'ad': 0.002922471222372507, 'da': 0.0021767664274725887, 'dd': 0.004055228928883907}, {'ad': 0.009132559387705644, 'da': 0.014194931651433405, 'dd': 0.021832692631041692}, {'ad': 0.02724852804930387, 'da': 0.03386389233265614, 'dd': 0.05732314903931858}, {'ad': 0.06744077414062509, 'da': 0.08015042962587762, 'dd': 0.30771657300578287}, {'ad': 0.33237188637552845, 'da': 0.33237188637552845, 'dd': 0.33237188637552845}]
Number of points in noise estimation: 128
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.3577688152141"
[1] "Starting iterative with newton 18.3577688152141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.7487413771263"
[1] "Starting iterative with newton 12.7487413771263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0054356285639"
[1] "Starting iterative with newton 11.0054356285639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61099621129375"
[1] "Starting iterative with newton 6.61099621129375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65371094983592"
[1] "Starting iterative with newton 4.65371094983592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 2.39810351864348"
[1] "Newton iter: 1, lambda:1.69158246704689, diff to last: 0.707"
[1] "Newton iter: 2, lambda:1.70122786662576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70117528439644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70117528285606, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70117528285606"
[1] "Starting iterative with newton 1.70117528285606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 1.8668944269031"
[1] "Newton iter: 1, lambda:1.57838530309831, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.54895567129729, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.54837574971695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54837551531069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54837551531065, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54837551531065"
[1] "Starting iterative with newton 1.54837551531065"
[1] "Starting newton at: 1.79327851945401"
[1] "Newton iter: 1, lambda:1.51192794715836, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47700225211022, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47606344750856, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47606274086667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47606274086627, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47606274086627"
[1] "Starting iterative with newton 1.47606274086627"
[1] "Starting newton at: 1.70941465449086"
[1] "Newton iter: 1, lambda:1.42799032764224, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.3838446472358, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.38206049395843, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38205745506961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38205745506078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38205745506961"
[1] "Starting iterative with newton 1.38205745506961"
[1] "Starting newton at: 1.64031214436309"
[1] "Newton iter: 1, lambda:1.34673732662076, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.28892875946123, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.28530144600906, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.28528651979025, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28528651953702, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28528651953702"
[1] "Starting iterative with newton 1.28528651953702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 1.24186281216644"
[1] "Newton iter: 1, lambda:1.27418735970635, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.27300298296017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27300141784035, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27300141783761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27300141784035"
[1] "Starting iterative with newton 1.27300141784035"
[1] "Starting newton at: 1.46613776480794"
[1] "Newton iter: 1, lambda:1.48975466081958, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.48934596211696, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4893458435685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48934584356849, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48934584356849"
[1] "Starting iterative with newton 1.48934584356849"
[1] "Starting newton at: 1.64526958839627"
[1] "Newton iter: 1, lambda:1.68391931203953, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68321522899471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.6832150152162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68321501521618, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68321501521618"
[1] "Starting iterative with newton 1.68321501521618"
[1] "Starting newton at: 1.84042472106074"
[1] "Newton iter: 1, lambda:1.83383920151046, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.83382809496895, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83382809493654, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83382809493654"
[1] "Starting iterative with newton 1.83382809493654"
[1] "Starting newton at: 1.97130376614991"
[1] "Newton iter: 1, lambda:1.93476114683426, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.93457968479353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93457967919606, diff to last: 0"
[1] "Final threshold is: 0.145955060953949"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 1.1478311980883"
[1] "Newton iter: 1, lambda:1.21853344102824, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.21236051956359, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21231416481124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21231416218824, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21231416218824"
[1] "Starting iterative with newton 1.21231416218824"
[1] "Starting newton at: 1.51931420513688"
[1] "Newton iter: 1, lambda:1.50614495115036, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.50603649617302, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50603648863932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50603649617302"
[1] "Starting iterative with newton 1.50603649617302"
[1] "Starting newton at: 1.79475597801455"
[1] "Newton iter: 1, lambda:1.77694801286262, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.7768721040568, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77687210256182, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7768721040568"
[1] "Starting iterative with newton 1.7768721040568"
[1] "Starting newton at: 1.9336699553557"
[1] "Newton iter: 1, lambda:1.96950348828912, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.96937575315751, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96937575212115, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96937575212115"
[1] "Starting iterative with newton 1.96937575212115"
[1] "Starting newton at: 2.13261805446409"
[1] "Newton iter: 1, lambda:2.0769653239696, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.07718014411462, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07718014509283, diff to last: 0"
[1] "Final threshold is: 0.156713604031107"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.21039222761857"
[1] "Newton iter: 1, lambda:1.22194566256962, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22178649215795, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22178646213587, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22178646213587, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22178646213587"
[1] "Starting iterative with newton 1.22178646213587"
[1] "Starting newton at: 1.61680329023653"
[1] "Newton iter: 1, lambda:1.62393624791742, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.62391368662984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62391368640842, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62391368640842"
[1] "Starting iterative with newton 1.62391368640842"
[1] "Starting newton at: 1.93034574835873"
[1] "Newton iter: 1, lambda:1.97201275212268, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.97190349168022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97190349143856, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97190349143856"
[1] "Starting iterative with newton 1.97190349143856"
[1] "Starting newton at: 2.22361061505786"
[1] "Newton iter: 1, lambda:2.16305154357795, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.16368575871805, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16368580917982, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16368580917982, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16368580917982"
[1] "Starting iterative with newton 2.16368580917982"
[1] "Starting newton at: 2.32042291322976"
[1] "Newton iter: 1, lambda:2.27980787149251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.28016723162739, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28016725624868, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28016725624868, diff to last: 0"
[1] "Final threshold is: 0.172028039727137"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.56092576241003"
[1] "Newton iter: 1, lambda:1.50441702208469, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.50301015667914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50300912568634, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50300912568578, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50300912568634"
[1] "Starting iterative with newton 1.50300912568634"
[1] "Starting newton at: 2.22840778664455"
[1] "Newton iter: 1, lambda:2.24207787569463, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.24217138082769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24217138529665, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.24217138082769"
[1] "Starting iterative with newton 2.24217138082769"
[1] "Starting newton at: 2.64902821793415"
[1] "Newton iter: 1, lambda:2.66006544769056, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.66016005518541, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66016006215307, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66016006215307"
[1] "Starting iterative with newton 2.66016006215307"
[1] "Starting newton at: 2.87019640504606"
[1] "Newton iter: 1, lambda:2.87481200621144, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.87483065046325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87483065076718, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87483065046325"
[1] "Starting iterative with newton 2.87483065046325"
[1] "Starting newton at: 3.04653182215519"
[1] "Newton iter: 1, lambda:3.02150804753858, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.02208554437662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.02208585595922, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02208585595931, diff to last: 0"
[1] "Final threshold is: 0.228002355644333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.53797340796309"
[1] "Newton iter: 1, lambda:1.59377876997877, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.59241953518572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.59241886743038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59241886743022, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59241886743022"
[1] "Starting iterative with newton 1.59241886743022"
[1] "Starting newton at: 2.29251084390997"
[1] "Newton iter: 1, lambda:2.33359139037355, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.33455609924946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.33455665678926, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33455665678945, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33455665678945"
[1] "Starting iterative with newton 2.33455665678945"
[1] "Starting newton at: 2.7144561705341"
[1] "Newton iter: 1, lambda:2.74308272121886, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.74374930775092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74374966992735, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74374966992746, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74374966992735"
[1] "Starting iterative with newton 2.74374966992735"
[1] "Starting newton at: 2.89233500916005"
[1] "Newton iter: 1, lambda:2.9445773772223, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.94702200073307, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.94702729244403, diff to last: 0"
[1] "Newton iter: 4, lambda:2.9470272924688, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.9470272924688"
[1] "Starting iterative with newton 2.9470272924688"
[1] "Starting newton at: 3.02402351364353"
[1] "Newton iter: 1, lambda:3.05419446860698, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.05503996124891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.05504061648252, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05504061648292, diff to last: 0"
[1] "Final threshold is: 0.230488639418895"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.51960579829923"
[1] "Newton iter: 1, lambda:1.61113590187519, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.60780600039691, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.60780306403871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60780306403638, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60780306403638"
[1] "Starting iterative with newton 1.60780306403638"
[1] "Starting newton at: 2.44317611427243"
[1] "Newton iter: 1, lambda:2.39985580441041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.40126708191267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40126854977389, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40126854977548, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40126854977389"
[1] "Starting iterative with newton 2.40126854977389"
[1] "Starting newton at: 2.82075215431073"
[1] "Newton iter: 1, lambda:2.88380620329266, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.88770939668048, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.88772417963772, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88772417984949, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88772417984949"
[1] "Starting iterative with newton 2.88772417984949"
[1] "Starting newton at: 3.14648751141207"
[1] "Newton iter: 1, lambda:3.16123433632499, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.16145835426964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16145840545012, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16145840545012, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16145840545012"
[1] "Starting iterative with newton 3.16145840545012"
[1] "Starting newton at: 3.2379798296547"
[1] "Newton iter: 1, lambda:3.28326941177385, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.28545599624337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.28546091838048, diff to last: 0"
[1] "Newton iter: 4, lambda:3.28546091840538, diff to last: 0"
[1] "Final threshold is: 0.247872782069051"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.89072486811418"
[1] "Newton iter: 1, lambda:2.40362367657175, diff to last: 0.513"
[1] "Newton iter: 2, lambda:2.5934647102884, diff to last: 0.19"
[1] "Newton iter: 3, lambda:2.66234430443689, diff to last: 0.069"
[1] "Newton iter: 4, lambda:2.67249927662421, diff to last: 0.01"
[1] "Newton iter: 5, lambda:2.67271345976924, diff to last: 0"
[1] "Newton iter: 6, lambda:2.67271355410285, diff to last: 0"
[1] "Newton iter: 7, lambda:2.67271355410287, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.67271355410287"
[1] "Starting iterative with newton 2.67271355410287"
[1] "Starting newton at: 3.26262917556467"
[1] "Newton iter: 1, lambda:3.46473152590198, diff to last: 0.202"
[1] "Newton iter: 2, lambda:3.54656068521513, diff to last: 0.082"
[1] "Newton iter: 3, lambda:3.55963873422991, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.55994843376444, diff to last: 0"
[1] "Newton iter: 5, lambda:3.55994860438459, diff to last: 0"
[1] "Newton iter: 6, lambda:3.55994860438464, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.55994860438459"
[1] "Starting iterative with newton 3.55994860438459"
[1] "Starting newton at: 4.18161757925114"
[1] "Newton iter: 1, lambda:4.2069710797818, diff to last: 0.025"
[1] "Newton iter: 2, lambda:4.2083034660973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.20830698190771, diff to last: 0"
[1] "Newton iter: 4, lambda:4.20830698193212, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.20830698190771"
[1] "Starting iterative with newton 4.20830698190771"
[1] "Starting newton at: 4.50267660646533"
[1] "Newton iter: 1, lambda:4.5591074199638, diff to last: 0.056"
[1] "Newton iter: 2, lambda:4.56664316009328, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.56676441983957, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56676445072558, diff to last: 0"
[1] "Newton iter: 5, lambda:4.56676445072558, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.56676441983957"
[1] "Starting iterative with newton 4.56676441983957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14595506095394886}, {'ad': 0.15671360403110673, 'da': 0.1720280397271374, 'dd': 0.22800235564433258}, {'ad': 0.23048863941889544, 'da': 0.24787278206905117, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361018927122185. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.3577688152141"
[1] "Starting iterative with newton 18.3577688152141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.7487413771263"
[1] "Starting iterative with newton 12.7487413771263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0054356285639"
[1] "Starting iterative with newton 11.0054356285639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61099621129375"
[1] "Starting iterative with newton 6.61099621129375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65371094983592"
[1] "Starting iterative with newton 4.65371094983592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 2.39810351864348"
[1] "Newton iter: 1, lambda:1.69158246704689, diff to last: 0.707"
[1] "Newton iter: 2, lambda:1.70122786662576, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70117528439644, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70117528285606, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70117528285606"
[1] "Starting iterative with newton 1.70117528285606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 1.8668944269031"
[1] "Newton iter: 1, lambda:1.57838530309831, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.54895567129729, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.54837574971695, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54837551531069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54837551531065, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54837551531065"
[1] "Starting iterative with newton 1.54837551531065"
[1] "Starting newton at: 1.79327851945401"
[1] "Newton iter: 1, lambda:1.51192794715836, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.47700225211022, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.47606344750856, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47606274086667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47606274086627, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47606274086627"
[1] "Starting iterative with newton 1.47606274086627"
[1] "Starting newton at: 1.70941465449086"
[1] "Newton iter: 1, lambda:1.42799032764224, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.3838446472358, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.38206049395843, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38205745506961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38205745506078, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38205745506961"
[1] "Starting iterative with newton 1.38205745506961"
[1] "Starting newton at: 1.64031214436309"
[1] "Newton iter: 1, lambda:1.34673732662076, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.28892875946123, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.28530144600906, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.28528651979025, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28528651953702, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28528651953702"
[1] "Starting iterative with newton 1.28528651953702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 1.24186281216644"
[1] "Newton iter: 1, lambda:1.27418735970635, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.27300298296017, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27300141784035, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27300141783761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27300141784035"
[1] "Starting iterative with newton 1.27300141784035"
[1] "Starting newton at: 1.46613776480794"
[1] "Newton iter: 1, lambda:1.48975466081958, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.48934596211696, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4893458435685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48934584356849, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48934584356849"
[1] "Starting iterative with newton 1.48934584356849"
[1] "Starting newton at: 1.64526958839627"
[1] "Newton iter: 1, lambda:1.68391931203953, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.68321522899471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.6832150152162, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68321501521618, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68321501521618"
[1] "Starting iterative with newton 1.68321501521618"
[1] "Starting newton at: 1.84042472106074"
[1] "Newton iter: 1, lambda:1.83383920151046, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.83382809496895, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83382809493654, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83382809493654"
[1] "Starting iterative with newton 1.83382809493654"
[1] "Starting newton at: 1.97130376614991"
[1] "Newton iter: 1, lambda:1.93476114683426, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.93457968479353, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93457967919606, diff to last: 0"
[1] "Final threshold is: 0.145955060953949"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 1.1478311980883"
[1] "Newton iter: 1, lambda:1.21853344102824, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.21236051956359, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21231416481124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21231416218824, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21231416218824"
[1] "Starting iterative with newton 1.21231416218824"
[1] "Starting newton at: 1.51931420513688"
[1] "Newton iter: 1, lambda:1.50614495115036, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.50603649617302, diff to last: 0"
[1] "Newton iter: 3, lambda:1.50603648863932, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50603649617302"
[1] "Starting iterative with newton 1.50603649617302"
[1] "Starting newton at: 1.79475597801455"
[1] "Newton iter: 1, lambda:1.77694801286262, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.7768721040568, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77687210256182, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7768721040568"
[1] "Starting iterative with newton 1.7768721040568"
[1] "Starting newton at: 1.9336699553557"
[1] "Newton iter: 1, lambda:1.96950348828912, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.96937575315751, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96937575212115, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96937575212115"
[1] "Starting iterative with newton 1.96937575212115"
[1] "Starting newton at: 2.13261805446409"
[1] "Newton iter: 1, lambda:2.0769653239696, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.07718014411462, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07718014509283, diff to last: 0"
[1] "Final threshold is: 0.156713604031107"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.21039222761857"
[1] "Newton iter: 1, lambda:1.22194566256962, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.22178649215795, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22178646213587, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22178646213587, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22178646213587"
[1] "Starting iterative with newton 1.22178646213587"
[1] "Starting newton at: 1.61680329023653"
[1] "Newton iter: 1, lambda:1.62393624791742, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.62391368662984, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62391368640842, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62391368640842"
[1] "Starting iterative with newton 1.62391368640842"
[1] "Starting newton at: 1.93034574835873"
[1] "Newton iter: 1, lambda:1.97201275212268, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.97190349168022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97190349143856, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97190349143856"
[1] "Starting iterative with newton 1.97190349143856"
[1] "Starting newton at: 2.22361061505786"
[1] "Newton iter: 1, lambda:2.16305154357795, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.16368575871805, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16368580917982, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16368580917982, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16368580917982"
[1] "Starting iterative with newton 2.16368580917982"
[1] "Starting newton at: 2.32042291322976"
[1] "Newton iter: 1, lambda:2.27980787149251, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.28016723162739, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28016725624868, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28016725624868, diff to last: 0"
[1] "Final threshold is: 0.172028039727137"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.56092576241003"
[1] "Newton iter: 1, lambda:1.50441702208469, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.50301015667914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50300912568634, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50300912568578, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50300912568634"
[1] "Starting iterative with newton 1.50300912568634"
[1] "Starting newton at: 2.22840778664455"
[1] "Newton iter: 1, lambda:2.24207787569463, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.24217138082769, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24217138529665, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.24217138082769"
[1] "Starting iterative with newton 2.24217138082769"
[1] "Starting newton at: 2.64902821793415"
[1] "Newton iter: 1, lambda:2.66006544769056, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.66016005518541, diff to last: 0"
[1] "Newton iter: 3, lambda:2.66016006215307, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66016006215307"
[1] "Starting iterative with newton 2.66016006215307"
[1] "Starting newton at: 2.87019640504606"
[1] "Newton iter: 1, lambda:2.87481200621144, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.87483065046325, diff to last: 0"
[1] "Newton iter: 3, lambda:2.87483065076718, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87483065046325"
[1] "Starting iterative with newton 2.87483065046325"
[1] "Starting newton at: 3.04653182215519"
[1] "Newton iter: 1, lambda:3.02150804753858, diff to last: 0.025"
[1] "Newton iter: 2, lambda:3.02208554437662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.02208585595922, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02208585595931, diff to last: 0"
[1] "Final threshold is: 0.228002355644333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.53797340796309"
[1] "Newton iter: 1, lambda:1.59377876997877, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.59241953518572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.59241886743038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59241886743022, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59241886743022"
[1] "Starting iterative with newton 1.59241886743022"
[1] "Starting newton at: 2.29251084390997"
[1] "Newton iter: 1, lambda:2.33359139037355, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.33455609924946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.33455665678926, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33455665678945, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33455665678945"
[1] "Starting iterative with newton 2.33455665678945"
[1] "Starting newton at: 2.7144561705341"
[1] "Newton iter: 1, lambda:2.74308272121886, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.74374930775092, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.74374966992735, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74374966992746, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74374966992735"
[1] "Starting iterative with newton 2.74374966992735"
[1] "Starting newton at: 2.89233500916005"
[1] "Newton iter: 1, lambda:2.9445773772223, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.94702200073307, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.94702729244403, diff to last: 0"
[1] "Newton iter: 4, lambda:2.9470272924688, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.9470272924688"
[1] "Starting iterative with newton 2.9470272924688"
[1] "Starting newton at: 3.02402351364353"
[1] "Newton iter: 1, lambda:3.05419446860698, diff to last: 0.03"
[1] "Newton iter: 2, lambda:3.05503996124891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.05504061648252, diff to last: 0"
[1] "Newton iter: 4, lambda:3.05504061648292, diff to last: 0"
[1] "Final threshold is: 0.230488639418895"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.51960579829923"
[1] "Newton iter: 1, lambda:1.61113590187519, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.60780600039691, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.60780306403871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60780306403638, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60780306403638"
[1] "Starting iterative with newton 1.60780306403638"
[1] "Starting newton at: 2.44317611427243"
[1] "Newton iter: 1, lambda:2.39985580441041, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.40126708191267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40126854977389, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40126854977548, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.40126854977389"
[1] "Starting iterative with newton 2.40126854977389"
[1] "Starting newton at: 2.82075215431073"
[1] "Newton iter: 1, lambda:2.88380620329266, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.88770939668048, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.88772417963772, diff to last: 0"
[1] "Newton iter: 4, lambda:2.88772417984949, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.88772417984949"
[1] "Starting iterative with newton 2.88772417984949"
[1] "Starting newton at: 3.14648751141207"
[1] "Newton iter: 1, lambda:3.16123433632499, diff to last: 0.015"
[1] "Newton iter: 2, lambda:3.16145835426964, diff to last: 0"
[1] "Newton iter: 3, lambda:3.16145840545012, diff to last: 0"
[1] "Newton iter: 4, lambda:3.16145840545012, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.16145840545012"
[1] "Starting iterative with newton 3.16145840545012"
[1] "Starting newton at: 3.2379798296547"
[1] "Newton iter: 1, lambda:3.28326941177385, diff to last: 0.045"
[1] "Newton iter: 2, lambda:3.28545599624337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:3.28546091838048, diff to last: 0"
[1] "Newton iter: 4, lambda:3.28546091840538, diff to last: 0"
[1] "Final threshold is: 0.247872782069051"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.89072486811418"
[1] "Newton iter: 1, lambda:2.40362367657175, diff to last: 0.513"
[1] "Newton iter: 2, lambda:2.5934647102884, diff to last: 0.19"
[1] "Newton iter: 3, lambda:2.66234430443689, diff to last: 0.069"
[1] "Newton iter: 4, lambda:2.67249927662421, diff to last: 0.01"
[1] "Newton iter: 5, lambda:2.67271345976924, diff to last: 0"
[1] "Newton iter: 6, lambda:2.67271355410285, diff to last: 0"
[1] "Newton iter: 7, lambda:2.67271355410287, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.67271355410287"
[1] "Starting iterative with newton 2.67271355410287"
[1] "Starting newton at: 3.26262917556467"
[1] "Newton iter: 1, lambda:3.46473152590198, diff to last: 0.202"
[1] "Newton iter: 2, lambda:3.54656068521513, diff to last: 0.082"
[1] "Newton iter: 3, lambda:3.55963873422991, diff to last: 0.013"
[1] "Newton iter: 4, lambda:3.55994843376444, diff to last: 0"
[1] "Newton iter: 5, lambda:3.55994860438459, diff to last: 0"
[1] "Newton iter: 6, lambda:3.55994860438464, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.55994860438459"
[1] "Starting iterative with newton 3.55994860438459"
[1] "Starting newton at: 4.18161757925114"
[1] "Newton iter: 1, lambda:4.2069710797818, diff to last: 0.025"
[1] "Newton iter: 2, lambda:4.2083034660973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:4.20830698190771, diff to last: 0"
[1] "Newton iter: 4, lambda:4.20830698193212, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.20830698190771"
[1] "Starting iterative with newton 4.20830698190771"
[1] "Starting newton at: 4.50267660646533"
[1] "Newton iter: 1, lambda:4.5591074199638, diff to last: 0.056"
[1] "Newton iter: 2, lambda:4.56664316009328, diff to last: 0.008"
[1] "Newton iter: 3, lambda:4.56676441983957, diff to last: 0"
[1] "Newton iter: 4, lambda:4.56676445072558, diff to last: 0"
[1] "Newton iter: 5, lambda:4.56676445072558, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.56676441983957"
[1] "Starting iterative with newton 4.56676441983957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.14595506095394886}, {'ad': 0.15671360403110673, 'da': 0.1720280397271374, 'dd': 0.22800235564433258}, {'ad': 0.23048863941889544, 'da': 0.24787278206905117, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.361018927122185. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07544536009615244
0.07544536009615244
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116583989175591, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.117553677406897, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117553744217104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117553744217104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117553744217104"
[1] "Starting iterative with newton 0.117553744217104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.040193167612142, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402431935066599, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402431935841577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0402431935066599"
[1] "Starting iterative with newton 0.0402431935066599"
[1] "Starting newton at: 0.0743533526197604"
[1] "Newton iter: 1, lambda:0.0387277110339185, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0387660860510576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387660860955854, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0387660860510576"
[1] "Starting iterative with newton 0.0387660860510576"
[1] "Starting newton at: 0.0758304600753626"
[1] "Newton iter: 1, lambda:0.0386951628960403, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387368412136904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387368412661915, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0387368412136904"
[1] "Starting iterative with newton 0.0387368412136904"
[1] "Starting newton at: 0.0758597049127298"
[1] "Newton iter: 1, lambda:0.0386945167427256, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0387362618277376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387362618804066, diff to last: 0"
[1] "Final threshold is: 0.00292247122237251"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127305381225912, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12879085818496, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128791059721299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128791059721302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128791059721299"
[1] "Starting iterative with newton 0.128791059721299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310545891037504, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310853758580789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310853758883427, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0310853758580789"
[1] "Starting iterative with newton 0.0310853758580789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288767516384263, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0289018612239162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0289018612429051, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0289018612239162"
[1] "Starting iterative with newton 0.0289018612239162"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288283107030592, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288533036771545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028853303695943, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028853303695943"
[1] "Starting iterative with newton 0.028853303695943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0288272335906189, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288522239763768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0288522239951608, diff to last: 0"
[1] "Final threshold is: 0.00217676642747259"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.156547632076161"
[1] "Newton iter: 1, lambda:0.201147468665011, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.201418675644712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201418685639133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.201418685639133"
[1] "Starting iterative with newton 0.201418685639133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596865059959413, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598980419443798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598980446024869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0598980446024869"
[1] "Starting iterative with newton 0.0598980446024869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0538435910479817, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540032961431262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540032975487263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0540032975487263"
[1] "Starting iterative with newton 0.0540032975487263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536027517821438, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537605354884517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537605368561346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0537605354884517"
[1] "Starting iterative with newton 0.0537605354884517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053592834787395, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537505397369254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537505411030667, diff to last: 0"
[1] "Final threshold is: 0.00405522892888391"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.229917011337453"
[1] "Newton iter: 1, lambda:0.341202083442252, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.343821999936077, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343823428595066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343823428595491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.343823428595066"
[1] "Starting iterative with newton 0.343823428595066"
[1] "Starting newton at: 0.197410238336434"
[1] "Newton iter: 1, lambda:0.137901120878883, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.138301857186043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138301875400531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138301875400531, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.138301875400531"
[1] "Starting iterative with newton 0.138301875400531"
[1] "Starting newton at: 0.20393181549297"
[1] "Newton iter: 1, lambda:0.12169891465588, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.122421802000141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122421858007156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122421858007156, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122421858007156"
[1] "Starting iterative with newton 0.122421858007156"
[1] "Starting newton at: 0.217537440826324"
[1] "Newton iter: 1, lambda:0.12014159876074, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.121150558720627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121150667336631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121150667336632, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.121150667336632"
[1] "Starting iterative with newton 0.121150667336632"
[1] "Starting newton at: 0.218808631496849"
[1] "Newton iter: 1, lambda:0.120010750616023, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.121048540422276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121048655292604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121048655292605, diff to last: 0"
[1] "Final threshold is: 0.00913255938770564"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430252912588503"
[1] "Newton iter: 1, lambda:0.432519601349152, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.432520909111065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4325209091115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4325209091115"
[1] "Starting iterative with newton 0.4325209091115"
[1] "Starting newton at: 0.340942429289127"
[1] "Newton iter: 1, lambda:0.2112964217857, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.213959649020745, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213960786746485, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213960786746692, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213960786746485"
[1] "Starting iterative with newton 0.213960786746485"
[1] "Starting newton at: 0.138037096754921"
[1] "Newton iter: 1, lambda:0.190534627462866, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.190961114743172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190961142809809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190961142809809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190961142809809"
[1] "Starting iterative with newton 0.190961142809809"
[1] "Starting newton at: 0.148560298488731"
[1] "Newton iter: 1, lambda:0.188187040141703, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.188428825146354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188428834127903, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.188428834127903"
[1] "Starting iterative with newton 0.188428834127903"
[1] "Starting newton at: 0.151092607170637"
[1] "Newton iter: 1, lambda:0.187939575279851, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.188148497504045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188148504206786, diff to last: 0"
[1] "Final threshold is: 0.0141949316514334"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.41226938978065"
[1] "Starting iterative with newton 2.41226938978065"
[1] "Starting newton at: 0.625013041149133"
[1] "Newton iter: 1, lambda:0.563464161166567, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.564742483698799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564743045955808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564743045955917, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.564743045955808"
[1] "Starting iterative with newton 0.564743045955808"
[1] "Starting newton at: 0.299342044003901"
[1] "Newton iter: 1, lambda:0.336823765543821, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.33719324825202, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337193283991933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337193283991933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337193283991933"
[1] "Starting iterative with newton 0.337193283991933"
[1] "Starting newton at: 0.174539458504137"
[1] "Newton iter: 1, lambda:0.294135150465293, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.29772895040043, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.297732167120417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297732167122993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.297732167122993"
[1] "Starting iterative with newton 0.297732167122993"
[1] "Starting newton at: 0.191107301503079"
[1] "Newton iter: 1, lambda:0.288310928274542, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.290658096038584, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.290659454712973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290659454713429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.290659454712973"
[1] "Starting iterative with newton 0.290659454712973"
[1] "Starting newton at: 0.196810901156469"
[1] "Newton iter: 1, lambda:0.287351278152792, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.28938314994747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.289384166278969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289384166279224, diff to last: 0"
[1] "Final threshold is: 0.0218326926310417"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.02196111224082"
[1] "Starting iterative with newton 2.02196111224082"
[1] "Starting newton at: 0.642949758302914"
[1] "Newton iter: 1, lambda:0.632733739235021, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.632774927366301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.632774928038095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632774928038095"
[1] "Starting iterative with newton 0.632774928038095"
[1] "Starting newton at: 0.410744388993765"
[1] "Newton iter: 1, lambda:0.413906352144097, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.41390950867879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.413909508681934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.41390950867879"
[1] "Starting iterative with newton 0.41390950867879"
[1] "Starting newton at: 0.410419423532834"
[1] "Newton iter: 1, lambda:0.371016312297681, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.371478267547702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.371478331402246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371478331402247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371478331402246"
[1] "Starting iterative with newton 0.371478331402246"
[1] "Starting newton at: 0.392667200198378"
[1] "Newton iter: 1, lambda:0.36264619459667, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.362911857061043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.362911877949038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362911877949038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.362911877949038"
[1] "Starting iterative with newton 0.362911877949038"
[1] "Starting newton at: 0.391606008330954"
[1] "Newton iter: 1, lambda:0.360891573938596, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.361169014233252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.361169036963659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361169036963659, diff to last: 0"
[1] "Final threshold is: 0.0272485280493039"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63637943677971"
[1] "Starting iterative with newton 1.63637943677971"
[1] "Starting newton at: 0.569566700416615"
[1] "Newton iter: 1, lambda:0.672719908154593, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.677471186846565, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.677480964557407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677480964598748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677480964557407"
[1] "Starting iterative with newton 0.677480964557407"
[1] "Starting newton at: 0.462510586895619"
[1] "Newton iter: 1, lambda:0.50045007058181, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.500993210665279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.500993321067432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500993321067437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.500993321067437"
[1] "Starting iterative with newton 0.500993321067437"
[1] "Starting newton at: 0.43103572143568"
[1] "Newton iter: 1, lambda:0.460318996866572, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.460630572178264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.460630607255851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460630607255851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.460630607255851"
[1] "Starting iterative with newton 0.460630607255851"
[1] "Starting newton at: 0.441222888404817"
[1] "Newton iter: 1, lambda:0.451078168452233, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.451113017682798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.451113018117736, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.451113017682798"
[1] "Starting iterative with newton 0.451113017682798"
[1] "Starting newton at: 0.449387852943006"
[1] "Newton iter: 1, lambda:0.44885311145311, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.448853213630339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448853213630342, diff to last: 0"
[1] "Final threshold is: 0.0338638923326561"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.06488858032143"
[1] "Starting iterative with newton 1.06488858032143"
[1] "Starting newton at: 0.936796047147299"
[1] "Newton iter: 1, lambda:0.843399793088849, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.848316251079722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.848330555855631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.848330555976459, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.848330555855631"
[1] "Starting iterative with newton 0.848330555855631"
[1] "Starting newton at: 0.726387849718371"
[1] "Newton iter: 1, lambda:0.784222111504746, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.786163404207662, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.786165544767075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.786165544769675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.786165544767075"
[1] "Starting iterative with newton 0.786165544767075"
[1] "Starting newton at: 0.738256807257296"
[1] "Newton iter: 1, lambda:0.766892671562989, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.76735760116559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767357722389493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767357722389501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767357722389493"
[1] "Starting iterative with newton 0.767357722389493"
[1] "Starting newton at: 0.740666290571011"
[1] "Newton iter: 1, lambda:0.761339246960533, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.761579904160021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7615799365153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761579936515301, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.761579936515301"
[1] "Starting iterative with newton 0.761579936515301"
[1] "Starting newton at: 0.745239954370465"
[1] "Newton iter: 1, lambda:0.759679879399959, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.759796877717361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.759796885355402, diff to last: 0"
[1] "Final threshold is: 0.0573231490393186"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.00588988703202"
[1] "Starting iterative with newton 1.00588988703202"
[1] "Starting newton at: 0.867640197452344"
[1] "Newton iter: 1, lambda:0.929066757565289, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.931639459592953, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.931643843838963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.931643843851677, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.931643843838963"
[1] "Starting iterative with newton 0.931643843838963"
[1] "Starting newton at: 0.854424919095635"
[1] "Newton iter: 1, lambda:0.904889833480348, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.906593995135786, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.906595893524488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.906595893526841, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.906595893524488"
[1] "Starting iterative with newton 0.906595893524488"
[1] "Starting newton at: 0.862116538584434"
[1] "Newton iter: 1, lambda:0.897141924054989, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.897953209891889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.897953638018963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897953638019083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897953638019083"
[1] "Starting iterative with newton 0.897953638019083"
[1] "Starting newton at: 0.862154578768789"
[1] "Newton iter: 1, lambda:0.894269013043952, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.894949017442516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.894949317732772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89494931773283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89494931773283"
[1] "Starting iterative with newton 0.89494931773283"
[1] "Starting newton at: 0.859803924866789"
[1] "Newton iter: 1, lambda:0.893167903316651, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.89390186056728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.893902210217755, diff to last: 0"
[1] "Newton iter: 4, lambda:0.893902210217835, diff to last: 0"
[1] "Final threshold is: 0.0674407741406251"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.921836140643366"
[1] "Starting iterative with newton 0.921836140643366"
[1] "Starting newton at: 1.07956205606149"
[1] "Newton iter: 1, lambda:1.00520034078125, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.00909348479011, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.00910468837495, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00910468846753, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00910468837495"
[1] "Starting iterative with newton 1.00910468837495"
[1] "Starting newton at: 1.05904010207916"
[1] "Newton iter: 1, lambda:1.04279024628337, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.04298636567966, diff to last: 0"
[1] "Newton iter: 3, lambda:1.04298639453685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04298639453685, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04298639453685"
[1] "Starting iterative with newton 1.04298639453685"
[1] "Starting newton at: 1.04966496090937"
[1] "Newton iter: 1, lambda:1.05576303245038, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.05579121229775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05579121289729, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05579121289729"
[1] "Starting iterative with newton 1.05579121289729"
[1] "Starting newton at: 1.05080955774188"
[1] "Newton iter: 1, lambda:1.06050842130848, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.06058003411056, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06058003799185, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06058003411056"
[1] "Starting iterative with newton 1.06058003411056"
[1] "Starting newton at: 1.04714949052666"
[1] "Newton iter: 1, lambda:1.06219098514064, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.06236393495543, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06236395761485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06236395761485, diff to last: 0"
[1] "Final threshold is: 0.0801504296258776"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.746035542101481"
[1] "Starting iterative with newton 0.746035542101481"
[1] "Starting newton at: 1.51229785550714"
[1] "Newton iter: 1, lambda:1.31705511869357, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.35272421529808, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.35424019841969, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35424286012631, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424286013451, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35424286013451"
[1] "Starting iterative with newton 1.35424286013451"
[1] "Starting newton at: 1.45826394204242"
[1] "Newton iter: 1, lambda:1.71839024858742, diff to last: 0.26"
[1] "Newton iter: 2, lambda:1.83561141964043, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.85849469131834, diff to last: 0.023"
[1] "Newton iter: 4, lambda:1.85928867074863, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85928960060257, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85928960060385, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85928960060257"
[1] "Starting iterative with newton 1.85928960060257"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.307716573005783"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.724073868376912"
[1] "Starting iterative with newton 0.724073868376912"
[1] "Starting newton at: 1.50065788940768"
[1] "Newton iter: 1, lambda:1.32738550576765, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35614363916679, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35712094799949, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35712205039564, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35712205039704, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35712205039564"
[1] "Starting iterative with newton 1.35712205039564"
[1] "Starting newton at: 1.41180331380984"
[1] "Newton iter: 1, lambda:1.69699918302474, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.83640777838971, diff to last: 0.139"
[1] "Newton iter: 3, lambda:1.86910733656087, diff to last: 0.033"
[1] "Newton iter: 4, lambda:1.87073885555327, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.87074276530268, diff to last: 0"
[1] "Newton iter: 6, lambda:1.87074276532509, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.87074276532509"
[1] "Starting iterative with newton 1.87074276532509"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.728871691350567"
[1] "Starting iterative with newton 0.728871691350567"
[1] "Starting newton at: 1.42788346553479"
[1] "Newton iter: 1, lambda:1.41438224619798, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.41460209766133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.414602156744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.414602156744, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.414602156744"
[1] "Starting iterative with newton 1.414602156744"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0754453600961524"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674213959413848"
[1] "Starting iterative with newton 0.674213959413848"
[1] "Starting newton at: 1.21651090870033"
[1] "Newton iter: 1, lambda:1.48488439217206, diff to last: 0.268"
[1] "Newton iter: 2, lambda:1.60563040754906, diff to last: 0.121"
[1] "Newton iter: 3, lambda:1.63012158256721, diff to last: 0.024"
[1] "Newton iter: 4, lambda:1.6310527674706, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.63105407794335, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63105407794594, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63105407794335"
[1] "Starting iterative with newton 1.63105407794335"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.332371886375528"
threshold is:
[{'ad': 0.002922471222372507, 'da': 0.0021767664274725887, 'dd': 0.004055228928883907}, {'ad': 0.009132559387705644, 'da': 0.014194931651433405, 'dd': 0.021832692631041692}, {'ad': 0.02724852804930387, 'da': 0.03386389233265614, 'dd': 0.05732314903931858}, {'ad': 0.06744077414062509, 'da': 0.08015042962587762, 'dd': 0.30771657300578287}, {'ad': 0.33237188637552845, 'da': 0.33237188637552845, 'dd': 0.33237188637552845}]
Number of points in noise estimation: 128
Estimated noise: 0.07544536009615244
0.07544536009615244
threshold is:
[{'ad': 0.008645777688283118, 'da': 0.016256004169028393, 'dd': 0.00824922620363111}, {'ad': 0.0007230760809635584, 'da': 0.02271518191492558, 'dd': 0.012534260463881479}, {'ad': 0.022648554620665836, 'da': 0.03223145780565958, 'dd': 0.056320266086957775}, {'ad': 0.05331828946068154, 'da': 0.054745355737448306, 'dd': 0.30771657300578287}, {'ad': 0.33237188637552845, 'da': 0.33237188637552845, 'dd': 0.33237188637552845}]
['peppers256', 0.075, 2, 0.0054810864220182845, 0.0018812237327104726, 0.001554943262035086, 0.005752853844333184, 0.0018934904812077417, 0.0019305007586055908, 0.0018934904812077417, 0.0019305007586055908, 22.61133350215747, 27.255595510187796, 28.082854532189, 22.401166594189476, 27.227368737854803, 27.143300233804357, 27.227368737854803, 27.143300233804357]
peppers256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12257665720867, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.123755959210308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123756067894993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123756067894994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123756067894993"
[1] "Starting iterative with newton 0.123756067894993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281787337146938, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028205967684447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282059677098907, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0282059677098907"
[1] "Starting iterative with newton 0.0282059677098907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258482816300932, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258696389536543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258696389682379, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0258696389682379"
[1] "Starting iterative with newton 0.0258696389682379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257926851001677, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258139135009577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258139135153406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0258139135009577"
[1] "Starting iterative with newton 0.0258139135009577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257913598353461, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258125851692434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258125851836215, diff to last: 0"
[1] "Final threshold is: 0.00193306288792297"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122967027348259, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124273463072217, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124273609961536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124273609961538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124273609961536"
[1] "Starting iterative with newton 0.124273609961536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273227832331528, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0273412958107322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273412958192324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273412958192324"
[1] "Starting iterative with newton 0.0273412958192324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255805385365557, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255960176491111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255960176547797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0255960176491111"
[1] "Starting iterative with newton 0.0255960176491111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255487956395037, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255642238703147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255642238759416, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0255642238703147"
[1] "Starting iterative with newton 0.0255642238703147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255482172683547, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255636445734224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255636445790485, diff to last: 0"
[1] "Final threshold is: 0.00191442012740231"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.261219977530931"
[1] "Newton iter: 1, lambda:0.196750174392773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.19729462177274, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197294660794932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197294660794932, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197294660794932"
[1] "Starting iterative with newton 0.197294660794932"
[1] "Starting newton at: 0.0261757464511416"
[1] "Newton iter: 1, lambda:0.0762791965518699, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0764320165263317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764320179476113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0764320179476113"
[1] "Starting iterative with newton 0.0764320179476113"
[1] "Starting newton at: 0.0403925784145682"
[1] "Newton iter: 1, lambda:0.0716390418995329, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0716964331823207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0716964333758932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0716964331823207"
[1] "Starting iterative with newton 0.0716964331823207"
[1] "Starting newton at: 0.0451281631798587"
[1] "Newton iter: 1, lambda:0.0714647076815843, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0715054246200247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0715054247173279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0715054246200247"
[1] "Starting iterative with newton 0.0715054246200247"
[1] "Starting newton at: 0.0453191717421548"
[1] "Newton iter: 1, lambda:0.0714576037187031, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0714977082040569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714977082984498, diff to last: 0"
[1] "Final threshold is: 0.00535434809483957"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.423522754860111"
[1] "Newton iter: 1, lambda:0.340159845975369, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.341608188275818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341608632071855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341608632071897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341608632071855"
[1] "Starting iterative with newton 0.341608632071855"
[1] "Starting newton at: 0.221560273117801"
[1] "Newton iter: 1, lambda:0.136995085711084, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.137773850148268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137773916409968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137773916409968, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137773916409968"
[1] "Starting iterative with newton 0.137773916409968"
[1] "Starting newton at: 0.222166976256402"
[1] "Newton iter: 1, lambda:0.121646905346318, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.122693577980617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122693691876268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12269369187627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122693691876268"
[1] "Starting iterative with newton 0.122693691876268"
[1] "Starting newton at: 0.237247200790102"
[1] "Newton iter: 1, lambda:0.120117289983968, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.121532168514376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12153237587246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121532375872464, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12153237587246"
[1] "Starting iterative with newton 0.12153237587246"
[1] "Starting newton at: 0.152576036587539"
[1] "Newton iter: 1, lambda:0.121341727513325, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.121442655640947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121442656695743, diff to last: 0"
[1] "Final threshold is: 0.00909464468437979"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.209577489276362"
[1] "Newton iter: 1, lambda:0.405118527268238, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.414847258437718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.414870655480847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4148706556159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4148706556159"
[1] "Starting iterative with newton 0.4148706556159"
[1] "Starting newton at: 0.215650243440128"
[1] "Newton iter: 1, lambda:0.190643318505324, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.190738202180271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190738203547817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190738203547817"
[1] "Starting iterative with newton 0.190738203547817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164076735228613, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.167931478336712, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167933601241614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167933601242258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167933601241614"
[1] "Starting iterative with newton 0.167933601241614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161793425661112, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165517920515403, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165519890018718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165519890019268, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165519890019268"
[1] "Starting iterative with newton 0.165519890019268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161550635746992, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165261466150738, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165263419933517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165263419934058, diff to last: 0"
[1] "Final threshold is: 0.0123763110719888"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0.687776274582554"
[1] "Newton iter: 1, lambda:0.57112982943214, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.575700513391016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.575707810583714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575707810602288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575707810602288"
[1] "Starting iterative with newton 0.575707810602288"
[1] "Starting newton at: 0.232288321980309"
[1] "Newton iter: 1, lambda:0.342760002986813, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.345909322656754, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.345911853107228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345911853108861, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.345911853107228"
[1] "Starting iterative with newton 0.345911853107228"
[1] "Starting newton at: 0.351326302679468"
[1] "Newton iter: 1, lambda:0.309305628182177, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.309733698424692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309733743074441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309733743074441, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.309733743074441"
[1] "Starting iterative with newton 0.309733743074441"
[1] "Starting newton at: 0.385700761622239"
[1] "Newton iter: 1, lambda:0.301920668617665, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.303600931937712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.303601614972408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601614972521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303601614972408"
[1] "Starting iterative with newton 0.303601614972408"
[1] "Starting newton at: 0.222351505507331"
[1] "Newton iter: 1, lambda:0.301043969822832, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.302550619071378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.302551167557796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302551167557869, diff to last: 0"
[1] "Final threshold is: 0.0226575691486661"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 0.52880822012166"
[1] "Newton iter: 1, lambda:0.617234349834864, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.620377704038976, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.620381577865384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620381577871262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.620381577865384"
[1] "Starting iterative with newton 0.620381577865384"
[1] "Starting newton at: 0.433132920907874"
[1] "Newton iter: 1, lambda:0.425125120617663, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.425145322801349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425145322930108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425145322930108"
[1] "Starting iterative with newton 0.425145322930108"
[1] "Starting newton at: 0.440197572638756"
[1] "Newton iter: 1, lambda:0.388362575363718, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.389167744335258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389167940266054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389167940266066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.389167940266054"
[1] "Starting iterative with newton 0.389167940266054"
[1] "Starting newton at: 0.458245554583069"
[1] "Newton iter: 1, lambda:0.380530033842619, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.382317173233585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382318130570228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382318130570503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.382318130570228"
[1] "Starting iterative with newton 0.382318130570228"
[1] "Starting newton at: 0.443504964025829"
[1] "Newton iter: 1, lambda:0.379803561263111, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.381005400218561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.381005832436847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381005832436902, diff to last: 0"
[1] "Final threshold is: 0.0285329125125054"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 0.739070201389405"
[1] "Newton iter: 1, lambda:0.677846556724471, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.679485327990245, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.679486529418798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.679486529419443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.679486529419443"
[1] "Starting iterative with newton 0.679486529419443"
[1] "Starting newton at: 0.411258648542225"
[1] "Newton iter: 1, lambda:0.49563918607947, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.498329914739944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.498332610252727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49833261025543, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.498332610252727"
[1] "Starting iterative with newton 0.498332610252727"
[1] "Starting newton at: 0.420537258086337"
[1] "Newton iter: 1, lambda:0.45868987781064, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.459212268268442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459212365570786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45921236557079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.459212365570786"
[1] "Starting iterative with newton 0.459212365570786"
[1] "Starting newton at: 0.433798413493732"
[1] "Newton iter: 1, lambda:0.450440167548302, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.450538235582017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45053823897781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.45053823897781"
[1] "Starting iterative with newton 0.45053823897781"
[1] "Starting newton at: 0.429808493554404"
[1] "Newton iter: 1, lambda:0.448480907736226, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.448604139446273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4486041447967, diff to last: 0"
[1] "Final threshold is: 0.0335952411393943"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 0.975576927817412"
[1] "Newton iter: 1, lambda:0.835336753777303, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.846324326580043, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.846397099949792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846397103126817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.846397099949792"
[1] "Starting iterative with newton 0.846397099949792"
[1] "Starting newton at: 0.76139037380121"
[1] "Newton iter: 1, lambda:0.774762932167605, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.774865128285431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.774865134223417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774865134223417"
[1] "Starting iterative with newton 0.774865134223417"
[1] "Starting newton at: 0.739601608500287"
[1] "Newton iter: 1, lambda:0.752973693168125, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.753074175269203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753074180914961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.753074175269203"
[1] "Starting iterative with newton 0.753074175269203"
[1] "Starting newton at: 0.733469223853583"
[1] "Newton iter: 1, lambda:0.746251418804363, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.746342733521812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746342738160384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.746342733521812"
[1] "Starting iterative with newton 0.746342733521812"
[1] "Starting newton at: 0.727765669050292"
[1] "Newton iter: 1, lambda:0.744104999498374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.744254158024257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744254170381239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744254170381239, diff to last: 0"
[1] "Final threshold is: 0.0557359948920862"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 0.902775994411797"
[1] "Newton iter: 1, lambda:0.913278107333575, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.913349845156967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.913349848486509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.913349845156967"
[1] "Starting iterative with newton 0.913349845156967"
[1] "Starting newton at: 0.898566723614832"
[1] "Newton iter: 1, lambda:0.897060973238108, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.897062426520215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.897062426521569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.897062426520215"
[1] "Starting iterative with newton 0.897062426520215"
[1] "Starting newton at: 0.890774705338832"
[1] "Newton iter: 1, lambda:0.891700046271839, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.891700594227757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891700594227949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.891700594227757"
[1] "Starting iterative with newton 0.891700594227757"
[1] "Starting newton at: 0.889437387581951"
[1] "Newton iter: 1, lambda:0.889926968086833, diff to last: 0"
[1] "Newton iter: 2, lambda:0.889927121296811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889927121296826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.889927121296811"
[1] "Starting iterative with newton 0.889927121296811"
[1] "Starting newton at: 0.885896446971681"
[1] "Newton iter: 1, lambda:0.889332065732148, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.889339619194429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889339619230878, diff to last: 0"
[1] "Final threshold is: 0.0666012102389156"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.09447691685135"
[1] "Newton iter: 1, lambda:0.991752830872732, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.998978059876221, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.999016389643684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999016390717928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999016390717928"
[1] "Starting iterative with newton 0.999016390717928"
[1] "Starting newton at: 1.07971479826949"
[1] "Newton iter: 1, lambda:1.0367924047972, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.03812671698984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.03812804322402, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03812804322533, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03812804322533"
[1] "Starting iterative with newton 1.03812804322533"
[1] "Starting newton at: 1.08044285797086"
[1] "Newton iter: 1, lambda:1.05220206279721, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05278884283334, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05278910085966, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05278910085971, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05278910085966"
[1] "Starting iterative with newton 1.05278910085966"
[1] "Starting newton at: 1.07532790271595"
[1] "Newton iter: 1, lambda:1.05799339083222, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.05821654969811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05821658709797, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05821658709798, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05821658709798"
[1] "Starting iterative with newton 1.05821658709798"
[1] "Starting newton at: 1.07743823776791"
[1] "Newton iter: 1, lambda:1.05999003343095, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.06021630295112, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06021634143435, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06021634143435, diff to last: 0"
[1] "Final threshold is: 0.079397892470554"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.50147709148041"
[1] "Newton iter: 1, lambda:1.32828192228758, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35711159659637, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35809733871186, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35809846424519, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35809846424666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35809846424519"
[1] "Starting iterative with newton 1.35809846424519"
[1] "Starting newton at: 1.43916490120636"
[1] "Newton iter: 1, lambda:1.70484721522484, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.82653165826158, diff to last: 0.122"
[1] "Newton iter: 3, lambda:1.85127500791839, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.85220750800014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85220879427108, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85220879427353, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85220879427108"
[1] "Starting iterative with newton 1.85220879427108"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.305444867720746"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.48728941750748"
[1] "Newton iter: 1, lambda:1.33792500534011, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.35995962517738, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.36053248653903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36053286658328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36053286658345, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36053286658345"
[1] "Starting iterative with newton 1.36053286658345"
[1] "Starting newton at: 1.34087012565796"
[1] "Newton iter: 1, lambda:1.6546088408553, diff to last: 0.314"
[1] "Newton iter: 2, lambda:1.81888007523995, diff to last: 0.164"
[1] "Newton iter: 3, lambda:1.86388603487638, diff to last: 0.045"
[1] "Newton iter: 4, lambda:1.86694088030039, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.86695426442113, diff to last: 0"
[1] "Newton iter: 6, lambda:1.86695426467705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86695426442113"
[1] "Starting iterative with newton 1.86695426442113"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.41775081470702"
[1] "Newton iter: 1, lambda:1.41927886398976, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.41928173096833, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4192817309784, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4192817309784"
[1] "Starting iterative with newton 1.4192817309784"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.23749978562991"
[1] "Newton iter: 1, lambda:1.48676582780021, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.58984680867585, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.60714593087126, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60759796520503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60759826803407, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6075982680342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6075982680342"
[1] "Starting iterative with newton 1.6075982680342"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
threshold is:
[{'ad': 0.0019330628879229677, 'da': 0.0019144201274023114, 'dd': 0.005354348094839565}, {'ad': 0.00909464468437979, 'da': 0.012376311071988819, 'dd': 0.0226575691486661}, {'ad': 0.028532912512505355, 'da': 0.033595241139394307, 'dd': 0.05573599489208622}, {'ad': 0.06660121023891559, 'da': 0.07939789247055404, 'dd': 0.3054448677207455}, {'ad': 0.32991816422627346, 'da': 0.32991816422627346, 'dd': 0.32991816422627346}]
Number of points in noise estimation: 128
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5464284143368"
[1] "Starting iterative with newton 17.5464284143368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.3148365714753"
[1] "Starting iterative with newton 12.3148365714753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1509947190432"
[1] "Starting iterative with newton 11.1509947190432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.16645100929849"
[1] "Starting iterative with newton 6.16645100929849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.0983469524384"
[1] "Starting iterative with newton 5.0983469524384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 2.33063880976386"
[1] "Newton iter: 1, lambda:1.71549552663792, diff to last: 0.615"
[1] "Newton iter: 2, lambda:1.70536660585239, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70531052869708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70531052695141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70531052695141"
[1] "Starting iterative with newton 1.70531052695141"
[1] "Starting newton at: 2.12279751444478"
[1] "Newton iter: 1, lambda:1.62381633945707, diff to last: 0.499"
[1] "Newton iter: 2, lambda:1.58189688189061, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.58072665617371, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.58072569400925, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5807256940086, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5807256940086"
[1] "Starting iterative with newton 1.5807256940086"
[1] "Starting newton at: 1.94921444045185"
[1] "Newton iter: 1, lambda:1.53566733684822, diff to last: 0.414"
[1] "Newton iter: 2, lambda:1.47885722004068, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.47627629214055, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.47627063559622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47627063556899, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47627063556899"
[1] "Starting iterative with newton 1.47627063556899"
[1] "Starting newton at: 1.80395984390007"
[1] "Newton iter: 1, lambda:1.43668571176786, diff to last: 0.367"
[1] "Newton iter: 2, lambda:1.3682432995387, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.36367207686026, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.36365048315589, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36365048267271, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36365048267271"
[1] "Starting iterative with newton 1.36365048267271"
[1] "Starting newton at: 1.67040824527069"
[1] "Newton iter: 1, lambda:1.33610788991448, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.25724732618798, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.24984497784751, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.24977633961622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24977633370089, diff to last: 0"
[1] "Final threshold is: 0.0935937351152739"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 1.90572699064486"
[1] "Newton iter: 1, lambda:1.5684442604361, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.52846127844191, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.52730208184398, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52730105957275, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52730105957196, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52730105957196"
[1] "Starting iterative with newton 1.52730105957196"
[1] "Starting newton at: 1.80311544470137"
[1] "Newton iter: 1, lambda:1.48830168083456, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.44113247246672, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.43923450248422, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43923128257241, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43923128256312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43923128257241"
[1] "Starting iterative with newton 1.43923128257241"
[1] "Starting newton at: 1.72506509090068"
[1] "Newton iter: 1, lambda:1.41426736218165, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.35745890412629, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.35425886040291, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35424822412436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424822400662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35424822400662"
[1] "Starting iterative with newton 1.35424822400662"
[1] "Starting newton at: 1.64276678007715"
[1] "Newton iter: 1, lambda:1.3395615472859, diff to last: 0.303"
[1] "Newton iter: 2, lambda:1.2731812918867, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.26810162903482, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26807054650046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26807054533436, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26807054533436"
[1] "Starting iterative with newton 1.26807054533436"
[1] "Starting newton at: 1.53319426977871"
[1] "Newton iter: 1, lambda:1.2440393994183, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.16673842439586, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.1584116680784, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15831123154386, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15831121691765, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15831121691765, diff to last: 0"
[1] "Final threshold is: 0.0867440595415113"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 1.239670755461"
[1] "Newton iter: 1, lambda:1.26879706639783, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26780702699127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26780589641461, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26780589641314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26780589641461"
[1] "Starting iterative with newton 1.26780589641461"
[1] "Starting newton at: 1.46040852542996"
[1] "Newton iter: 1, lambda:1.48617430057771, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.48566594884946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.48566575707501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48566575707499, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48566575707499"
[1] "Starting iterative with newton 1.48566575707499"
[1] "Starting newton at: 1.65891712510306"
[1] "Newton iter: 1, lambda:1.64282220300447, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.64269479400804, diff to last: 0"
[1] "Newton iter: 3, lambda:1.642694785749, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.642694785749"
[1] "Starting iterative with newton 1.642694785749"
[1] "Starting newton at: 1.80935775162112"
[1] "Newton iter: 1, lambda:1.75139610351552, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.75033967738093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75033925870339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75033925870332, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75033925870332"
[1] "Starting iterative with newton 1.75033925870332"
[1] "Starting newton at: 1.93270788526385"
[1] "Newton iter: 1, lambda:1.81982290500548, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.81743826902937, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81743655601744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81743655601655, diff to last: 0"
[1] "Final threshold is: 0.136104893508276"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 1.27643099753725"
[1] "Newton iter: 1, lambda:1.26599033385904, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.26587022613025, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26587021011455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26587021011455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26587021011455"
[1] "Starting iterative with newton 1.26587021011455"
[1] "Starting newton at: 1.58226658981758"
[1] "Newton iter: 1, lambda:1.62078370756132, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.62002786909308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62002760280582, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62002760280579, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62002760280579"
[1] "Starting iterative with newton 1.62002760280579"
[1] "Starting newton at: 1.79386885023652"
[1] "Newton iter: 1, lambda:1.88593145064705, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.88392013196546, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88391956958338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88391956958333, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88391956958333"
[1] "Starting iterative with newton 1.88391956958333"
[1] "Starting newton at: 2.04086618044326"
[1] "Newton iter: 1, lambda:2.03159932864073, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.03159922358719, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03159922358719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03159922358719"
[1] "Starting iterative with newton 2.03159922358719"
[1] "Starting newton at: 2.18400089700171"
[1] "Newton iter: 1, lambda:2.11995178171366, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.12038470649894, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12038471648329, diff to last: 0"
[1] "Final threshold is: 0.158792192068128"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.16768506658244"
[1] "Newton iter: 1, lambda:1.24505814660707, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.23805640057317, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23800058844494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23800058488097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23800058488097"
[1] "Starting iterative with newton 1.23800058488097"
[1] "Starting newton at: 1.70354403224131"
[1] "Newton iter: 1, lambda:1.66539068596089, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.66494054325823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66494047102678, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66494047102678, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66494047102678"
[1] "Starting iterative with newton 1.66494047102678"
[1] "Starting newton at: 1.93460468750744"
[1] "Newton iter: 1, lambda:1.97793014604728, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.97786198927097, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97786198931339, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97786198927097"
[1] "Starting iterative with newton 1.97786198927097"
[1] "Starting newton at: 2.08737002015781"
[1] "Newton iter: 1, lambda:2.16847576529041, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.16903729466989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16903734405205, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16903734405205, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16903734405205"
[1] "Starting iterative with newton 2.16903734405205"
[1] "Starting newton at: 2.31062286481356"
[1] "Newton iter: 1, lambda:2.28335209626129, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.28353131513378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28353132228238, diff to last: 0"
[1] "Final threshold is: 0.171009979090146"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.37754051215246"
[1] "Newton iter: 1, lambda:1.45050599418249, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.44680662161982, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.44679835959748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44679835955593, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44679835955593"
[1] "Starting iterative with newton 1.44679835955593"
[1] "Starting newton at: 2.18436296211647"
[1] "Newton iter: 1, lambda:2.20381043897823, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.20398265175485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20398266574378, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20398266574378, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.20398266574378"
[1] "Starting iterative with newton 2.20398266574378"
[1] "Starting newton at: 2.55693094562721"
[1] "Newton iter: 1, lambda:2.63788255245333, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.64262771152664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.64264460020954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64264460042372, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.64264460020954"
[1] "Starting iterative with newton 2.64264460020954"
[1] "Starting newton at: 2.90975015867117"
[1] "Newton iter: 1, lambda:2.87253487660164, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.87368374168333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.87368484717509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87368484717612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87368484717612"
[1] "Starting iterative with newton 2.87368484717612"
[1] "Starting newton at: 2.9841108801477"
[1] "Newton iter: 1, lambda:2.97449949788196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.97457989135705, diff to last: 0"
[1] "Newton iter: 3, lambda:2.97457989700179, diff to last: 0"
[1] "Final threshold is: 0.222761492281398"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.55559429404666"
[1] "Newton iter: 1, lambda:1.52891942102056, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.52863397418639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52863393832322, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52863393832322, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52863393832322"
[1] "Starting iterative with newton 1.52863393832322"
[1] "Starting newton at: 2.19740627340689"
[1] "Newton iter: 1, lambda:2.28314604437729, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.28690691705368, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.28691513378074, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28691513382013, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.28691513378074"
[1] "Starting iterative with newton 2.28691513378074"
[1] "Starting newton at: 2.76371077505883"
[1] "Newton iter: 1, lambda:2.73591221579509, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.736551432575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73655177138756, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73655177138766, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.73655177138766"
[1] "Starting iterative with newton 2.73655177138766"
[1] "Starting newton at: 2.999957795086"
[1] "Newton iter: 1, lambda:2.99326573104002, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.99330590602717, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99330590747949, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99330590747949"
[1] "Starting iterative with newton 2.99330590747949"
[1] "Starting newton at: 3.14539986790069"
[1] "Newton iter: 1, lambda:3.11616356891589, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.11693241517255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11693295734512, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11693295734539, diff to last: 0"
[1] "Final threshold is: 0.233422083883753"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.74662553193128"
[1] "Newton iter: 1, lambda:1.6300307454224, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.62908684537058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62908663292286, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62908663292285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62908663292285"
[1] "Starting iterative with newton 1.62908663292285"
[1] "Starting newton at: 2.49114117219641"
[1] "Newton iter: 1, lambda:2.42183211529333, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.42554016737084, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.42555053333407, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42555053341524, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42555053341524"
[1] "Starting iterative with newton 2.42555053341524"
[1] "Starting newton at: 2.82529170277767"
[1] "Newton iter: 1, lambda:2.88750821991677, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.89136722804843, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.8913819087597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89138190897189, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8913819087597"
[1] "Starting iterative with newton 2.8913819087597"
[1] "Starting newton at: 3.16569080955558"
[1] "Newton iter: 1, lambda:3.17691453515856, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.17704882912246, diff to last: 0"
[1] "Newton iter: 3, lambda:3.17704884819608, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17704884819608, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.17704884819608"
[1] "Starting iterative with newton 3.17704884819608"
[1] "Starting newton at: 3.33680460569885"
[1] "Newton iter: 1, lambda:3.3007005969569, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.30205367136852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.30205563951491, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30205563951907, diff to last: 0"
[1] "Final threshold is: 0.247285623086415"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.91166660876331"
[1] "Newton iter: 1, lambda:2.31775111325959, diff to last: 0.406"
[1] "Newton iter: 2, lambda:2.41679019300016, diff to last: 0.099"
[1] "Newton iter: 3, lambda:2.42871160524413, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.42888845644957, diff to last: 0"
[1] "Newton iter: 5, lambda:2.42888849528816, diff to last: 0"
[1] "Newton iter: 6, lambda:2.42888849528816, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.42888849528816"
[1] "Starting iterative with newton 2.42888849528816"
[1] "Starting newton at: 3.12722003546236"
[1] "Newton iter: 1, lambda:3.25234920830743, diff to last: 0.125"
[1] "Newton iter: 2, lambda:3.27948376663282, diff to last: 0.027"
[1] "Newton iter: 3, lambda:3.28069383288182, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.28069617679532, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2806961768041, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2806961768041"
[1] "Starting iterative with newton 3.2806961768041"
[1] "Starting newton at: 3.71443296800909"
[1] "Newton iter: 1, lambda:3.89006323958516, diff to last: 0.176"
[1] "Newton iter: 2, lambda:3.96424696219682, diff to last: 0.074"
[1] "Newton iter: 3, lambda:3.97652312054652, diff to last: 0.012"
[1] "Newton iter: 4, lambda:3.97682938967209, diff to last: 0"
[1] "Newton iter: 5, lambda:3.97682957633164, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9768295763317, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.97682938967209"
[1] "Starting iterative with newton 3.97682938967209"
[1] "Starting newton at: 4.11488145509652"
[1] "Newton iter: 1, lambda:4.35049390804371, diff to last: 0.236"
[1] "Newton iter: 2, lambda:4.52389689918377, diff to last: 0.173"
[1] "Newton iter: 3, lambda:4.61909806770009, diff to last: 0.095"
[1] "Newton iter: 4, lambda:4.64560617472656, diff to last: 0.027"
[1] "Newton iter: 5, lambda:4.64740777335751, diff to last: 0.002"
[1] "Newton iter: 6, lambda:4.64741563324884, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6474156333978, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.64741563324884"
[1] "Starting iterative with newton 4.64741563324884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.09359373511527394, 'da': 0.08674405954151133, 'dd': 0.13610489350827626}, {'ad': 0.15879219206812778, 'da': 0.17100997909014617, 'dd': 0.2227614922813983}, {'ad': 0.2334220838837533, 'da': 0.24728562308641536, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364050949380484. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.5464284143368"
[1] "Starting iterative with newton 17.5464284143368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.3148365714753"
[1] "Starting iterative with newton 12.3148365714753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1509947190432"
[1] "Starting iterative with newton 11.1509947190432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.16645100929849"
[1] "Starting iterative with newton 6.16645100929849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.0983469524384"
[1] "Starting iterative with newton 5.0983469524384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 2.33063880976386"
[1] "Newton iter: 1, lambda:1.71549552663792, diff to last: 0.615"
[1] "Newton iter: 2, lambda:1.70536660585239, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.70531052869708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70531052695141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70531052695141"
[1] "Starting iterative with newton 1.70531052695141"
[1] "Starting newton at: 2.12279751444478"
[1] "Newton iter: 1, lambda:1.62381633945707, diff to last: 0.499"
[1] "Newton iter: 2, lambda:1.58189688189061, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.58072665617371, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.58072569400925, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5807256940086, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5807256940086"
[1] "Starting iterative with newton 1.5807256940086"
[1] "Starting newton at: 1.94921444045185"
[1] "Newton iter: 1, lambda:1.53566733684822, diff to last: 0.414"
[1] "Newton iter: 2, lambda:1.47885722004068, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.47627629214055, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.47627063559622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47627063556899, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47627063556899"
[1] "Starting iterative with newton 1.47627063556899"
[1] "Starting newton at: 1.80395984390007"
[1] "Newton iter: 1, lambda:1.43668571176786, diff to last: 0.367"
[1] "Newton iter: 2, lambda:1.3682432995387, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.36367207686026, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.36365048315589, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36365048267271, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36365048267271"
[1] "Starting iterative with newton 1.36365048267271"
[1] "Starting newton at: 1.67040824527069"
[1] "Newton iter: 1, lambda:1.33610788991448, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.25724732618798, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.24984497784751, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.24977633961622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24977633370089, diff to last: 0"
[1] "Final threshold is: 0.0935937351152739"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 1.90572699064486"
[1] "Newton iter: 1, lambda:1.5684442604361, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.52846127844191, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.52730208184398, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52730105957275, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52730105957196, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52730105957196"
[1] "Starting iterative with newton 1.52730105957196"
[1] "Starting newton at: 1.80311544470137"
[1] "Newton iter: 1, lambda:1.48830168083456, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.44113247246672, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.43923450248422, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43923128257241, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43923128256312, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43923128257241"
[1] "Starting iterative with newton 1.43923128257241"
[1] "Starting newton at: 1.72506509090068"
[1] "Newton iter: 1, lambda:1.41426736218165, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.35745890412629, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.35425886040291, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35424822412436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35424822400662, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35424822400662"
[1] "Starting iterative with newton 1.35424822400662"
[1] "Starting newton at: 1.64276678007715"
[1] "Newton iter: 1, lambda:1.3395615472859, diff to last: 0.303"
[1] "Newton iter: 2, lambda:1.2731812918867, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.26810162903482, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.26807054650046, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26807054533436, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26807054533436"
[1] "Starting iterative with newton 1.26807054533436"
[1] "Starting newton at: 1.53319426977871"
[1] "Newton iter: 1, lambda:1.2440393994183, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.16673842439586, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.1584116680784, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15831123154386, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15831121691765, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15831121691765, diff to last: 0"
[1] "Final threshold is: 0.0867440595415113"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 1.239670755461"
[1] "Newton iter: 1, lambda:1.26879706639783, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.26780702699127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.26780589641461, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26780589641314, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26780589641461"
[1] "Starting iterative with newton 1.26780589641461"
[1] "Starting newton at: 1.46040852542996"
[1] "Newton iter: 1, lambda:1.48617430057771, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.48566594884946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.48566575707501, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48566575707499, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48566575707499"
[1] "Starting iterative with newton 1.48566575707499"
[1] "Starting newton at: 1.65891712510306"
[1] "Newton iter: 1, lambda:1.64282220300447, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.64269479400804, diff to last: 0"
[1] "Newton iter: 3, lambda:1.642694785749, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.642694785749"
[1] "Starting iterative with newton 1.642694785749"
[1] "Starting newton at: 1.80935775162112"
[1] "Newton iter: 1, lambda:1.75139610351552, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.75033967738093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75033925870339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75033925870332, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75033925870332"
[1] "Starting iterative with newton 1.75033925870332"
[1] "Starting newton at: 1.93270788526385"
[1] "Newton iter: 1, lambda:1.81982290500548, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.81743826902937, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81743655601744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81743655601655, diff to last: 0"
[1] "Final threshold is: 0.136104893508276"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 1.27643099753725"
[1] "Newton iter: 1, lambda:1.26599033385904, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.26587022613025, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26587021011455, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26587021011455, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26587021011455"
[1] "Starting iterative with newton 1.26587021011455"
[1] "Starting newton at: 1.58226658981758"
[1] "Newton iter: 1, lambda:1.62078370756132, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.62002786909308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62002760280582, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62002760280579, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62002760280579"
[1] "Starting iterative with newton 1.62002760280579"
[1] "Starting newton at: 1.79386885023652"
[1] "Newton iter: 1, lambda:1.88593145064705, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.88392013196546, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88391956958338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88391956958333, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88391956958333"
[1] "Starting iterative with newton 1.88391956958333"
[1] "Starting newton at: 2.04086618044326"
[1] "Newton iter: 1, lambda:2.03159932864073, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.03159922358719, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03159922358719, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03159922358719"
[1] "Starting iterative with newton 2.03159922358719"
[1] "Starting newton at: 2.18400089700171"
[1] "Newton iter: 1, lambda:2.11995178171366, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.12038470649894, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12038471648329, diff to last: 0"
[1] "Final threshold is: 0.158792192068128"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.16768506658244"
[1] "Newton iter: 1, lambda:1.24505814660707, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.23805640057317, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.23800058844494, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23800058488097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23800058488097"
[1] "Starting iterative with newton 1.23800058488097"
[1] "Starting newton at: 1.70354403224131"
[1] "Newton iter: 1, lambda:1.66539068596089, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.66494054325823, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66494047102678, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66494047102678, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66494047102678"
[1] "Starting iterative with newton 1.66494047102678"
[1] "Starting newton at: 1.93460468750744"
[1] "Newton iter: 1, lambda:1.97793014604728, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.97786198927097, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97786198931339, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97786198927097"
[1] "Starting iterative with newton 1.97786198927097"
[1] "Starting newton at: 2.08737002015781"
[1] "Newton iter: 1, lambda:2.16847576529041, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.16903729466989, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16903734405205, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16903734405205, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16903734405205"
[1] "Starting iterative with newton 2.16903734405205"
[1] "Starting newton at: 2.31062286481356"
[1] "Newton iter: 1, lambda:2.28335209626129, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.28353131513378, diff to last: 0"
[1] "Newton iter: 3, lambda:2.28353132228238, diff to last: 0"
[1] "Final threshold is: 0.171009979090146"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.37754051215246"
[1] "Newton iter: 1, lambda:1.45050599418249, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.44680662161982, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.44679835959748, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44679835955593, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.44679835955593"
[1] "Starting iterative with newton 1.44679835955593"
[1] "Starting newton at: 2.18436296211647"
[1] "Newton iter: 1, lambda:2.20381043897823, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.20398265175485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.20398266574378, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20398266574378, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.20398266574378"
[1] "Starting iterative with newton 2.20398266574378"
[1] "Starting newton at: 2.55693094562721"
[1] "Newton iter: 1, lambda:2.63788255245333, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.64262771152664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.64264460020954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.64264460042372, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.64264460020954"
[1] "Starting iterative with newton 2.64264460020954"
[1] "Starting newton at: 2.90975015867117"
[1] "Newton iter: 1, lambda:2.87253487660164, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.87368374168333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.87368484717509, diff to last: 0"
[1] "Newton iter: 4, lambda:2.87368484717612, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.87368484717612"
[1] "Starting iterative with newton 2.87368484717612"
[1] "Starting newton at: 2.9841108801477"
[1] "Newton iter: 1, lambda:2.97449949788196, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.97457989135705, diff to last: 0"
[1] "Newton iter: 3, lambda:2.97457989700179, diff to last: 0"
[1] "Final threshold is: 0.222761492281398"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.55559429404666"
[1] "Newton iter: 1, lambda:1.52891942102056, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.52863397418639, diff to last: 0"
[1] "Newton iter: 3, lambda:1.52863393832322, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52863393832322, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52863393832322"
[1] "Starting iterative with newton 1.52863393832322"
[1] "Starting newton at: 2.19740627340689"
[1] "Newton iter: 1, lambda:2.28314604437729, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.28690691705368, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.28691513378074, diff to last: 0"
[1] "Newton iter: 4, lambda:2.28691513382013, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.28691513378074"
[1] "Starting iterative with newton 2.28691513378074"
[1] "Starting newton at: 2.76371077505883"
[1] "Newton iter: 1, lambda:2.73591221579509, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.736551432575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.73655177138756, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73655177138766, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.73655177138766"
[1] "Starting iterative with newton 2.73655177138766"
[1] "Starting newton at: 2.999957795086"
[1] "Newton iter: 1, lambda:2.99326573104002, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.99330590602717, diff to last: 0"
[1] "Newton iter: 3, lambda:2.99330590747949, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.99330590747949"
[1] "Starting iterative with newton 2.99330590747949"
[1] "Starting newton at: 3.14539986790069"
[1] "Newton iter: 1, lambda:3.11616356891589, diff to last: 0.029"
[1] "Newton iter: 2, lambda:3.11693241517255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.11693295734512, diff to last: 0"
[1] "Newton iter: 4, lambda:3.11693295734539, diff to last: 0"
[1] "Final threshold is: 0.233422083883753"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.74662553193128"
[1] "Newton iter: 1, lambda:1.6300307454224, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.62908684537058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.62908663292286, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62908663292285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62908663292285"
[1] "Starting iterative with newton 1.62908663292285"
[1] "Starting newton at: 2.49114117219641"
[1] "Newton iter: 1, lambda:2.42183211529333, diff to last: 0.069"
[1] "Newton iter: 2, lambda:2.42554016737084, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.42555053333407, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42555053341524, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.42555053341524"
[1] "Starting iterative with newton 2.42555053341524"
[1] "Starting newton at: 2.82529170277767"
[1] "Newton iter: 1, lambda:2.88750821991677, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.89136722804843, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.8913819087597, diff to last: 0"
[1] "Newton iter: 4, lambda:2.89138190897189, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.8913819087597"
[1] "Starting iterative with newton 2.8913819087597"
[1] "Starting newton at: 3.16569080955558"
[1] "Newton iter: 1, lambda:3.17691453515856, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.17704882912246, diff to last: 0"
[1] "Newton iter: 3, lambda:3.17704884819608, diff to last: 0"
[1] "Newton iter: 4, lambda:3.17704884819608, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.17704884819608"
[1] "Starting iterative with newton 3.17704884819608"
[1] "Starting newton at: 3.33680460569885"
[1] "Newton iter: 1, lambda:3.3007005969569, diff to last: 0.036"
[1] "Newton iter: 2, lambda:3.30205367136852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.30205563951491, diff to last: 0"
[1] "Newton iter: 4, lambda:3.30205563951907, diff to last: 0"
[1] "Final threshold is: 0.247285623086415"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.91166660876331"
[1] "Newton iter: 1, lambda:2.31775111325959, diff to last: 0.406"
[1] "Newton iter: 2, lambda:2.41679019300016, diff to last: 0.099"
[1] "Newton iter: 3, lambda:2.42871160524413, diff to last: 0.012"
[1] "Newton iter: 4, lambda:2.42888845644957, diff to last: 0"
[1] "Newton iter: 5, lambda:2.42888849528816, diff to last: 0"
[1] "Newton iter: 6, lambda:2.42888849528816, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.42888849528816"
[1] "Starting iterative with newton 2.42888849528816"
[1] "Starting newton at: 3.12722003546236"
[1] "Newton iter: 1, lambda:3.25234920830743, diff to last: 0.125"
[1] "Newton iter: 2, lambda:3.27948376663282, diff to last: 0.027"
[1] "Newton iter: 3, lambda:3.28069383288182, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.28069617679532, diff to last: 0"
[1] "Newton iter: 5, lambda:3.2806961768041, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.2806961768041"
[1] "Starting iterative with newton 3.2806961768041"
[1] "Starting newton at: 3.71443296800909"
[1] "Newton iter: 1, lambda:3.89006323958516, diff to last: 0.176"
[1] "Newton iter: 2, lambda:3.96424696219682, diff to last: 0.074"
[1] "Newton iter: 3, lambda:3.97652312054652, diff to last: 0.012"
[1] "Newton iter: 4, lambda:3.97682938967209, diff to last: 0"
[1] "Newton iter: 5, lambda:3.97682957633164, diff to last: 0"
[1] "Newton iter: 6, lambda:3.9768295763317, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.97682938967209"
[1] "Starting iterative with newton 3.97682938967209"
[1] "Starting newton at: 4.11488145509652"
[1] "Newton iter: 1, lambda:4.35049390804371, diff to last: 0.236"
[1] "Newton iter: 2, lambda:4.52389689918377, diff to last: 0.173"
[1] "Newton iter: 3, lambda:4.61909806770009, diff to last: 0.095"
[1] "Newton iter: 4, lambda:4.64560617472656, diff to last: 0.027"
[1] "Newton iter: 5, lambda:4.64740777335751, diff to last: 0.002"
[1] "Newton iter: 6, lambda:4.64741563324884, diff to last: 0"
[1] "Newton iter: 7, lambda:4.6474156333978, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.64741563324884"
[1] "Starting iterative with newton 4.64741563324884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.09359373511527394, 'da': 0.08674405954151133, 'dd': 0.13610489350827626}, {'ad': 0.15879219206812778, 'da': 0.17100997909014617, 'dd': 0.2227614922813983}, {'ad': 0.2334220838837533, 'da': 0.24728562308641536, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364050949380484. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.07488838774465431
0.07488838774465431
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12257665720867, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.123755959210308, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123756067894993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123756067894994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123756067894993"
[1] "Starting iterative with newton 0.123756067894993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281787337146938, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028205967684447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282059677098907, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0282059677098907"
[1] "Starting iterative with newton 0.0282059677098907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258482816300932, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258696389536543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258696389682379, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0258696389682379"
[1] "Starting iterative with newton 0.0258696389682379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257926851001677, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258139135009577, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258139135153406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0258139135009577"
[1] "Starting iterative with newton 0.0258139135009577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257913598353461, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258125851692434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258125851836215, diff to last: 0"
[1] "Final threshold is: 0.00193306288792297"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122967027348259, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124273463072217, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124273609961536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124273609961538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124273609961536"
[1] "Starting iterative with newton 0.124273609961536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273227832331528, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0273412958107322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273412958192324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273412958192324"
[1] "Starting iterative with newton 0.0273412958192324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255805385365557, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255960176491111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255960176547797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0255960176491111"
[1] "Starting iterative with newton 0.0255960176491111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255487956395037, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255642238703147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255642238759416, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0255642238703147"
[1] "Starting iterative with newton 0.0255642238703147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255482172683547, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255636445734224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255636445790485, diff to last: 0"
[1] "Final threshold is: 0.00191442012740231"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.261219977530931"
[1] "Newton iter: 1, lambda:0.196750174392773, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.19729462177274, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197294660794932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197294660794932, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197294660794932"
[1] "Starting iterative with newton 0.197294660794932"
[1] "Starting newton at: 0.0261757464511416"
[1] "Newton iter: 1, lambda:0.0762791965518699, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0764320165263317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0764320179476113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0764320179476113"
[1] "Starting iterative with newton 0.0764320179476113"
[1] "Starting newton at: 0.0403925784145682"
[1] "Newton iter: 1, lambda:0.0716390418995329, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0716964331823207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0716964333758932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0716964331823207"
[1] "Starting iterative with newton 0.0716964331823207"
[1] "Starting newton at: 0.0451281631798587"
[1] "Newton iter: 1, lambda:0.0714647076815843, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0715054246200247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0715054247173279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0715054246200247"
[1] "Starting iterative with newton 0.0715054246200247"
[1] "Starting newton at: 0.0453191717421548"
[1] "Newton iter: 1, lambda:0.0714576037187031, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0714977082040569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714977082984498, diff to last: 0"
[1] "Final threshold is: 0.00535434809483957"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.423522754860111"
[1] "Newton iter: 1, lambda:0.340159845975369, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.341608188275818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341608632071855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341608632071897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341608632071855"
[1] "Starting iterative with newton 0.341608632071855"
[1] "Starting newton at: 0.221560273117801"
[1] "Newton iter: 1, lambda:0.136995085711084, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.137773850148268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137773916409968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137773916409968, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137773916409968"
[1] "Starting iterative with newton 0.137773916409968"
[1] "Starting newton at: 0.222166976256402"
[1] "Newton iter: 1, lambda:0.121646905346318, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.122693577980617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122693691876268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12269369187627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.122693691876268"
[1] "Starting iterative with newton 0.122693691876268"
[1] "Starting newton at: 0.237247200790102"
[1] "Newton iter: 1, lambda:0.120117289983968, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.121532168514376, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12153237587246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121532375872464, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12153237587246"
[1] "Starting iterative with newton 0.12153237587246"
[1] "Starting newton at: 0.152576036587539"
[1] "Newton iter: 1, lambda:0.121341727513325, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.121442655640947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.121442656695743, diff to last: 0"
[1] "Final threshold is: 0.00909464468437979"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.209577489276362"
[1] "Newton iter: 1, lambda:0.405118527268238, diff to last: 0.196"
[1] "Newton iter: 2, lambda:0.414847258437718, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.414870655480847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4148706556159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4148706556159"
[1] "Starting iterative with newton 0.4148706556159"
[1] "Starting newton at: 0.215650243440128"
[1] "Newton iter: 1, lambda:0.190643318505324, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.190738202180271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190738203547817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190738203547817"
[1] "Starting iterative with newton 0.190738203547817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164076735228613, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.167931478336712, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167933601241614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167933601242258, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167933601241614"
[1] "Starting iterative with newton 0.167933601241614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161793425661112, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165517920515403, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165519890018718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165519890019268, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165519890019268"
[1] "Starting iterative with newton 0.165519890019268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161550635746992, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165261466150738, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165263419933517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165263419934058, diff to last: 0"
[1] "Final threshold is: 0.0123763110719888"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62489549539378"
[1] "Starting iterative with newton 2.62489549539378"
[1] "Starting newton at: 0.687776274582554"
[1] "Newton iter: 1, lambda:0.57112982943214, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.575700513391016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.575707810583714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575707810602288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.575707810602288"
[1] "Starting iterative with newton 0.575707810602288"
[1] "Starting newton at: 0.232288321980309"
[1] "Newton iter: 1, lambda:0.342760002986813, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.345909322656754, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.345911853107228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345911853108861, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.345911853107228"
[1] "Starting iterative with newton 0.345911853107228"
[1] "Starting newton at: 0.351326302679468"
[1] "Newton iter: 1, lambda:0.309305628182177, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.309733698424692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309733743074441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309733743074441, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.309733743074441"
[1] "Starting iterative with newton 0.309733743074441"
[1] "Starting newton at: 0.385700761622239"
[1] "Newton iter: 1, lambda:0.301920668617665, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.303600931937712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.303601614972408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303601614972521, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303601614972408"
[1] "Starting iterative with newton 0.303601614972408"
[1] "Starting newton at: 0.222351505507331"
[1] "Newton iter: 1, lambda:0.301043969822832, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.302550619071378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.302551167557796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302551167557869, diff to last: 0"
[1] "Final threshold is: 0.0226575691486661"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.91502727987149"
[1] "Starting iterative with newton 1.91502727987149"
[1] "Starting newton at: 0.52880822012166"
[1] "Newton iter: 1, lambda:0.617234349834864, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.620377704038976, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.620381577865384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620381577871262, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.620381577865384"
[1] "Starting iterative with newton 0.620381577865384"
[1] "Starting newton at: 0.433132920907874"
[1] "Newton iter: 1, lambda:0.425125120617663, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.425145322801349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425145322930108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425145322930108"
[1] "Starting iterative with newton 0.425145322930108"
[1] "Starting newton at: 0.440197572638756"
[1] "Newton iter: 1, lambda:0.388362575363718, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.389167744335258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389167940266054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389167940266066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.389167940266054"
[1] "Starting iterative with newton 0.389167940266054"
[1] "Starting newton at: 0.458245554583069"
[1] "Newton iter: 1, lambda:0.380530033842619, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.382317173233585, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382318130570228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382318130570503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.382318130570228"
[1] "Starting iterative with newton 0.382318130570228"
[1] "Starting newton at: 0.443504964025829"
[1] "Newton iter: 1, lambda:0.379803561263111, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.381005400218561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.381005832436847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381005832436902, diff to last: 0"
[1] "Final threshold is: 0.0285329125125054"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.64346493581537"
[1] "Starting iterative with newton 1.64346493581537"
[1] "Starting newton at: 0.739070201389405"
[1] "Newton iter: 1, lambda:0.677846556724471, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.679485327990245, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.679486529418798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.679486529419443, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.679486529419443"
[1] "Starting iterative with newton 0.679486529419443"
[1] "Starting newton at: 0.411258648542225"
[1] "Newton iter: 1, lambda:0.49563918607947, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.498329914739944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.498332610252727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49833261025543, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.498332610252727"
[1] "Starting iterative with newton 0.498332610252727"
[1] "Starting newton at: 0.420537258086337"
[1] "Newton iter: 1, lambda:0.45868987781064, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.459212268268442, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459212365570786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45921236557079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.459212365570786"
[1] "Starting iterative with newton 0.459212365570786"
[1] "Starting newton at: 0.433798413493732"
[1] "Newton iter: 1, lambda:0.450440167548302, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.450538235582017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45053823897781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.45053823897781"
[1] "Starting iterative with newton 0.45053823897781"
[1] "Starting newton at: 0.429808493554404"
[1] "Newton iter: 1, lambda:0.448480907736226, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.448604139446273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4486041447967, diff to last: 0"
[1] "Final threshold is: 0.0335952411393943"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.0918022661612"
[1] "Starting iterative with newton 1.0918022661612"
[1] "Starting newton at: 0.975576927817412"
[1] "Newton iter: 1, lambda:0.835336753777303, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.846324326580043, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.846397099949792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.846397103126817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.846397099949792"
[1] "Starting iterative with newton 0.846397099949792"
[1] "Starting newton at: 0.76139037380121"
[1] "Newton iter: 1, lambda:0.774762932167605, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.774865128285431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.774865134223417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.774865134223417"
[1] "Starting iterative with newton 0.774865134223417"
[1] "Starting newton at: 0.739601608500287"
[1] "Newton iter: 1, lambda:0.752973693168125, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.753074175269203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.753074180914961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.753074175269203"
[1] "Starting iterative with newton 0.753074175269203"
[1] "Starting newton at: 0.733469223853583"
[1] "Newton iter: 1, lambda:0.746251418804363, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.746342733521812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746342738160384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.746342733521812"
[1] "Starting iterative with newton 0.746342733521812"
[1] "Starting newton at: 0.727765669050292"
[1] "Newton iter: 1, lambda:0.744104999498374, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.744254158024257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744254170381239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744254170381239, diff to last: 0"
[1] "Final threshold is: 0.0557359948920862"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.963548166276162"
[1] "Starting iterative with newton 0.963548166276162"
[1] "Starting newton at: 0.902775994411797"
[1] "Newton iter: 1, lambda:0.913278107333575, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.913349845156967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.913349848486509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.913349845156967"
[1] "Starting iterative with newton 0.913349845156967"
[1] "Starting newton at: 0.898566723614832"
[1] "Newton iter: 1, lambda:0.897060973238108, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.897062426520215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.897062426521569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.897062426520215"
[1] "Starting iterative with newton 0.897062426520215"
[1] "Starting newton at: 0.890774705338832"
[1] "Newton iter: 1, lambda:0.891700046271839, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.891700594227757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.891700594227949, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.891700594227757"
[1] "Starting iterative with newton 0.891700594227757"
[1] "Starting newton at: 0.889437387581951"
[1] "Newton iter: 1, lambda:0.889926968086833, diff to last: 0"
[1] "Newton iter: 2, lambda:0.889927121296811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889927121296826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.889927121296811"
[1] "Starting iterative with newton 0.889927121296811"
[1] "Starting newton at: 0.885896446971681"
[1] "Newton iter: 1, lambda:0.889332065732148, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.889339619194429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889339619230878, diff to last: 0"
[1] "Final threshold is: 0.0666012102389156"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.897934295053226"
[1] "Starting iterative with newton 0.897934295053226"
[1] "Starting newton at: 1.09447691685135"
[1] "Newton iter: 1, lambda:0.991752830872732, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.998978059876221, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.999016389643684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999016390717928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999016390717928"
[1] "Starting iterative with newton 0.999016390717928"
[1] "Starting newton at: 1.07971479826949"
[1] "Newton iter: 1, lambda:1.0367924047972, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.03812671698984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.03812804322402, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03812804322533, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03812804322533"
[1] "Starting iterative with newton 1.03812804322533"
[1] "Starting newton at: 1.08044285797086"
[1] "Newton iter: 1, lambda:1.05220206279721, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.05278884283334, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.05278910085966, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05278910085971, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05278910085966"
[1] "Starting iterative with newton 1.05278910085966"
[1] "Starting newton at: 1.07532790271595"
[1] "Newton iter: 1, lambda:1.05799339083222, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.05821654969811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.05821658709797, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05821658709798, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05821658709798"
[1] "Starting iterative with newton 1.05821658709798"
[1] "Starting newton at: 1.07743823776791"
[1] "Newton iter: 1, lambda:1.05999003343095, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.06021630295112, diff to last: 0"
[1] "Newton iter: 3, lambda:1.06021634143435, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06021634143435, diff to last: 0"
[1] "Final threshold is: 0.079397892470554"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.76096434010599"
[1] "Starting iterative with newton 0.76096434010599"
[1] "Starting newton at: 1.50147709148041"
[1] "Newton iter: 1, lambda:1.32828192228758, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.35711159659637, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35809733871186, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35809846424519, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35809846424666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35809846424519"
[1] "Starting iterative with newton 1.35809846424519"
[1] "Starting newton at: 1.43916490120636"
[1] "Newton iter: 1, lambda:1.70484721522484, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.82653165826158, diff to last: 0.122"
[1] "Newton iter: 3, lambda:1.85127500791839, diff to last: 0.025"
[1] "Newton iter: 4, lambda:1.85220750800014, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.85220879427108, diff to last: 0"
[1] "Newton iter: 6, lambda:1.85220879427353, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.85220879427108"
[1] "Starting iterative with newton 1.85220879427108"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.305444867720746"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.732134683654768"
[1] "Starting iterative with newton 0.732134683654768"
[1] "Starting newton at: 1.48728941750748"
[1] "Newton iter: 1, lambda:1.33792500534011, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.35995962517738, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.36053248653903, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36053286658328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36053286658345, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36053286658345"
[1] "Starting iterative with newton 1.36053286658345"
[1] "Starting newton at: 1.34087012565796"
[1] "Newton iter: 1, lambda:1.6546088408553, diff to last: 0.314"
[1] "Newton iter: 2, lambda:1.81888007523995, diff to last: 0.164"
[1] "Newton iter: 3, lambda:1.86388603487638, diff to last: 0.045"
[1] "Newton iter: 4, lambda:1.86694088030039, diff to last: 0.003"
[1] "Newton iter: 5, lambda:1.86695426442113, diff to last: 0"
[1] "Newton iter: 6, lambda:1.86695426467705, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.86695426442113"
[1] "Starting iterative with newton 1.86695426442113"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.726193314477376"
[1] "Starting iterative with newton 0.726193314477376"
[1] "Starting newton at: 1.41775081470702"
[1] "Newton iter: 1, lambda:1.41927886398976, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.41928173096833, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4192817309784, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.4192817309784"
[1] "Starting iterative with newton 1.4192817309784"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0748883877446543"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674166823133409"
[1] "Starting iterative with newton 0.674166823133409"
[1] "Starting newton at: 1.23749978562991"
[1] "Newton iter: 1, lambda:1.48676582780021, diff to last: 0.249"
[1] "Newton iter: 2, lambda:1.58984680867585, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.60714593087126, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.60759796520503, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60759826803407, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6075982680342, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6075982680342"
[1] "Starting iterative with newton 1.6075982680342"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.329918164226273"
threshold is:
[{'ad': 0.0019330628879229677, 'da': 0.0019144201274023114, 'dd': 0.005354348094839565}, {'ad': 0.00909464468437979, 'da': 0.012376311071988819, 'dd': 0.0226575691486661}, {'ad': 0.028532912512505355, 'da': 0.033595241139394307, 'dd': 0.05573599489208622}, {'ad': 0.06660121023891559, 'da': 0.07939789247055404, 'dd': 0.3054448677207455}, {'ad': 0.32991816422627346, 'da': 0.32991816422627346, 'dd': 0.32991816422627346}]
Number of points in noise estimation: 128
Estimated noise: 0.07488838774465431
0.07488838774465431
threshold is:
[{'ad': 0.015081866370127095, 'da': 0.03074746093410842, 'dd': 0.006802423976398742}, {'ad': 0.019724055069028523, 'da': 0.01628875101160144, 'dd': 0.00456455578380964}, {'ad': 0.02704263537991036, 'da': 0.027380439768774828, 'dd': 0.062381319200783936}, {'ad': 0.05874315976794109, 'da': 0.06550265393594487, 'dd': 0.3054448677207455}, {'ad': 0.32991816422627346, 'da': 0.32991816422627346, 'dd': 0.32991816422627346}]
['peppers256', 0.075, 3, 0.005436594100045645, 0.0018675144492298192, 0.0015552373272676176, 0.005692970696857662, 0.0018779969260513973, 0.001934706750336033, 0.0018779969260513973, 0.001934706750336033, 22.646730905206024, 27.287360293002468, 28.082033287862362, 22.446610516048885, 27.26305122932532, 27.1338485305454, 27.26305122932532, 27.1338485305454]
peppers256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.07374971812778071
0.07374971812778071
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115004361961609, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115994508708976, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115994581813421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115994581813421, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115994581813421"
[1] "Starting iterative with newton 0.115994581813421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397329159120746, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039790529441616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039790529562741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039790529562741"
[1] "Starting iterative with newton 0.039790529562741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037547734533096, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0375979424771184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375979425668861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0375979425668861"
[1] "Starting iterative with newton 0.0375979425668861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037484438783664, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375344420015285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375344420905022, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0375344420015285"
[1] "Starting iterative with newton 0.0375344420015285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374826053580106, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375326026537419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375326027426928, diff to last: 0"
[1] "Final threshold is: 0.00276801886631546"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12004996323344, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121177610343936, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121177709585282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121177709585283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121177709585282"
[1] "Starting iterative with newton 0.121177709585282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312928407318309, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0313311908666932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313311909242995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0313311908666932"
[1] "Starting iterative with newton 0.0313311908666932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284847447440739, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028514747903656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0285147479369481, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.028514747903656"
[1] "Starting iterative with newton 0.028514747903656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283988636198952, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028428630776918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284286308096276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028428630776918"
[1] "Starting iterative with newton 0.028428630776918"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283962397771269, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284259997415223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284259997742143, diff to last: 0"
[1] "Final threshold is: 0.00209640946843764"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.202517057526797"
[1] "Newton iter: 1, lambda:0.191628337155495, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.191643325506427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191643325534855, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.191643325506427"
[1] "Starting iterative with newton 0.191643325506427"
[1] "Starting newton at: 0.0903772956745858"
[1] "Newton iter: 1, lambda:0.0561564992885593, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0562131907302466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562131908857719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0562131907302466"
[1] "Starting iterative with newton 0.0562131907302466"
[1] "Starting newton at: 0.0198999028704002"
[1] "Newton iter: 1, lambda:0.0525605705722813, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0526088238742772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0526088239796251, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0526088238742772"
[1] "Starting iterative with newton 0.0526088238742772"
[1] "Starting newton at: 0.0235042697263697"
[1] "Newton iter: 1, lambda:0.0524739868043786, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0525118852936899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525118853585629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525118852936899"
[1] "Starting iterative with newton 0.0525118852936899"
[1] "Starting newton at: 0.023601208306957"
[1] "Newton iter: 1, lambda:0.0524716380851195, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.052509275512259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525092755762383, diff to last: 0"
[1] "Final threshold is: 0.00387254426812308"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.375409081435899"
[1] "Newton iter: 1, lambda:0.336618205903991, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.336922238110687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336922256914721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336922256914721, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.336922256914721"
[1] "Starting iterative with newton 0.336922256914721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135691898168723, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137856888090992, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137857437971991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137857437972026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137857437971991"
[1] "Starting iterative with newton 0.137857437971991"
[1] "Starting newton at: 0.236846318284547"
[1] "Newton iter: 1, lambda:0.120230484364776, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.12172806870194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12172831662102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121728316621027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121728316621027"
[1] "Starting iterative with newton 0.121728316621027"
[1] "Starting newton at: 0.20725848290807"
[1] "Newton iter: 1, lambda:0.119574603854107, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.120417921777491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120417999983541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120417999983542, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120417999983541"
[1] "Starting iterative with newton 0.120417999983541"
[1] "Starting newton at: 0.176202536292263"
[1] "Newton iter: 1, lambda:0.119964370984495, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.120311498771332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120311512016177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120311512016177, diff to last: 0"
[1] "Final threshold is: 0.00887294009872017"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.462134639508764"
[1] "Newton iter: 1, lambda:0.419041438720172, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.41949408549654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.419494135890536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419494135890536, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419494135890536"
[1] "Starting iterative with newton 0.419494135890536"
[1] "Starting newton at: 0.203145375479868"
[1] "Newton iter: 1, lambda:0.201807574493598, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.20180786149227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201807861492284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.20180786149227"
[1] "Starting iterative with newton 0.20180786149227"
[1] "Starting newton at: 0.210385007860832"
[1] "Newton iter: 1, lambda:0.178508847397879, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.178662621846867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.178662625430729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178662621846867"
[1] "Starting iterative with newton 0.178662621846867"
[1] "Starting newton at: 0.219114214076052"
[1] "Newton iter: 1, lambda:0.175814816442263, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.176096666803617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176096678769656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176096678769656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176096678769656"
[1] "Starting iterative with newton 0.176096678769656"
[1] "Starting newton at: 0.221680157153262"
[1] "Newton iter: 1, lambda:0.175490591131046, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.1758110590976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17581107455676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17581107455676, diff to last: 0"
[1] "Final threshold is: 0.0129660171923033"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0.610790206614028"
[1] "Newton iter: 1, lambda:0.552269169383208, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.553413957764617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.553414403354527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553414403354594, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.553414403354527"
[1] "Starting iterative with newton 0.553414403354527"
[1] "Starting newton at: 0.356747063716443"
[1] "Newton iter: 1, lambda:0.324672012070344, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.324923747240199, diff to last: 0"
[1] "Newton iter: 3, lambda:0.324923762812151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324923762812151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.324923762812151"
[1] "Starting iterative with newton 0.324923762812151"
[1] "Starting newton at: 0.251949965498862"
[1] "Newton iter: 1, lambda:0.288136694617115, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.288444909642638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288444931927472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288444931927472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288444931927472"
[1] "Starting iterative with newton 0.288444931927472"
[1] "Starting newton at: 0.28765832415847"
[1] "Newton iter: 1, lambda:0.282322206442461, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.282328829388951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282328829399159, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.282328829388951"
[1] "Starting iterative with newton 0.282328829388951"
[1] "Starting newton at: 0.293003954471919"
[1] "Newton iter: 1, lambda:0.281265584579384, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.281297569921958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281297570159719, diff to last: 0"
[1] "Final threshold is: 0.0207456164917741"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0.688253321841265"
[1] "Newton iter: 1, lambda:0.639654237441491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.640590151910855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.640590505087014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640590505087065, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640590505087014"
[1] "Starting iterative with newton 0.640590505087014"
[1] "Starting newton at: 0.387265229553997"
[1] "Newton iter: 1, lambda:0.41086631099815, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.411040853707423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.411040863220803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.411040863220803"
[1] "Starting iterative with newton 0.411040863220803"
[1] "Starting newton at: 0.47510877482068"
[1] "Newton iter: 1, lambda:0.364027640767128, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.367604167187327, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.36760793936296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367607939367154, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36760793936296"
[1] "Starting iterative with newton 0.36760793936296"
[1] "Starting newton at: 0.278157050234236"
[1] "Newton iter: 1, lambda:0.357255943321703, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.359093826240095, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359094810798764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359094810799047, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359094810799047"
[1] "Starting iterative with newton 0.359094810799047"
[1] "Starting newton at: 0.283956688482644"
[1] "Newton iter: 1, lambda:0.355900122065369, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.357416086122008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357416754439403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357416754439533, diff to last: 0"
[1] "Final threshold is: 0.0263593848940522"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 0.747737325732016"
[1] "Newton iter: 1, lambda:0.665579793853172, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.668434156295849, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.668437710061097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668437710066601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668437710061097"
[1] "Starting iterative with newton 0.668437710061097"
[1] "Starting newton at: 0.389871302627627"
[1] "Newton iter: 1, lambda:0.48949264936703, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.493197943098106, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.493202981926137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493202981935448, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493202981926137"
[1] "Starting iterative with newton 0.493202981926137"
[1] "Starting newton at: 0.418239330773651"
[1] "Newton iter: 1, lambda:0.455012155291018, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.455492055518194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.455492136736329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.455492136736331, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.455492136736329"
[1] "Starting iterative with newton 0.455492136736329"
[1] "Starting newton at: 0.423806051592471"
[1] "Newton iter: 1, lambda:0.446935253212017, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.447122973315353, diff to last: 0"
[1] "Newton iter: 3, lambda:0.447122985631929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447122985631929, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.447122985631929"
[1] "Starting iterative with newton 0.447122985631929"
[1] "Starting newton at: 0.416839877832369"
[1] "Newton iter: 1, lambda:0.444975330716943, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.445252773086875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445252799937521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445252799937522, diff to last: 0"
[1] "Final threshold is: 0.0328372684909973"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 0.809204155831105"
[1] "Newton iter: 1, lambda:0.829750041693478, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.830002891473566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830002929432275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830002929432276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.830002929432275"
[1] "Starting iterative with newton 0.830002929432275"
[1] "Starting newton at: 0.784662928652017"
[1] "Newton iter: 1, lambda:0.753987774328017, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.75451097624222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.754511130362019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754511130362033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.754511130362033"
[1] "Starting iterative with newton 0.754511130362033"
[1] "Starting newton at: 0.79816261716835"
[1] "Newton iter: 1, lambda:0.728149370603019, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.730785241749001, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.730789087434375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730789087442553, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.730789087434375"
[1] "Starting iterative with newton 0.730789087434375"
[1] "Starting newton at: 0.771804810727523"
[1] "Newton iter: 1, lambda:0.721901595306019, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.723244732176042, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723245724496709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723245724497251, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.723245724496709"
[1] "Starting iterative with newton 0.723245724496709"
[1] "Starting newton at: 0.773369854917994"
[1] "Newton iter: 1, lambda:0.719262794630621, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.720836289588943, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.720837649068187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720837649069202, diff to last: 0"
[1] "Final threshold is: 0.0531615734346709"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.973996076697952"
[1] "Starting iterative with newton 0.973996076697952"
[1] "Starting newton at: 0.877610228772874"
[1] "Newton iter: 1, lambda:0.914116628278432, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.914990903806831, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.914991396410753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.91499139641091, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.914991396410753"
[1] "Starting iterative with newton 0.914991396410753"
[1] "Starting newton at: 0.882922765283982"
[1] "Newton iter: 1, lambda:0.895867974083137, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.895975596062919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.895975603454049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.895975596062919"
[1] "Starting iterative with newton 0.895975596062919"
[1] "Starting newton at: 0.880783226915225"
[1] "Newton iter: 1, lambda:0.88968598514625, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.889736623794909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889736625426058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.889736623794909"
[1] "Starting iterative with newton 0.889736623794909"
[1] "Starting newton at: 0.880957622371207"
[1] "Newton iter: 1, lambda:0.887649317430925, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.887677865440861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887677865958734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.887677865440861"
[1] "Starting iterative with newton 0.887677865440861"
[1] "Starting newton at: 0.882240493314946"
[1] "Newton iter: 1, lambda:0.886982909490091, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.886997229229489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.886997229359742, diff to last: 0"
[1] "Final threshold is: 0.0654157956357973"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.08924438282267"
[1] "Newton iter: 1, lambda:0.993720656020985, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.999959988051283, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.999988360877654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999988361462288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999988360877654"
[1] "Starting iterative with newton 0.999988360877654"
[1] "Starting newton at: 1.11793192145973"
[1] "Newton iter: 1, lambda:1.02091838350488, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.02742099706056, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.02745223482386, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02745223554197, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02745223482386"
[1] "Starting iterative with newton 1.02745223482386"
[1] "Starting newton at: 1.1222406853418"
[1] "Newton iter: 1, lambda:1.03188758453337, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.03757800207674, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.03760202941205, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03760202983897, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03760202941205"
[1] "Starting iterative with newton 1.03760202941205"
[1] "Starting newton at: 1.11928649924438"
[1] "Newton iter: 1, lambda:1.03649299777985, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.04130369291652, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04132088694924, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04132088716825, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04132088716825"
[1] "Starting iterative with newton 1.04132088716825"
[1] "Starting newton at: 1.11810537891981"
[1] "Newton iter: 1, lambda:1.03816813969475, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04266408146713, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.0426791060741, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04267910624143, diff to last: 0"
[1] "Final threshold is: 0.076897290183032"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.47859435244952"
[1] "Newton iter: 1, lambda:1.32755497672875, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.349725218044, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.3502956608936, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35029603159099, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35029603159114, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35029603159099"
[1] "Starting iterative with newton 1.35029603159099"
[1] "Starting newton at: 1.38882787375199"
[1] "Newton iter: 1, lambda:1.65780229778793, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.77468498652324, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.79560975149914, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.796219843628, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.79622034984726, diff to last: 0"
[1] "Newton iter: 6, lambda:1.79622034984761, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79622034984726"
[1] "Starting iterative with newton 1.79622034984726"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300800612436609"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.51221853628626"
[1] "Newton iter: 1, lambda:1.30533859128626, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.34428238674003, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34606498888531, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34606861103508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34606861105001, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34606861103508"
[1] "Starting iterative with newton 1.34606861103508"
[1] "Starting newton at: 1.38730132310292"
[1] "Newton iter: 1, lambda:1.66389886363392, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.79062917972891, diff to last: 0.127"
[1] "Newton iter: 3, lambda:1.81636111729532, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.81732642491624, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.81732774389799, diff to last: 0"
[1] "Newton iter: 6, lambda:1.81732774390045, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81732774389799"
[1] "Starting iterative with newton 1.81732774389799"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.47958379076582"
[1] "Newton iter: 1, lambda:1.35957869851953, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.37455941147921, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.37482794764157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37482803280265, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37482803280266, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37482803280266"
[1] "Starting iterative with newton 1.37482803280266"
[1] "Starting newton at: 1.31076802931919"
[1] "Newton iter: 1, lambda:1.65235842289133, diff to last: 0.342"
[1] "Newton iter: 2, lambda:1.8516371419585, diff to last: 0.199"
[1] "Newton iter: 3, lambda:1.92259079435406, diff to last: 0.071"
[1] "Newton iter: 4, lambda:1.93084305415613, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.93094666957135, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93094668573079, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93094668573079, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93094668573079"
[1] "Starting iterative with newton 1.93094668573079"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.25679248553047"
[1] "Newton iter: 1, lambda:1.48730472391872, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.57481488482937, diff to last: 0.088"
[1] "Newton iter: 3, lambda:1.58699120435133, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58721125184555, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58721132275221, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58721132275222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58721132275221"
[1] "Starting iterative with newton 1.58721132275221"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
threshold is:
[{'ad': 0.0027680188663154596, 'da': 0.0020964094684376403, 'dd': 0.003872544268123078}, {'ad': 0.008872940098720165, 'da': 0.012966017192303265, 'dd': 0.020745616491774078}, {'ad': 0.026359384894052196, 'da': 0.03283726849099734, 'dd': 0.053161573434670935}, {'ad': 0.0654157956357973, 'da': 0.07689729018303204, 'dd': 0.30080061243660877}, {'ad': 0.3249017951873234, 'da': 0.3249017951873234, 'dd': 0.3249017951873234}]
Number of points in noise estimation: 128
Estimated noise: 0.07374971812778071
0.07374971812778071
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8209066582406"
[1] "Starting iterative with newton 18.8209066582406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.169701857553"
[1] "Starting iterative with newton 13.169701857553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.982826000676"
[1] "Starting iterative with newton 10.982826000676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61773798137808"
[1] "Starting iterative with newton 6.61773798137808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.1416067917101"
[1] "Starting iterative with newton 5.1416067917101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 1.98007800030153"
[1] "Newton iter: 1, lambda:1.58230880119092, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.54153984024387, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.54039027348835, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54038930982317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54038930982249, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54038930982249"
[1] "Starting iterative with newton 1.54038930982249"
[1] "Starting newton at: 1.86471053604487"
[1] "Newton iter: 1, lambda:1.52923660995351, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.48615667092069, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.48472411702136, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48472245277847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48472245277622, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48472245277622"
[1] "Starting iterative with newton 1.48472245277622"
[1] "Starting newton at: 1.80919410148231"
[1] "Newton iter: 1, lambda:1.48181128312257, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.43319171638132, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.4311766787205, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4311730419323, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43117304192043, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43117304192043"
[1] "Starting iterative with newton 1.43117304192043"
[1] "Starting newton at: 1.74778593115657"
[1] "Newton iter: 1, lambda:1.42337430669205, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.36639757100632, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.36327039748853, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36326049660057, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36326049650112, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36326049650112"
[1] "Starting iterative with newton 1.36326049650112"
[1] "Starting newton at: 1.64715568671832"
[1] "Newton iter: 1, lambda:1.36590887107383, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.31124277795603, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.30803757520157, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30802610729903, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30802610715198, diff to last: 0"
[1] "Final threshold is: 0.096466556706237"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 1.31803637506594"
[1] "Newton iter: 1, lambda:1.22976067576254, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.22087096186971, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.22077353581895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22077352406623, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22077352406623, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077352406623"
[1] "Starting iterative with newton 1.22077352406623"
[1] "Starting newton at: 1.41885712479323"
[1] "Newton iter: 1, lambda:1.33231918907173, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.32548602983256, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.3254389396424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32543893739334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32543893739334"
[1] "Starting iterative with newton 1.32543893739334"
[1] "Starting newton at: 1.51521146618141"
[1] "Newton iter: 1, lambda:1.43879539095521, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.43458596516042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.43457165979837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43457165963231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43457165963231"
[1] "Starting iterative with newton 1.43457165963231"
[1] "Starting newton at: 1.62909518909201"
[1] "Newton iter: 1, lambda:1.5336228132348, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.52867712548757, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.52866114219213, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52866114202387, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52866114202387"
[1] "Starting iterative with newton 1.52866114202387"
[1] "Starting newton at: 1.70296947587088"
[1] "Newton iter: 1, lambda:1.60630372613644, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.60222521538829, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.60221611564246, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6022161155968, diff to last: 0"
[1] "Final threshold is: 0.118162986905052"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.973996076697952"
[1] "Starting iterative with newton 0.973996076697952"
[1] "Starting newton at: 1.29494192695819"
[1] "Newton iter: 1, lambda:1.26052954478237, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.25924606138581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2592442237844, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25924422378063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25924422378063"
[1] "Starting iterative with newton 1.25924422378063"
[1] "Starting newton at: 1.59613624025062"
[1] "Newton iter: 1, lambda:1.60795414054651, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.60788525951775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60788525724219, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60788525724219"
[1] "Starting iterative with newton 1.60788525724219"
[1] "Starting newton at: 1.90512128316036"
[1] "Newton iter: 1, lambda:1.8717680267653, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.87163786823652, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87163786565769, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87163786823652"
[1] "Starting iterative with newton 1.87163786823652"
[1] "Starting newton at: 2.01534992400951"
[1] "Newton iter: 1, lambda:2.04807567356072, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.04804557621635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04804557621833, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04804557621833"
[1] "Starting iterative with newton 2.04804557621833"
[1] "Starting newton at: 2.23512317438357"
[1] "Newton iter: 1, lambda:2.15251132792755, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.15343085665756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15343091753776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15343091753776, diff to last: 0"
[1] "Final threshold is: 0.158814923176058"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.20388738094967"
[1] "Newton iter: 1, lambda:1.23470709118532, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.23358854195251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2335870909027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23358709090026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23358709090026"
[1] "Starting iterative with newton 1.23358709090026"
[1] "Starting newton at: 1.63358515144849"
[1] "Newton iter: 1, lambda:1.63800437013585, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.63799622490668, diff to last: 0"
[1] "Newton iter: 3, lambda:1.63799622487936, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63799622487936"
[1] "Starting iterative with newton 1.63799622487936"
[1] "Starting newton at: 1.93876783022756"
[1] "Newton iter: 1, lambda:1.98299661075118, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.98289491473154, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98289491466293, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.98289491473154"
[1] "Starting iterative with newton 1.98289491473154"
[1] "Starting newton at: 2.15336634221627"
[1] "Newton iter: 1, lambda:2.16325167548738, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.16326379880077, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16326379882022, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16326379880077"
[1] "Starting iterative with newton 2.16326379880077"
[1] "Starting newton at: 2.30924474887635"
[1] "Newton iter: 1, lambda:2.24911890098543, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24992950709999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24992962714019, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24992962714019, diff to last: 0"
[1] "Final threshold is: 0.165931675808932"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.40440099821163"
[1] "Newton iter: 1, lambda:1.34237665835568, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.33969552817748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33968985317715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33968985315161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33968985317715"
[1] "Starting iterative with newton 1.33968985317715"
[1] "Starting newton at: 2.01491728850679"
[1] "Newton iter: 1, lambda:2.08275953671795, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.08410790113845, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08410856586732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08410856586748, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08410856586748"
[1] "Starting iterative with newton 2.08410856586748"
[1] "Starting newton at: 2.62893975399671"
[1] "Newton iter: 1, lambda:2.58737973893548, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.58865419092994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58865537798411, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58865537798515, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58865537798515"
[1] "Starting iterative with newton 2.58865537798515"
[1] "Starting newton at: 2.85730821831023"
[1] "Newton iter: 1, lambda:2.8559880261717, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.85598948305501, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85598948305678, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.85598948305678"
[1] "Starting iterative with newton 2.85598948305678"
[1] "Starting newton at: 2.96679286600098"
[1] "Newton iter: 1, lambda:2.99520928447385, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.99592334473039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.99592379099116, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99592379099133, diff to last: 0"
[1] "Final threshold is: 0.22094853511791"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.57222680898333"
[1] "Newton iter: 1, lambda:1.48981419992662, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.48705143351897, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48704740324653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48704740323789, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48704740324653"
[1] "Starting iterative with newton 1.48704740324653"
[1] "Starting newton at: 2.18560245642584"
[1] "Newton iter: 1, lambda:2.22298837389357, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.22363607215688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22363627949249, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22363627949251, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22363627949249"
[1] "Starting iterative with newton 2.22363627949249"
[1] "Starting newton at: 2.72907827889158"
[1] "Newton iter: 1, lambda:2.6652865344904, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.66835972859036, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66836684947334, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66836684951159, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66836684947334"
[1] "Starting iterative with newton 2.66836684947334"
[1] "Starting newton at: 2.85919835569468"
[1] "Newton iter: 1, lambda:2.90827365258491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.91028456154955, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.91028791273768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91028791274698, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.91028791273768"
[1] "Starting iterative with newton 2.91028791273768"
[1] "Starting newton at: 3.0193638481814"
[1] "Newton iter: 1, lambda:3.01146128124787, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.01151430744762, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01151430984304, diff to last: 0"
[1] "Final threshold is: 0.222098331312041"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.53595987902291"
[1] "Newton iter: 1, lambda:1.56297873182972, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.56267683390557, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56267679973404, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56267679973404, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56267679973404"
[1] "Starting iterative with newton 1.56267679973404"
[1] "Starting newton at: 2.23464896434572"
[1] "Newton iter: 1, lambda:2.33061730737706, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.33577988280052, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.33579675464099, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33579675482205, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33579675464099"
[1] "Starting iterative with newton 2.33579675464099"
[1] "Starting newton at: 2.81864304945394"
[1] "Newton iter: 1, lambda:2.78319654857555, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78428695735428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.78428799629664, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78428799629758, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.78428799629664"
[1] "Starting iterative with newton 2.78428799629664"
[1] "Starting newton at: 3.03526921202828"
[1] "Newton iter: 1, lambda:3.024295008097, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.0244087140609, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02440872633443, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02440872633443, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0244087140609"
[1] "Starting iterative with newton 3.0244087140609"
[1] "Starting newton at: 3.11269284879277"
[1] "Newton iter: 1, lambda:3.14754087256818, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.14875878334276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.14876024143372, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14876024143581, diff to last: 0"
[1] "Final threshold is: 0.232220180257699"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.93084821769026"
[1] "Newton iter: 1, lambda:2.21254823931923, diff to last: 0.282"
[1] "Newton iter: 2, lambda:2.25787921630147, diff to last: 0.045"
[1] "Newton iter: 3, lambda:2.25981478367468, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.25981840451236, diff to last: 0"
[1] "Newton iter: 5, lambda:2.25981840452504, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25981840451236"
[1] "Starting iterative with newton 2.25981840451236"
[1] "Starting newton at: 2.98376334801353"
[1] "Newton iter: 1, lambda:3.10972603506003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:3.13500776764099, diff to last: 0.025"
[1] "Newton iter: 3, lambda:3.13598837324106, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.13598981835367, diff to last: 0"
[1] "Newton iter: 5, lambda:3.13598981835681, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.13598981835681"
[1] "Starting iterative with newton 3.13598981835681"
[1] "Starting newton at: 3.62055573748022"
[1] "Newton iter: 1, lambda:3.77711286369047, diff to last: 0.157"
[1] "Newton iter: 2, lambda:3.83166351186413, diff to last: 0.055"
[1] "Newton iter: 3, lambda:3.83774133137996, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.83781161587507, diff to last: 0"
[1] "Newton iter: 5, lambda:3.83781162518244, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.83781161587507"
[1] "Starting iterative with newton 3.83781161587507"
[1] "Starting newton at: 4.18830883512438"
[1] "Newton iter: 1, lambda:4.36364399151489, diff to last: 0.175"
[1] "Newton iter: 2, lambda:4.45340100648994, diff to last: 0.09"
[1] "Newton iter: 3, lambda:4.47491428364656, diff to last: 0.022"
[1] "Newton iter: 4, lambda:4.47600389372066, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.4760065680336, diff to last: 0"
[1] "Newton iter: 6, lambda:4.47600656804967, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4760065680336"
[1] "Starting iterative with newton 4.4760065680336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09646655670623698, 'dd': 0.11816298690505177}, {'ad': 0.15881492317605816, 'da': 0.16593167580893187, 'dd': 0.22094853511790993}, {'ad': 0.22209833131204085, 'da': 0.2322201802576995, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364680205167603. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0737497181277807
0.0737497181277807
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8209066582406"
[1] "Starting iterative with newton 18.8209066582406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.169701857553"
[1] "Starting iterative with newton 13.169701857553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.982826000676"
[1] "Starting iterative with newton 10.982826000676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.61773798137808"
[1] "Starting iterative with newton 6.61773798137808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.1416067917101"
[1] "Starting iterative with newton 5.1416067917101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 1.98007800030153"
[1] "Newton iter: 1, lambda:1.58230880119092, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.54153984024387, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.54039027348835, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54038930982317, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54038930982249, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54038930982249"
[1] "Starting iterative with newton 1.54038930982249"
[1] "Starting newton at: 1.86471053604487"
[1] "Newton iter: 1, lambda:1.52923660995351, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.48615667092069, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.48472411702136, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48472245277847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48472245277622, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48472245277622"
[1] "Starting iterative with newton 1.48472245277622"
[1] "Starting newton at: 1.80919410148231"
[1] "Newton iter: 1, lambda:1.48181128312257, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.43319171638132, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.4311766787205, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4311730419323, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43117304192043, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43117304192043"
[1] "Starting iterative with newton 1.43117304192043"
[1] "Starting newton at: 1.74778593115657"
[1] "Newton iter: 1, lambda:1.42337430669205, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.36639757100632, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.36327039748853, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36326049660057, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36326049650112, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.36326049650112"
[1] "Starting iterative with newton 1.36326049650112"
[1] "Starting newton at: 1.64715568671832"
[1] "Newton iter: 1, lambda:1.36590887107383, diff to last: 0.281"
[1] "Newton iter: 2, lambda:1.31124277795603, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.30803757520157, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.30802610729903, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30802610715198, diff to last: 0"
[1] "Final threshold is: 0.096466556706237"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 1.31803637506594"
[1] "Newton iter: 1, lambda:1.22976067576254, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.22087096186971, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.22077353581895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22077352406623, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22077352406623, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22077352406623"
[1] "Starting iterative with newton 1.22077352406623"
[1] "Starting newton at: 1.41885712479323"
[1] "Newton iter: 1, lambda:1.33231918907173, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.32548602983256, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.3254389396424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32543893739334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32543893739334"
[1] "Starting iterative with newton 1.32543893739334"
[1] "Starting newton at: 1.51521146618141"
[1] "Newton iter: 1, lambda:1.43879539095521, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.43458596516042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.43457165979837, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43457165963231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43457165963231"
[1] "Starting iterative with newton 1.43457165963231"
[1] "Starting newton at: 1.62909518909201"
[1] "Newton iter: 1, lambda:1.5336228132348, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.52867712548757, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.52866114219213, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52866114202387, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52866114202387"
[1] "Starting iterative with newton 1.52866114202387"
[1] "Starting newton at: 1.70296947587088"
[1] "Newton iter: 1, lambda:1.60630372613644, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.60222521538829, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.60221611564246, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6022161155968, diff to last: 0"
[1] "Final threshold is: 0.118162986905052"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.973996076697953"
[1] "Starting iterative with newton 0.973996076697953"
[1] "Starting newton at: 1.29494192695819"
[1] "Newton iter: 1, lambda:1.26052954478237, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.25924606138581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2592442237844, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25924422378063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2592442237844"
[1] "Starting iterative with newton 1.2592442237844"
[1] "Starting newton at: 1.59613624025062"
[1] "Newton iter: 1, lambda:1.60795414054651, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.60788525951775, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60788525724219, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60788525724219"
[1] "Starting iterative with newton 1.60788525724219"
[1] "Starting newton at: 1.90512128316036"
[1] "Newton iter: 1, lambda:1.8717680267653, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.87163786823652, diff to last: 0"
[1] "Newton iter: 3, lambda:1.87163786565769, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87163786823652"
[1] "Starting iterative with newton 1.87163786823652"
[1] "Starting newton at: 2.01534992400951"
[1] "Newton iter: 1, lambda:2.04807567356072, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.04804557621635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04804557621833, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04804557621635"
[1] "Starting iterative with newton 2.04804557621635"
[1] "Starting newton at: 2.23512317438357"
[1] "Newton iter: 1, lambda:2.15251132792755, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.15343085665756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15343091753776, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15343091753776, diff to last: 0"
[1] "Final threshold is: 0.158814923176058"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.20388738094967"
[1] "Newton iter: 1, lambda:1.23470709118532, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.23358854195251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.2335870909027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23358709090026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23358709090026"
[1] "Starting iterative with newton 1.23358709090026"
[1] "Starting newton at: 1.63358515144849"
[1] "Newton iter: 1, lambda:1.63800437013585, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.63799622490668, diff to last: 0"
[1] "Newton iter: 3, lambda:1.63799622487936, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63799622487936"
[1] "Starting iterative with newton 1.63799622487936"
[1] "Starting newton at: 1.93876783022756"
[1] "Newton iter: 1, lambda:1.98299661075118, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.98289491473154, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98289491466293, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.98289491473154"
[1] "Starting iterative with newton 1.98289491473154"
[1] "Starting newton at: 2.15336634221627"
[1] "Newton iter: 1, lambda:2.16325167548738, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.16326379880077, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16326379882022, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16326379880077"
[1] "Starting iterative with newton 2.16326379880077"
[1] "Starting newton at: 2.30924474887635"
[1] "Newton iter: 1, lambda:2.24911890098543, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.24992950709999, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.24992962714019, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24992962714019, diff to last: 0"
[1] "Final threshold is: 0.165931675808932"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.40440099821163"
[1] "Newton iter: 1, lambda:1.34237665835568, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.33969552817748, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.33968985317715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33968985315161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33968985315161"
[1] "Starting iterative with newton 1.33968985315161"
[1] "Starting newton at: 2.01491728850679"
[1] "Newton iter: 1, lambda:2.08275953671795, diff to last: 0.068"
[1] "Newton iter: 2, lambda:2.08410790113845, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08410856586732, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08410856586748, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08410856586748"
[1] "Starting iterative with newton 2.08410856586748"
[1] "Starting newton at: 2.62893975399671"
[1] "Newton iter: 1, lambda:2.58737973893548, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.58865419092994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.58865537798411, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58865537798515, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.58865537798515"
[1] "Starting iterative with newton 2.58865537798515"
[1] "Starting newton at: 2.85730821831023"
[1] "Newton iter: 1, lambda:2.8559880261717, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.85598948305501, diff to last: 0"
[1] "Newton iter: 3, lambda:2.85598948305678, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.85598948305501"
[1] "Starting iterative with newton 2.85598948305501"
[1] "Starting newton at: 2.96679286600098"
[1] "Newton iter: 1, lambda:2.99520928447385, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.99592334473039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.99592379099116, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99592379099133, diff to last: 0"
[1] "Final threshold is: 0.22094853511791"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.57222680898333"
[1] "Newton iter: 1, lambda:1.48981419992662, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.48705143351897, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.48704740324653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48704740323789, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48704740324653"
[1] "Starting iterative with newton 1.48704740324653"
[1] "Starting newton at: 2.18560245642584"
[1] "Newton iter: 1, lambda:2.22298837389357, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.22363607215688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.22363627949249, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22363627949251, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.22363627949251"
[1] "Starting iterative with newton 2.22363627949251"
[1] "Starting newton at: 2.72907827889158"
[1] "Newton iter: 1, lambda:2.6652865344904, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.66835972859036, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.66836684947334, diff to last: 0"
[1] "Newton iter: 4, lambda:2.66836684951159, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.66836684947334"
[1] "Starting iterative with newton 2.66836684947334"
[1] "Starting newton at: 2.85919835569468"
[1] "Newton iter: 1, lambda:2.90827365258491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.91028456154955, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.91028791273768, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91028791274698, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.91028791273768"
[1] "Starting iterative with newton 2.91028791273768"
[1] "Starting newton at: 3.0193638481814"
[1] "Newton iter: 1, lambda:3.01146128124787, diff to last: 0.008"
[1] "Newton iter: 2, lambda:3.01151430744762, diff to last: 0"
[1] "Newton iter: 3, lambda:3.01151430984304, diff to last: 0"
[1] "Final threshold is: 0.222098331312041"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.53595987902291"
[1] "Newton iter: 1, lambda:1.56297873182972, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.56267683390557, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56267679973404, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56267679973404, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56267679973404"
[1] "Starting iterative with newton 1.56267679973404"
[1] "Starting newton at: 2.23464896434572"
[1] "Newton iter: 1, lambda:2.33061730737706, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.33577988280052, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.33579675464099, diff to last: 0"
[1] "Newton iter: 4, lambda:2.33579675482205, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.33579675464099"
[1] "Starting iterative with newton 2.33579675464099"
[1] "Starting newton at: 2.81864304945394"
[1] "Newton iter: 1, lambda:2.78319654857555, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.78428695735428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.78428799629664, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78428799629758, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.78428799629664"
[1] "Starting iterative with newton 2.78428799629664"
[1] "Starting newton at: 3.03526921202828"
[1] "Newton iter: 1, lambda:3.024295008097, diff to last: 0.011"
[1] "Newton iter: 2, lambda:3.0244087140609, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02440872633443, diff to last: 0"
[1] "Newton iter: 4, lambda:3.02440872633443, diff to last: 0"
[1] "Iteration: 4 Threshold: 3.0244087140609"
[1] "Starting iterative with newton 3.0244087140609"
[1] "Starting newton at: 3.11269284879277"
[1] "Newton iter: 1, lambda:3.14754087256818, diff to last: 0.035"
[1] "Newton iter: 2, lambda:3.14875878334276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:3.14876024143372, diff to last: 0"
[1] "Newton iter: 4, lambda:3.14876024143581, diff to last: 0"
[1] "Final threshold is: 0.232220180257699"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.93084821769026"
[1] "Newton iter: 1, lambda:2.21254823931923, diff to last: 0.282"
[1] "Newton iter: 2, lambda:2.25787921630147, diff to last: 0.045"
[1] "Newton iter: 3, lambda:2.25981478367467, diff to last: 0.002"
[1] "Newton iter: 4, lambda:2.25981840451236, diff to last: 0"
[1] "Newton iter: 5, lambda:2.25981840452504, diff to last: 0"
[1] "Iteration: 1 Threshold: 2.25981840451236"
[1] "Starting iterative with newton 2.25981840451236"
[1] "Starting newton at: 2.98376334801353"
[1] "Newton iter: 1, lambda:3.10972603506003, diff to last: 0.126"
[1] "Newton iter: 2, lambda:3.13500776764099, diff to last: 0.025"
[1] "Newton iter: 3, lambda:3.13598837324106, diff to last: 0.001"
[1] "Newton iter: 4, lambda:3.13598981835367, diff to last: 0"
[1] "Newton iter: 5, lambda:3.13598981835681, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.13598981835681"
[1] "Starting iterative with newton 3.13598981835681"
[1] "Starting newton at: 3.62055573748022"
[1] "Newton iter: 1, lambda:3.77711286369047, diff to last: 0.157"
[1] "Newton iter: 2, lambda:3.83166351186413, diff to last: 0.055"
[1] "Newton iter: 3, lambda:3.83774133137996, diff to last: 0.006"
[1] "Newton iter: 4, lambda:3.83781161587507, diff to last: 0"
[1] "Newton iter: 5, lambda:3.83781162518244, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.83781161587507"
[1] "Starting iterative with newton 3.83781161587507"
[1] "Starting newton at: 4.18830883512439"
[1] "Newton iter: 1, lambda:4.36364399151489, diff to last: 0.175"
[1] "Newton iter: 2, lambda:4.45340100648994, diff to last: 0.09"
[1] "Newton iter: 3, lambda:4.47491428364656, diff to last: 0.022"
[1] "Newton iter: 4, lambda:4.47600389372066, diff to last: 0.001"
[1] "Newton iter: 5, lambda:4.4760065680336, diff to last: 0"
[1] "Newton iter: 6, lambda:4.47600656804967, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4760065680336"
[1] "Starting iterative with newton 4.4760065680336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: Inf"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.09646655670623697, 'dd': 0.11816298690505174}, {'ad': 0.15881492317605814, 'da': 0.16593167580893164, 'dd': 0.22094853511790988}, {'ad': 0.22209833131204082, 'da': 0.23222018025769947, 'dd': inf}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.364680205167603. h at: 0.4"
[1] "Using regular MAD in noise estimation."
Estimated noise: 0.0737497181277807
0.0737497181277807
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115004361961609, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115994508708976, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115994581813421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115994581813421, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115994581813421"
[1] "Starting iterative with newton 0.115994581813421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397329159120746, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039790529441616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039790529562741, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039790529562741"
[1] "Starting iterative with newton 0.039790529562741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037547734533096, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0375979424771184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375979425668861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0375979425668861"
[1] "Starting iterative with newton 0.0375979425668861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037484438783664, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375344420015285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375344420905022, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0375344420015285"
[1] "Starting iterative with newton 0.0375344420015285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374826053580105, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375326026537419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375326027426928, diff to last: 0"
[1] "Final threshold is: 0.00276801886631546"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12004996323344, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121177610343935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121177709585282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121177709585283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121177709585282"
[1] "Starting iterative with newton 0.121177709585282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312928407318309, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0313311908666932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313311909242995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0313311908666932"
[1] "Starting iterative with newton 0.0313311908666932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284847447440739, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0285147479036559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028514747936948, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0285147479036559"
[1] "Starting iterative with newton 0.0285147479036559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283988636198952, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028428630776918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284286308096276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028428630776918"
[1] "Starting iterative with newton 0.028428630776918"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283962397771269, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284259997415223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284259997742143, diff to last: 0"
[1] "Final threshold is: 0.00209640946843764"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.202517057526797"
[1] "Newton iter: 1, lambda:0.191628337155495, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.191643325506427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191643325534855, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.191643325506427"
[1] "Starting iterative with newton 0.191643325506427"
[1] "Starting newton at: 0.0903772956745859"
[1] "Newton iter: 1, lambda:0.0561564992885593, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0562131907302466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562131908857718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0562131907302466"
[1] "Starting iterative with newton 0.0562131907302466"
[1] "Starting newton at: 0.0198999028704003"
[1] "Newton iter: 1, lambda:0.0525605705722813, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0526088238742771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0526088239796251, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0526088238742771"
[1] "Starting iterative with newton 0.0526088238742771"
[1] "Starting newton at: 0.0235042697263697"
[1] "Newton iter: 1, lambda:0.0524739868043786, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0525118852936899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525118853585629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525118852936899"
[1] "Starting iterative with newton 0.0525118852936899"
[1] "Starting newton at: 0.023601208306957"
[1] "Newton iter: 1, lambda:0.0524716380851195, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.052509275512259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525092755762383, diff to last: 0"
[1] "Final threshold is: 0.00387254426812308"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.3754090814359"
[1] "Newton iter: 1, lambda:0.336618205903991, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.336922238110687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336922256914721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336922256914721, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.336922256914721"
[1] "Starting iterative with newton 0.336922256914721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135691898168723, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137856888090992, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137857437971991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137857437972026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137857437971991"
[1] "Starting iterative with newton 0.137857437971991"
[1] "Starting newton at: 0.236846318284547"
[1] "Newton iter: 1, lambda:0.120230484364776, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.12172806870194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12172831662102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121728316621027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12172831662102"
[1] "Starting iterative with newton 0.12172831662102"
[1] "Starting newton at: 0.207258482908077"
[1] "Newton iter: 1, lambda:0.119574603854106, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.12041792177749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.12041799998354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120417999983541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120417999983541"
[1] "Starting iterative with newton 0.120417999983541"
[1] "Starting newton at: 0.176202536292263"
[1] "Newton iter: 1, lambda:0.119964370984495, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.120311498771332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120311512016177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120311512016177, diff to last: 0"
[1] "Final threshold is: 0.00887294009872016"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.462134639508765"
[1] "Newton iter: 1, lambda:0.419041438720172, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.419494085496539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.419494135890536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419494135890536, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419494135890536"
[1] "Starting iterative with newton 0.419494135890536"
[1] "Starting newton at: 0.203145375479868"
[1] "Newton iter: 1, lambda:0.201807574493598, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.201807861492271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.201807861492284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.201807861492271"
[1] "Starting iterative with newton 0.201807861492271"
[1] "Starting newton at: 0.210385007860832"
[1] "Newton iter: 1, lambda:0.178508847397879, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.178662621846867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.178662625430729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178662621846867"
[1] "Starting iterative with newton 0.178662621846867"
[1] "Starting newton at: 0.219114214076052"
[1] "Newton iter: 1, lambda:0.175814816442263, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.176096666803617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176096678769656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176096678769656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176096678769656"
[1] "Starting iterative with newton 0.176096678769656"
[1] "Starting newton at: 0.221680157153262"
[1] "Newton iter: 1, lambda:0.175490591131046, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.1758110590976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.17581107455676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17581107455676, diff to last: 0"
[1] "Final threshold is: 0.0129660171923033"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.62748706451058"
[1] "Starting iterative with newton 2.62748706451058"
[1] "Starting newton at: 0.610790206614027"
[1] "Newton iter: 1, lambda:0.552269169383208, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.553413957764617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.553414403354527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553414403354594, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.553414403354527"
[1] "Starting iterative with newton 0.553414403354527"
[1] "Starting newton at: 0.356747063716443"
[1] "Newton iter: 1, lambda:0.324672012070344, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.324923747240199, diff to last: 0"
[1] "Newton iter: 3, lambda:0.324923762812151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324923762812151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.324923762812151"
[1] "Starting iterative with newton 0.324923762812151"
[1] "Starting newton at: 0.251949965498862"
[1] "Newton iter: 1, lambda:0.288136694617115, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.288444909642638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288444931927472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288444931927472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288444931927472"
[1] "Starting iterative with newton 0.288444931927472"
[1] "Starting newton at: 0.28765832415847"
[1] "Newton iter: 1, lambda:0.282322206442461, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.282328829388951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.282328829399159, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.282328829388951"
[1] "Starting iterative with newton 0.282328829388951"
[1] "Starting newton at: 0.29300395447192"
[1] "Newton iter: 1, lambda:0.281265584579384, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.281297569921958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281297570159719, diff to last: 0"
[1] "Final threshold is: 0.0207456164917741"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.09254640484079"
[1] "Starting iterative with newton 2.09254640484079"
[1] "Starting newton at: 0.688253321841264"
[1] "Newton iter: 1, lambda:0.639654237441491, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.640590151910855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.640590505087014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640590505087065, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640590505087014"
[1] "Starting iterative with newton 0.640590505087014"
[1] "Starting newton at: 0.387265229553997"
[1] "Newton iter: 1, lambda:0.41086631099815, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.411040853707423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.411040863220803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.411040863220803"
[1] "Starting iterative with newton 0.411040863220803"
[1] "Starting newton at: 0.47510877482068"
[1] "Newton iter: 1, lambda:0.364027640767128, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.367604167187327, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.36760793936296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367607939367154, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36760793936296"
[1] "Starting iterative with newton 0.36760793936296"
[1] "Starting newton at: 0.278157050234237"
[1] "Newton iter: 1, lambda:0.357255943321703, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.359093826240095, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359094810798764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359094810799047, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.359094810798764"
[1] "Starting iterative with newton 0.359094810798764"
[1] "Starting newton at: 0.283956688482927"
[1] "Newton iter: 1, lambda:0.355900122065327, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.357416086121952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357416754439347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357416754439477, diff to last: 0"
[1] "Final threshold is: 0.0263593848940481"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.62890981315359"
[1] "Starting iterative with newton 1.62890981315359"
[1] "Starting newton at: 0.747737325732016"
[1] "Newton iter: 1, lambda:0.665579793853172, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.668434156295849, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.668437710061097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668437710066601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668437710061097"
[1] "Starting iterative with newton 0.668437710061097"
[1] "Starting newton at: 0.389871302627627"
[1] "Newton iter: 1, lambda:0.48949264936703, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.493197943098106, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.493202981926137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493202981935448, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493202981935448"
[1] "Starting iterative with newton 0.493202981935448"
[1] "Starting newton at: 0.41823933076434"
[1] "Newton iter: 1, lambda:0.455012155292781, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.455492055520249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.455492136738384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.455492136738386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.455492136738384"
[1] "Starting iterative with newton 0.455492136738384"
[1] "Starting newton at: 0.423806051590417"
[1] "Newton iter: 1, lambda:0.446935253212436, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.447122973315812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.447122985632388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447122985632388, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.447122985632388"
[1] "Starting iterative with newton 0.447122985632388"
[1] "Starting newton at: 0.41683987783191"
[1] "Newton iter: 1, lambda:0.444975330717035, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.445252773086978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445252799937624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445252799937624, diff to last: 0"
[1] "Final threshold is: 0.0328372684910049"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.08003408060107"
[1] "Starting iterative with newton 1.08003408060107"
[1] "Starting newton at: 0.809204155831105"
[1] "Newton iter: 1, lambda:0.829750041693478, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.830002891473565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830002929432275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830002929432276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.830002929432275"
[1] "Starting iterative with newton 0.830002929432275"
[1] "Starting newton at: 0.784662928652018"
[1] "Newton iter: 1, lambda:0.753987774328017, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.754510976242219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.754511130362019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754511130362033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.754511130362019"
[1] "Starting iterative with newton 0.754511130362019"
[1] "Starting newton at: 0.798162617168364"
[1] "Newton iter: 1, lambda:0.728149370603014, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.730785241748997, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.73078908743437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730789087442548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.73078908743437"
[1] "Starting iterative with newton 0.73078908743437"
[1] "Starting newton at: 0.771804810727528"
[1] "Newton iter: 1, lambda:0.721901595306017, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.723244732176041, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723245724496708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723245724497249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.723245724496708"
[1] "Starting iterative with newton 0.723245724496708"
[1] "Starting newton at: 0.773369854917996"
[1] "Newton iter: 1, lambda:0.71926279463062, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.720836289588942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.720837649068187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720837649069201, diff to last: 0"
[1] "Final threshold is: 0.0531615734346709"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.973996076697953"
[1] "Starting iterative with newton 0.973996076697953"
[1] "Starting newton at: 0.877610228772874"
[1] "Newton iter: 1, lambda:0.914116628278432, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.914990903806831, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.914991396410753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.91499139641091, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.914991396410753"
[1] "Starting iterative with newton 0.914991396410753"
[1] "Starting newton at: 0.882922765283982"
[1] "Newton iter: 1, lambda:0.895867974083137, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.895975596062919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.895975603454049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.895975596062919"
[1] "Starting iterative with newton 0.895975596062919"
[1] "Starting newton at: 0.880783226915225"
[1] "Newton iter: 1, lambda:0.88968598514625, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.889736623794909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.889736625426058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.889736623794909"
[1] "Starting iterative with newton 0.889736623794909"
[1] "Starting newton at: 0.880957622371208"
[1] "Newton iter: 1, lambda:0.887649317430925, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.887677865440861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.887677865958734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.887677865440861"
[1] "Starting iterative with newton 0.887677865440861"
[1] "Starting newton at: 0.882240493314946"
[1] "Newton iter: 1, lambda:0.886982909490091, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.886997229229489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.886997229359742, diff to last: 0"
[1] "Final threshold is: 0.0654157956357973"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.927362295929485"
[1] "Starting iterative with newton 0.927362295929485"
[1] "Starting newton at: 1.08924438282267"
[1] "Newton iter: 1, lambda:0.993720656020985, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.999959988051282, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.999988360877654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.999988361462287, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.999988361462287"
[1] "Starting iterative with newton 0.999988361462287"
[1] "Starting newton at: 1.11793192087509"
[1] "Newton iter: 1, lambda:1.02091838384228, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.02742099727911, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.02745223504127, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02745223575939, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02745223504127"
[1] "Starting iterative with newton 1.02745223504127"
[1] "Starting newton at: 1.12224068512439"
[1] "Newton iter: 1, lambda:1.0318875846547, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.03757800215693, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.03760202949189, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03760202991882, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.03760202991882"
[1] "Starting iterative with newton 1.03760202991882"
[1] "Starting newton at: 1.11928649873761"
[1] "Newton iter: 1, lambda:1.03649299805342, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.04130369310239, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.04132088713449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0413208873535, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04132088713449"
[1] "Starting iterative with newton 1.04132088713449"
[1] "Starting newton at: 1.11810537895357"
[1] "Newton iter: 1, lambda:1.03816813967676, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.04266408145478, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.04267910606178, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04267910622911, diff to last: 0"
[1] "Final threshold is: 0.0768972901821233"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.775253073124725"
[1] "Starting iterative with newton 0.775253073124725"
[1] "Starting newton at: 1.47859435244952"
[1] "Newton iter: 1, lambda:1.32755497672875, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.349725218044, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.3502956608936, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35029603159099, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35029603159114, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35029603159114"
[1] "Starting iterative with newton 1.35029603159114"
[1] "Starting newton at: 1.38882787375184"
[1] "Newton iter: 1, lambda:1.65780229778789, diff to last: 0.269"
[1] "Newton iter: 2, lambda:1.77468498652331, diff to last: 0.117"
[1] "Newton iter: 3, lambda:1.79560975149925, diff to last: 0.021"
[1] "Newton iter: 4, lambda:1.79621984362811, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.79622034984737, diff to last: 0"
[1] "Newton iter: 6, lambda:1.79622034984772, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79622034984737"
[1] "Starting iterative with newton 1.79622034984737"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 4.07866796067524"
[1] "Newton iter: 1, lambda:4.07866796067524, diff to last: 0"
[1] "Newton iter: 2, lambda:4.07866796067524, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.300800612436609"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.747916354247356"
[1] "Starting iterative with newton 0.747916354247356"
[1] "Starting newton at: 1.51221853628626"
[1] "Newton iter: 1, lambda:1.30533859128626, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.34428238674003, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34606498888531, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34606861103508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34606861105001, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34606861103508"
[1] "Starting iterative with newton 1.34606861103508"
[1] "Starting newton at: 1.38730132310292"
[1] "Newton iter: 1, lambda:1.66389886363392, diff to last: 0.277"
[1] "Newton iter: 2, lambda:1.79062917972891, diff to last: 0.127"
[1] "Newton iter: 3, lambda:1.81636111729532, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.81732642491624, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.81732774389798, diff to last: 0"
[1] "Newton iter: 6, lambda:1.81732774390045, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.81732774390045"
[1] "Starting iterative with newton 1.81732774390045"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.721450597120496"
[1] "Starting iterative with newton 0.721450597120496"
[1] "Starting newton at: 1.47958379076582"
[1] "Newton iter: 1, lambda:1.35957869851953, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.37455941147921, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.37482794764157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37482803280265, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37482803280266, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37482803280265"
[1] "Starting iterative with newton 1.37482803280265"
[1] "Starting newton at: 1.3107680293192"
[1] "Newton iter: 1, lambda:1.65235842289133, diff to last: 0.342"
[1] "Newton iter: 2, lambda:1.8516371419585, diff to last: 0.199"
[1] "Newton iter: 3, lambda:1.92259079435405, diff to last: 0.071"
[1] "Newton iter: 4, lambda:1.93084305415612, diff to last: 0.008"
[1] "Newton iter: 5, lambda:1.93094666957135, diff to last: 0"
[1] "Newton iter: 6, lambda:1.93094668573079, diff to last: 0"
[1] "Newton iter: 7, lambda:1.93094668573079, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.93094666957135"
[1] "Starting iterative with newton 1.93094666957135"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0737497181277807"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674055732159787"
[1] "Starting iterative with newton 0.674055732159787"
[1] "Starting newton at: 1.25679248553047"
[1] "Newton iter: 1, lambda:1.48730472391872, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.57481488482937, diff to last: 0.088"
[1] "Newton iter: 3, lambda:1.58699120435133, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.58721125184555, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58721132275221, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58721132275222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58721132275221"
[1] "Starting iterative with newton 1.58721132275221"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.324901795187323"
threshold is:
[{'ad': 0.0027680188663154587, 'da': 0.0020964094684376394, 'dd': 0.0038725442681230766}, {'ad': 0.008872940098720163, 'da': 0.012966017192303258, 'dd': 0.02074561649177407}, {'ad': 0.026359384894048075, 'da': 0.0328372684910049, 'dd': 0.05316157343467087}, {'ad': 0.06541579563579727, 'da': 0.07689729018212334, 'dd': 0.3008006124366087}, {'ad': 0.3249017951873233, 'da': 0.3249017951873233, 'dd': 0.3249017951873233}]
Number of points in noise estimation: 128
Estimated noise: 0.07374971812778071
0.07374971812778071
threshold is:
[{'ad': 0.026003931381277212, 'da': 0.029175285620052088, 'dd': 0.012421419673297018}, {'ad': 0.014619794647565465, 'da': 0.009236940272302048, 'dd': 0.012409042549412316}, {'ad': 0.02512657927972617, 'da': 0.03955148632395292, 'dd': 0.05619557628626151}, {'ad': 0.05503399994671365, 'da': 0.07351228953532037, 'dd': 0.30080061243660877}, {'ad': 0.3249017951873234, 'da': 0.3249017951873234, 'dd': 0.3249017951873234}]
['peppers256', 0.075, 4, 0.0054399562863883715, 0.001875463986352014, 0.0015335227544482426, 0.005652712499707265, 0.0018788515183765907, 0.0019204993247691855, 0.0018788515183758732, 0.0019204993247691855, 22.644045901283995, 27.26891270984739, 28.143097755615123, 22.4774310245176, 27.261075399088885, 27.165858411929307, 27.261075399090547, 27.165858411929307]
Noise_method speckle
stjerten256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.008835403422152423
0.008835403422152423
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0578140701713158, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0579267417349043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579267421623746, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0579267417349043"
[1] "Starting iterative with newton 0.0579267417349043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.019892439947991, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0199011299292117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199011299308701, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0199011299292117"
[1] "Starting iterative with newton 0.0199011299292117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192215109970145, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192294723883229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192294723896887, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0192294723896887"
[1] "Starting iterative with newton 0.0192294723896887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192097180037651, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192176669286588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192176669300199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0192176669300199"
[1] "Starting iterative with newton 0.0192176669300199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192095107416283, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.019217459447529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192174594488901, diff to last: 0"
[1] "Final threshold is: 0.000169794006979799"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252569965539036, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0252697194822169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252697194854449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0252697194854449"
[1] "Starting iterative with newton 0.0252697194854449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124484525410605, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124494426282136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124494426282199, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124494426282136"
[1] "Starting iterative with newton 0.0124494426282136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124341777026404, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124351657194039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124351657194101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0124351657194039"
[1] "Starting iterative with newton 0.0124351657194039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124341606972888, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124351487116732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124351487116795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0124351487116732"
[1] "Starting iterative with newton 0.0124351487116732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124341606770292, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124351486914109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124351486914171, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000109869555303121"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091943527623872, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0924596442212749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0924596604309649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0924596604309649, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0924596604309649"
[1] "Starting iterative with newton 0.0924596604309649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028698149930149, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0287180797811893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028718079790802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0287180797811893"
[1] "Starting iterative with newton 0.0287180797811893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278294602157915, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278476181873592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278476181950901, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0278476181873592"
[1] "Starting iterative with newton 0.0278476181873592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278173515594435, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278354861083698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278354861160776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0278354861160776"
[1] "Starting iterative with newton 0.0278354861160776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027817182747609, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278353169702268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278353169779342, diff to last: 0"
[1] "Final threshold is: 0.000245936254815439"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.196107145060797"
[1] "Newton iter: 1, lambda:0.128279285603048, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.128601768712285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128601776042414, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128601768712285"
[1] "Starting iterative with newton 0.128601768712285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334860057857078, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0335303024992808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335303025768083, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0335303025768083"
[1] "Starting iterative with newton 0.0335303025768083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305797180364191, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306145650986593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306145651439182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0306145651439182"
[1] "Starting iterative with newton 0.0306145651439182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304924114159633, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305269962219391, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305269962664375, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305269962664375"
[1] "Starting iterative with newton 0.0305269962664375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304897910592342, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305243680131398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305243680576155, diff to last: 0"
[1] "Final threshold is: 0.000269695105602335"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901684931515365, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0906909679848524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0906909855008584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0906909855008584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0906909855008584"
[1] "Starting iterative with newton 0.0906909855008584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187001827261488, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187078707600105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.01870787076131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0187078707600105"
[1] "Starting iterative with newton 0.0187078707600105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173491751956919, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017355548576246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173555485771061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.017355548576246"
[1] "Starting iterative with newton 0.017355548576246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173241548549262, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173305052667958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173305052676491, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0173305052667958"
[1] "Starting iterative with newton 0.0173305052667958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173236916412534, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173300416283583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173300416292115, diff to last: 0"
[1] "Final threshold is: 0.000153117909109241"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.192071786281653"
[1] "Newton iter: 1, lambda:0.218928892027365, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.219019566816793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219019567847519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.219019566816793"
[1] "Starting iterative with newton 0.219019566816793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0774328045490824, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0778955787745068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.077895595300056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0778955953000561, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.077895595300056"
[1] "Starting iterative with newton 0.077895595300056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694541452632719, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0698046210197499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0698046299442457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0698046210197499"
[1] "Starting iterative with newton 0.0698046210197499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0690040589832382, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0693487419017333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0693487505021844, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0693487505021844"
[1] "Starting iterative with newton 0.0693487505021844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0689787166428864, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0693230751393625, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0693230837218602, diff to last: 0"
[1] "Final threshold is: 0.000612497411150283"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.243020990211305"
[1] "Newton iter: 1, lambda:0.293895968013686, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.294349141133272, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294349176849103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.294349176849103, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.294349176849103"
[1] "Starting iterative with newton 0.294349176849103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101348690113591, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102269022004901, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102269097857012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102269097857012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.102269097857012"
[1] "Starting iterative with newton 0.102269097857012"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0898792111600651, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0905537308947054, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0905537688770143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905537688770145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0905537688770143"
[1] "Starting iterative with newton 0.0905537688770143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891758958996561, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0898369698243409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0898370061470379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.089837006147038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.089837006147038"
[1] "Starting iterative with newton 0.089837006147038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0891328419722627, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0897930987425992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0897931349657712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0897931349657713, diff to last: 0"
[1] "Final threshold is: 0.000793358571962369"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283928284974548"
[1] "Newton iter: 1, lambda:0.275391184507513, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.275403499547457, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275403499573111, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.275403499547457"
[1] "Starting iterative with newton 0.275403499547457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0903896819423742, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910626666230693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910627039041333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910627039041334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0910627039041333"
[1] "Starting iterative with newton 0.0910627039041333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0791297609453928, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0796151487206072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0796151669780339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0796151669780339, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0796151669780339"
[1] "Starting iterative with newton 0.0796151669780339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0784295497305361, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.078904475872954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0789044932821804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0789044932821804, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0789044932821804"
[1] "Starting iterative with newton 0.0789044932821804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.078386083961714, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0788603651971264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0788603825547819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0788603825547819, diff to last: 0"
[1] "Final threshold is: 0.000696763293896769"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.334861531713952"
[1] "Newton iter: 1, lambda:0.473360443311871, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.479110154120473, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.479119801544486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479119801571609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.479119801544486"
[1] "Starting iterative with newton 0.479119801544486"
[1] "Starting newton at: 0.345951115500489"
[1] "Newton iter: 1, lambda:0.179879070476209, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.184174161235812, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.184177061133708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18417706113503, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.184177061133708"
[1] "Starting iterative with newton 0.184177061133708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149432566673056, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152610716073272, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152612152428046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15261215242834, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.15261215242834"
[1] "Starting iterative with newton 0.15261215242834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146199813648119, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149206741078973, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149208012136217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149208012136444, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.149208012136217"
[1] "Starting iterative with newton 0.149208012136217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1458505589563, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.14883935715434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148840611363061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148840611363281, diff to last: 0"
[1] "Final threshold is: 0.00131506684699244"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.33981826812124"
[1] "Starting iterative with newton 3.33981826812124"
[1] "Starting newton at: 0.603359349364587"
[1] "Newton iter: 1, lambda:0.580369655294202, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.580556924745034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580556937258697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580556937258697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580556937258697"
[1] "Starting iterative with newton 0.580556937258697"
[1] "Starting newton at: 0.353911782910895"
[1] "Newton iter: 1, lambda:0.256473355409, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.25842593918234, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.258426729617689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258426729617819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.258426729617819"
[1] "Starting iterative with newton 0.258426729617819"
[1] "Starting newton at: 0.296437398582937"
[1] "Newton iter: 1, lambda:0.215300766279773, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.216530987522492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.216531271593567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216531271593583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.216531271593583"
[1] "Starting iterative with newton 0.216531271593583"
[1] "Starting newton at: 0.284178289478266"
[1] "Newton iter: 1, lambda:0.209965669499754, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.210981560959675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210981752033439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210981752033446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.210981752033439"
[1] "Starting iterative with newton 0.210981752033439"
[1] "Starting newton at: 0.2806231366138"
[1] "Newton iter: 1, lambda:0.20930762607131, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.210244221563086, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210244383675084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210244383675089, diff to last: 0"
[1] "Final threshold is: 0.00185759394701117"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.36602832286718"
[1] "Starting iterative with newton 3.36602832286718"
[1] "Starting newton at: 0.614759534235023"
[1] "Newton iter: 1, lambda:0.566972706348676, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.567743118647495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.567743321911442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567743321911456, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567743321911442"
[1] "Starting iterative with newton 0.567743321911442"
[1] "Starting newton at: 0.32673029328108"
[1] "Newton iter: 1, lambda:0.251467056519805, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.252620759521016, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252621032170132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252621032170147, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.252621032170132"
[1] "Starting iterative with newton 0.252621032170132"
[1] "Starting newton at: 0.304037058299579"
[1] "Newton iter: 1, lambda:0.210480444139334, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.212093478329747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.212093960131372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212093960131415, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.212093960131372"
[1] "Starting iterative with newton 0.212093960131372"
[1] "Starting newton at: 0.304076105323904"
[1] "Newton iter: 1, lambda:0.205038160390921, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.206820923823559, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.20682150428334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206821504283401, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.20682150428334"
[1] "Starting iterative with newton 0.20682150428334"
[1] "Starting newton at: 0.298059977591934"
[1] "Newton iter: 1, lambda:0.204546567415507, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.206133689415792, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.206134148630723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206134148630761, diff to last: 0"
[1] "Final threshold is: 0.00182127836223436"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.67078231269298"
[1] "Starting iterative with newton 1.67078231269298"
[1] "Starting newton at: 0.740799454584869"
[1] "Newton iter: 1, lambda:0.692866509026953, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.693912876336371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.693913383947985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693913383948104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.693913383947985"
[1] "Starting iterative with newton 0.693913383947985"
[1] "Starting newton at: 0.48714565285915"
[1] "Newton iter: 1, lambda:0.499956273971068, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.500018529691224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500018531157728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.500018529691224"
[1] "Starting iterative with newton 0.500018529691224"
[1] "Starting newton at: 0.451401714930984"
[1] "Newton iter: 1, lambda:0.45766123956356, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.457675347766742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.457675347838334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.457675347766742"
[1] "Starting iterative with newton 0.457675347766742"
[1] "Starting newton at: 0.467395799223643"
[1] "Newton iter: 1, lambda:0.448085742233409, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.448217869277332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448217875484251, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.448217875484251"
[1] "Starting iterative with newton 0.448217875484251"
[1] "Starting newton at: 0.467607780081545"
[1] "Newton iter: 1, lambda:0.445928522855041, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.446094560204275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446094569980482, diff to last: 0"
[1] "Final threshold is: 0.00394142549020916"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.29470427447469"
[1] "Starting iterative with newton 1.29470427447469"
[1] "Starting newton at: 0.650220362577517"
[1] "Newton iter: 1, lambda:0.770310277261235, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.778505478828083, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.778542227437761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.778542228174302, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.778542228174302"
[1] "Starting iterative with newton 0.778542228174302"
[1] "Starting newton at: 0.651285179476401"
[1] "Newton iter: 1, lambda:0.644875828394709, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.644895727421508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.644895727613689, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.644895727613689"
[1] "Starting iterative with newton 0.644895727613689"
[1] "Starting newton at: 0.648646069808783"
[1] "Newton iter: 1, lambda:0.607461450302828, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.608247159956274, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608247449398542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608247449398581, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.608247449398542"
[1] "Starting iterative with newton 0.608247449398542"
[1] "Starting newton at: 0.649630239579758"
[1] "Newton iter: 1, lambda:0.596760578580044, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.598038549811547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.598039308107323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59803930810759, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.59803930810759"
[1] "Starting iterative with newton 0.59803930810759"
[1] "Starting newton at: 0.648332642187995"
[1] "Newton iter: 1, lambda:0.593828801316086, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.595182703548539, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.595183552279416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.59518355227975, diff to last: 0"
[1] "Final threshold is: 0.00525868679462134"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36334369658002"
[1] "Starting iterative with newton 1.36334369658002"
[1] "Starting newton at: 0.660119518141502"
[1] "Newton iter: 1, lambda:0.742205552753271, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.745725325414272, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.745731622417009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745731622437137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745731622417009"
[1] "Starting iterative with newton 0.745731622417009"
[1] "Starting newton at: 0.6554635738741"
[1] "Newton iter: 1, lambda:0.601353825378557, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.602645627435175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.602646375909069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60264637590932, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.602646375909069"
[1] "Starting iterative with newton 0.602646375909069"
[1] "Starting newton at: 0.660512351359918"
[1] "Newton iter: 1, lambda:0.562235194203774, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.566305428120426, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.566312615236281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566312615258668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.566312615236281"
[1] "Starting iterative with newton 0.566312615236281"
[1] "Starting newton at: 0.662126647433688"
[1] "Newton iter: 1, lambda:0.551805600312283, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.556872967543794, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.556884009900128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556884009952498, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556884009900128"
[1] "Starting iterative with newton 0.556884009900128"
[1] "Starting newton at: 0.662348610108789"
[1] "Newton iter: 1, lambda:0.549086813582003, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.554411463743219, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.554423627720833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554423627784233, diff to last: 0"
[1] "Final threshold is: 0.00489855641824697"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.10906646734479"
[1] "Newton iter: 1, lambda:1.02505922399772, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.03018032863546, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.03020046228905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03020046259933, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03020046228905"
[1] "Starting iterative with newton 1.03020046228905"
[1] "Starting newton at: 1.24333318054946"
[1] "Newton iter: 1, lambda:1.16319660783504, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.16824313232493, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.16826442662161, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16826442699947, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.16826442699947"
[1] "Starting iterative with newton 1.16826442699947"
[1] "Starting newton at: 1.283338918889"
[1] "Newton iter: 1, lambda:1.21476256710191, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.21859982734075, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.21861252134536, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2186125214839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.21861252134536"
[1] "Starting iterative with newton 1.21861252134536"
[1] "Starting newton at: 1.29414236842617"
[1] "Newton iter: 1, lambda:1.2336194338043, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.23665896761481, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.23666701755623, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23666701761257, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.23666701755623"
[1] "Starting iterative with newton 1.23666701755623"
[1] "Starting newton at: 1.29641908942656"
[1] "Newton iter: 1, lambda:1.24048496858844, diff to last: 0.056"
[1] "Newton iter: 2, lambda:1.24310036394967, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.24310634603535, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24310634606659, diff to last: 0"
[1] "Final threshold is: 0.0109833460641361"
threshold is:
[{'ad': 0.00016979400697979865, 'da': 0.0001098695553031208, 'dd': 0.00024593625481543897}, {'ad': 0.000269695105602335, 'da': 0.00015311790910924056, 'dd': 0.0006124974111502826}, {'ad': 0.0007933585719623688, 'da': 0.0006967632938967693, 'dd': 0.0013150668469924449}, {'ad': 0.0018575939470111657, 'da': 0.0018212783622343649, 'dd': 0.003941425490209164}, {'ad': 0.005258686794621336, 'da': 0.004898556418246973, 'dd': 0.010983346064136108}]
Number of points in noise estimation: 128
Estimated noise: 0.008835403422152423
0.008835403422152423
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.5429780561057"
[1] "Starting iterative with newton 59.5429780561057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.5209827407418"
[1] "Starting iterative with newton 51.5209827407418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 45.9475412582914"
[1] "Starting iterative with newton 45.9475412582914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.2431931701428"
[1] "Starting iterative with newton 24.2431931701428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2575825265534"
[1] "Starting iterative with newton 23.2575825265534"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4587610409809"
[1] "Starting iterative with newton 14.4587610409809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.58173645705027"
[1] "Starting iterative with newton 8.58173645705027"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.81564009779994"
[1] "Starting iterative with newton 8.81564009779994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.55645944498526"
[1] "Starting iterative with newton 4.55645944498526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33981826812124"
[1] "Starting iterative with newton 3.33981826812124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36602832286718"
[1] "Starting iterative with newton 3.36602832286718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67078231269298"
[1] "Starting iterative with newton 1.67078231269298"
[1] "Starting newton at: 1.99037045139029"
[1] "Newton iter: 1, lambda:1.55118063016997, diff to last: 0.439"
[1] "Newton iter: 2, lambda:1.49857633675983, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.49646207561502, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.496458449749, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49645844973831, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.496458449749"
[1] "Starting iterative with newton 1.496458449749"
[1] "Starting newton at: 1.80578928279323"
[1] "Newton iter: 1, lambda:1.43485551338975, diff to last: 0.371"
[1] "Newton iter: 2, lambda:1.36780736092326, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.36345442986292, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36343498485953, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36343498447044, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36343498447044"
[1] "Starting iterative with newton 1.36343498447044"
[1] "Starting newton at: 1.66042573332758"
[1] "Newton iter: 1, lambda:1.31958651531502, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.23744020474967, diff to last: 0.082"
[1] "Newton iter: 3, lambda:1.22918966958456, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.22910187122607, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22910186125956, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22910186125956"
[1] "Starting iterative with newton 1.22910186125956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29470427447469"
[1] "Starting iterative with newton 1.29470427447469"
[1] "Starting newton at: 1.52255435150438"
[1] "Newton iter: 1, lambda:1.33191049783675, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.30138792918168, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30037669111301, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30037555746152, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3003755574601, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3003755574601"
[1] "Starting iterative with newton 1.3003755574601"
[1] "Starting newton at: 1.52838943968646"
[1] "Newton iter: 1, lambda:1.33822990954678, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.30829127541681, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.30733062760003, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30732961733404, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30732961733292, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30732961733404"
[1] "Starting iterative with newton 1.30732961733404"
[1] "Starting newton at: 1.5361830129315"
[1] "Newton iter: 1, lambda:1.34528031617131, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.31564812576501, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31471993115248, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31471900057276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31471900057183, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31471900057183"
[1] "Starting iterative with newton 1.31471900057183"
[1] "Starting newton at: 1.54420051471005"
[1] "Newton iter: 1, lambda:1.35251731463924, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.32319669205198, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.32230071796507, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3222998627756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32229986277482, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32229986277482"
[1] "Starting iterative with newton 1.32229986277482"
[1] "Starting newton at: 1.55065647867172"
[1] "Newton iter: 1, lambda:1.35853641282979, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.32952968781496, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.32866316156332, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32866237092072, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32866237092006, diff to last: 0"
[1] "Final threshold is: 0.0117392680589122"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36334369658002"
[1] "Starting iterative with newton 1.36334369658002"
[1] "Starting newton at: 1.60184882601748"
[1] "Newton iter: 1, lambda:1.39825632111901, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.3690791357736, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.36826408529328, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36826343306302, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3682634330626, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3682634330626"
[1] "Starting iterative with newton 1.3682634330626"
[1] "Starting newton at: 1.60710779369212"
[1] "Newton iter: 1, lambda:1.40209044876989, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.37286563874454, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37205396373702, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37205332143995, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37205332143955, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37205332143995"
[1] "Starting iterative with newton 1.37205332143995"
[1] "Starting newton at: 1.61143680316305"
[1] "Newton iter: 1, lambda:1.405210077853, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.37593870957146, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.3751293435331, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37512870853218, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37512870853179, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37512870853218"
[1] "Starting iterative with newton 1.37512870853218"
[1] "Starting newton at: 1.61389371794545"
[1] "Newton iter: 1, lambda:1.40798299996235, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.37898820977893, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37819857514379, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3781979741683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37819797416795, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.37819797416795"
[1] "Starting iterative with newton 1.37819797416795"
[1] "Starting newton at: 1.61524630730109"
[1] "Newton iter: 1, lambda:1.40912378893304, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.38016502032351, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37937912779335, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3793785338093, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37937853380897, diff to last: 0"
[1] "Final threshold is: 0.0121873658180593"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00883540342215242"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.50121612569739"
[1] "Newton iter: 1, lambda:1.69011301923594, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.66775545328839, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.66751742122389, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66751739299823, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66751739299823, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66751739299823"
[1] "Starting iterative with newton 1.66751739299823"
[1] "Starting newton at: 2.19553142342432"
[1] "Newton iter: 1, lambda:2.15137380505214, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.15174933733198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15174935952116, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15174935952116, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15174935952116"
[1] "Starting iterative with newton 2.15174935952116"
[1] "Starting newton at: 2.3266453495781"
[1] "Newton iter: 1, lambda:2.33555943638221, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.33557971002794, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33557971013516, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33557971013516"
[1] "Starting iterative with newton 2.33557971013516"
[1] "Starting newton at: 2.47753828993014"
[1] "Newton iter: 1, lambda:2.39784900527879, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.39992174216672, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39992297161353, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39992297161396, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39992297161396"
[1] "Starting iterative with newton 2.39992297161396"
[1] "Starting newton at: 2.55209439893169"
[1] "Newton iter: 1, lambda:2.42266966937104, diff to last: 0.129"
[1] "Newton iter: 2, lambda:2.42856315092289, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.42857339399343, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4285733940247, diff to last: 0"
[1] "Final threshold is: 0.0214574256762379"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011739268058912221, 'da': 0.012187365818059325, 'dd': 0.021457425676237894}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545157489892915. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0042588029042810215
0.0042588029042810215
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 123.529133398785"
[1] "Starting iterative with newton 123.529133398785"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.886530663963"
[1] "Starting iterative with newton 106.886530663963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 95.3237499826334"
[1] "Starting iterative with newton 95.3237499826334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.2954460945037"
[1] "Starting iterative with newton 50.2954460945037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.2506772124956"
[1] "Starting iterative with newton 48.2506772124956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.9964543212721"
[1] "Starting iterative with newton 29.9964543212721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.8038536567197"
[1] "Starting iterative with newton 17.8038536567197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2891151431943"
[1] "Starting iterative with newton 18.2891151431943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.45292803586973"
[1] "Starting iterative with newton 9.45292803586973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.9288582774899"
[1] "Starting iterative with newton 6.9288582774899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.98323421659812"
[1] "Starting iterative with newton 6.98323421659812"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.46624065377627"
[1] "Starting iterative with newton 3.46624065377627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68602112717404"
[1] "Starting iterative with newton 2.68602112717404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.82842193758827"
[1] "Starting iterative with newton 2.82842193758827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39931083476503"
[1] "Starting iterative with newton 1.39931083476503"
[1] "Starting newton at: 1.6307850860333"
[1] "Newton iter: 1, lambda:1.38768051770701, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.34856845518017, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34706440142317, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34706210114624, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34706210114085, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34706210114624"
[1] "Starting iterative with newton 1.34706210114624"
[1] "Starting newton at: 1.57437458479806"
[1] "Newton iter: 1, lambda:1.33109084278437, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.28587320264806, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.28361635166292, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28361054469815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28361054465966, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28361054469815"
[1] "Starting iterative with newton 1.28361054469815"
[1] "Starting newton at: 1.51204197114594"
[1] "Newton iter: 1, lambda:1.2650827001953, diff to last: 0.247"
[1] "Newton iter: 2, lambda:1.21081374132899, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.20709038389032, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.20707230714493, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20707230671835, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20707230714493"
[1] "Starting iterative with newton 1.20707230714493"
[1] "Starting newton at: 1.43470760711303"
[1] "Newton iter: 1, lambda:1.18247100099641, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.11475612553824, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.10786981782665, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.1077964961214, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10779648780636, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10779648780636"
[1] "Starting iterative with newton 1.10779648780636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545157489892915. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0042588029042810215
0.0042588029042810215
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358929752658166, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359235091197874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359235091418765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0359235091418765"
[1] "Starting iterative with newton 0.0359235091418765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00879922706541727, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00879985865885332, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00879985865885657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00879985865885332"
[1] "Starting iterative with newton 0.00879985865885332"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00858814306816113, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00858874310379355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00858874310379648, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00858874310379355"
[1] "Starting iterative with newton 0.00858874310379355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00858649712675413, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00858709691933644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00858709691933936, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00858709691933936"
[1] "Starting iterative with newton 0.00858709691933936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0085864842922823, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00858708408296957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0085870840829725, diff to last: 0"
[1] "Final threshold is: 3.65706986318686e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124671939589261, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124681634078019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124681634078078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124681634078078"
[1] "Starting iterative with newton 0.0124681634078078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122170134834942, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122179622736989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122179622737047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0122179622736989"
[1] "Starting iterative with newton 0.0122179622736989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122163979454857, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122173466841606, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122173466841663, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0122173466841606"
[1] "Starting iterative with newton 0.0122173466841606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122163964301243, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122173451686723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012217345168678, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.20312650869696e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363089033035343, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.036343899137808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363438991703139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.036343899137808"
[1] "Starting iterative with newton 0.036343899137808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0202691502223791, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202748905260206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202748905264809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0202748905260206"
[1] "Starting iterative with newton 0.0202748905260206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020117694433507, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201233544861837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201233544866317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0201233544861837"
[1] "Starting iterative with newton 0.0201233544861837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201162509292716, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201219102185664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201219102190143, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0201219102185664"
[1] "Starting iterative with newton 0.0201219102185664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201162371700895, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201218964521081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201218964525559, diff to last: 0"
[1] "Final threshold is: 8.56951910498799e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0648702506601161, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0650665528416754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0650665546375995, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0650665528416754"
[1] "Starting iterative with newton 0.0650665528416754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120984450265061, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121002511191821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121002511192224, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0121002511191821"
[1] "Starting iterative with newton 0.0121002511191821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115865685856255, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115881827950885, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115881827951198, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0115881827951198"
[1] "Starting iterative with newton 0.0115881827951198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115816299491377, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115832423797458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011583242379777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.011583242379777"
[1] "Starting iterative with newton 0.011583242379777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115815823024764, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115831947159291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115831947159603, diff to last: 0"
[1] "Final threshold is: 4.93305432970513e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0370935871790739, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371274185312618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371274185593964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0371274185593964"
[1] "Starting iterative with newton 0.0371274185593964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00511057215968352, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00511078206439913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00511078206439948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00511078206439913"
[1] "Starting iterative with newton 0.00511078206439913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488168234366723, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488186970729034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00488186970729062, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00488186970729034"
[1] "Starting iterative with newton 0.00488186970729034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488006769740584, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488025490714045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00488025490714073, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00488025490714045"
[1] "Starting iterative with newton 0.00488025490714045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488005630843102, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488024351708043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0048802435170807, diff to last: 0"
[1] "Final threshold is: 2.07839952641407e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124249914248802, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125485520428864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125485642190716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125485642190718, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125485642190716"
[1] "Starting iterative with newton 0.125485642190716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325044231530192, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325359844728006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325359845025598, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0325359844728006"
[1] "Starting iterative with newton 0.0325359844728006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0306320744165294, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306589206246505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306589206452726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0306589206246505"
[1] "Starting iterative with newton 0.0306589206246505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305941347145256, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306208913789126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306208913993796, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0306208913789126"
[1] "Starting iterative with newton 0.0306208913789126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305933660207995, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0306201208732994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306201208937633, diff to last: 0"
[1] "Final threshold is: 0.000130405059704643"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154071405788027, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156388018155369, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156388538524374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1563885385244, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.1563885385244"
[1] "Starting iterative with newton 0.1563885385244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498077105109057, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499156138763826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499156143826816, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0499156138763826"
[1] "Starting iterative with newton 0.0499156138763826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046472402871269, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0465633924221339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046563392770876, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0465633924221339"
[1] "Starting iterative with newton 0.0465633924221339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463663656547425, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464568475655018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464568479100103, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0464568475655018"
[1] "Starting iterative with newton 0.0464568475655018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463629942225758, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464534600231569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464534603675315, diff to last: 0"
[1] "Final threshold is: 0.000197836131927147"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140648589140068, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.14237641429484, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142376673666157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142376673666163, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.142376673666157"
[1] "Starting iterative with newton 0.142376673666157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367213442832388, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367731537052719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367731538084062, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367731538084062"
[1] "Starting iterative with newton 0.0367731538084062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0336433532427333, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0336846926109267, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0336846926733462, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0336846926109267"
[1] "Starting iterative with newton 0.0336846926109267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335546158242953, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335956744649859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335956745264662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0335956744649859"
[1] "Starting iterative with newton 0.0335956744649859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335520591779105, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335931097478766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335931098093301, diff to last: 0"
[1] "Final threshold is: 0.000143066433619806"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.258499984249278"
[1] "Newton iter: 1, lambda:0.256467315882205, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.256467972682862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.25646797268293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.256467972682862"
[1] "Starting iterative with newton 0.256467972682862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0761487968410821, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765630041602714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765630164123796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0765630164123796, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0765630164123796"
[1] "Starting iterative with newton 0.0765630164123796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0666038155901431, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0669001765817342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0669001824489631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0669001765817342"
[1] "Starting iterative with newton 0.0669001765817342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660929439298324, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663836749571549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663836805823288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0663836749571549"
[1] "Starting iterative with newton 0.0663836749571549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066065645815747, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663560778765837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663560834890597, diff to last: 0"
[1] "Final threshold is: 0.000282597481079922"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.407317336662154"
[1] "Newton iter: 1, lambda:0.34827036736689, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.349003997487665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349004111923959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349004111923962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.349004111923959"
[1] "Starting iterative with newton 0.349004111923959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117398837205119, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118788841667114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118789036315237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118789036315241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118789036315237"
[1] "Starting iterative with newton 0.118789036315237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101742158972848, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102711834018663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102711922047511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102711922047512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102711922047511"
[1] "Starting iterative with newton 0.102711922047511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10062894564621, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101572461425504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101572544327137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101572544327138, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101572544327137"
[1] "Starting iterative with newton 0.101572544327137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100549966866828, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101491644395722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101491726943447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101491726943448, diff to last: 0"
[1] "Final threshold is: 0.000432233261467248"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.320186183160099"
[1] "Newton iter: 1, lambda:0.347566544113905, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.347725301292442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347725306606831, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347725306606831"
[1] "Starting iterative with newton 0.347725306606831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116193221982088, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117524799207285, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117524973874799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117524973874802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117524973874802"
[1] "Starting iterative with newton 0.117524973874802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101077473644119, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102015568639595, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102015649387914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102015649387914, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102015649387914"
[1] "Starting iterative with newton 0.102015649387914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100037169340557, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100951474885935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100951551210891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100951551210891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.100951551210891"
[1] "Starting iterative with newton 0.100951551210891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0999656908976099, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100878376628106, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100878452656891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100878452656891, diff to last: 0"
[1] "Final threshold is: 0.000429621447154542"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.46624065377627"
[1] "Starting iterative with newton 3.46624065377627"
[1] "Starting newton at: 0.694035873419662"
[1] "Newton iter: 1, lambda:0.560634266961379, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.566552059268973, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.566564237025695, diff to last: 0"
[1] "Newton iter: 4, lambda:0.566564237077175, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.566564237025695"
[1] "Starting iterative with newton 0.566564237025695"
[1] "Starting newton at: 0.282302312646192"
[1] "Newton iter: 1, lambda:0.258313098774426, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.258429696851285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258429699610985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.258429699610985"
[1] "Starting iterative with newton 0.258429699610985"
[1] "Starting newton at: 0.293301137666659"
[1] "Newton iter: 1, lambda:0.217670640657599, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.218732532542706, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.218732742881513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.218732742881522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.218732742881513"
[1] "Starting iterative with newton 0.218732742881513"
[1] "Starting newton at: 0.313497965373887"
[1] "Newton iter: 1, lambda:0.21153095909105, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.213435806771002, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213436475852892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213436475852975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213436475852892"
[1] "Starting iterative with newton 0.213436475852892"
[1] "Starting newton at: 0.317267219861941"
[1] "Newton iter: 1, lambda:0.210647411482502, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.212726181994684, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.212726977604096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212726977604212, diff to last: 0"
[1] "Final threshold is: 0.000905962270039246"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.68602112717404"
[1] "Starting iterative with newton 2.68602112717404"
[1] "Starting newton at: 0.638708913050317"
[1] "Newton iter: 1, lambda:0.607897685155948, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.608262107728164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608262159203063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608262159203064, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.608262159203063"
[1] "Starting iterative with newton 0.608262159203063"
[1] "Starting newton at: 0.310833658755659"
[1] "Newton iter: 1, lambda:0.32089873164264, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.320924421802089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320924421969289, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320924421802089"
[1] "Starting iterative with newton 0.320924421802089"
[1] "Starting newton at: 0.281987790458375"
[1] "Newton iter: 1, lambda:0.275363214606635, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.275373444907878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275373444932287, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.275373444907878"
[1] "Starting iterative with newton 0.275373444907878"
[1] "Starting newton at: 0.29147286466392"
[1] "Newton iter: 1, lambda:0.267856307462238, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.267984364916504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267984368688049, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267984364916504"
[1] "Starting iterative with newton 0.267984364916504"
[1] "Starting newton at: 0.291791861502109"
[1] "Newton iter: 1, lambda:0.26663637812114, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.266781321364229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266781326184923, diff to last: 0"
[1] "Final threshold is: 0.00113616908676429"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.82842193758827"
[1] "Starting iterative with newton 2.82842193758827"
[1] "Starting newton at: 0.607513246464549"
[1] "Newton iter: 1, lambda:0.596864894764445, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.596906978853582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596906979513071, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596906979513071"
[1] "Starting iterative with newton 0.596906979513071"
[1] "Starting newton at: 0.302728083115181"
[1] "Newton iter: 1, lambda:0.305142739378796, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.305144148159061, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30514414815954, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305144148159061"
[1] "Starting iterative with newton 0.305144148159061"
[1] "Starting newton at: 0.302927843888224"
[1] "Newton iter: 1, lambda:0.260236867312801, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.260640391865337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260640428030733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260640428030733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.260640428030733"
[1] "Starting iterative with newton 0.260640428030733"
[1] "Starting newton at: 0.307764707405521"
[1] "Newton iter: 1, lambda:0.253045004808637, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.253698463331697, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253698556883419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253698556883421, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253698556883419"
[1] "Starting iterative with newton 0.253698556883419"
[1] "Starting newton at: 0.308038588160714"
[1] "Newton iter: 1, lambda:0.251926255093498, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.252611867601188, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252611970364234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252611970364236, diff to last: 0"
[1] "Final threshold is: 0.00107582459304335"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425880290428102"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.39931083476503"
[1] "Starting iterative with newton 1.39931083476503"
[1] "Starting newton at: 0.64573034756858"
[1] "Newton iter: 1, lambda:0.751751304891371, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.757776083940613, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.757794880651703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757794880834236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.757794880834236"
[1] "Starting iterative with newton 0.757794880834236"
[1] "Starting newton at: 0.650357656579259"
[1] "Newton iter: 1, lambda:0.601908269002383, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.602959563302455, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.602960065606143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.602960065606257, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.602960065606143"
[1] "Starting iterative with newton 0.602960065606143"
[1] "Starting newton at: 0.651608380751326"
[1] "Newton iter: 1, lambda:0.5580623761926, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.561791412650577, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.561797501789233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561797501805454, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.561797501789233"
[1] "Starting iterative with newton 0.561797501789233"
[1] "Starting newton at: 0.651816060680121"
[1] "Newton iter: 1, lambda:0.545874073570548, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.550592170229427, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.550601816902015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550601816942298, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.550601816942298"
[1] "Starting iterative with newton 0.550601816942298"
[1] "Starting newton at: 0.652270188408997"
[1] "Newton iter: 1, lambda:0.542479859907747, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.547527367258017, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.547538376448153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.547538376500464, diff to last: 0"
[1] "Final threshold is: 0.00233185802804549"
threshold is:
[{'ad': 3.6570698631868594e-05, 'da': 5.2031265086969645e-05, 'dd': 8.569519104987985e-05}, {'ad': 4.933054329705135e-05, 'da': 2.0783995264140742e-05, 'dd': 0.00013040505970464335}, {'ad': 0.0001978361319271466, 'da': 0.0001430664336198064, 'dd': 0.00028259748107992155}, {'ad': 0.00043223326146724816, 'da': 0.00042962144715454195, 'dd': 0.0009059622700392465}, {'ad': 0.0011361690867642915, 'da': 0.0010758245930433499, 'dd': 0.0023318580280454913}]
Number of points in noise estimation: 128
Estimated noise: 0.008835403422152423
0.008835403422152423
threshold is:
[{'ad': 0.0037764119160037524, 'da': 0.0009101948277108335, 'dd': 0.000747811033850701}, {'ad': 0.0010834165260995565, 'da': 0.005077198621478707, 'dd': 0.0011278100724664841}, {'ad': 0.0011822942555075322, 'da': 0.0003666278958307581, 'dd': 0.0004945881574103389}, {'ad': 0.0022245835325630237, 'da': 0.0016266754131716971, 'dd': 0.003843853126241564}, {'ad': 0.00530001588083627, 'da': 0.004875500708124039, 'dd': 0.009177442230770636}]
['stjerten256', 0.025, 0, 0.00010431438975714655, 8.594255728442856e-05, 8.773698190807369e-05, 0.0004263718876557196, 8.535222186767208e-05, 0.00010712984656174655, 9.56915274713134e-05, 0.00010431438975714656, 39.81655778236313, 40.657917277059646, 40.56817309106062, 33.70211437749026, 40.68785168956865, 39.700895171115874, 40.19126512958227, 39.81655778236313]
stjerten256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.008709745971271533
0.008709745971271533
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.039361959443036, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394046068569757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039404606907017, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0394046068569757"
[1] "Starting iterative with newton 0.0394046068569757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154830778620044, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154865151452529, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154865151454223, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0154865151452529"
[1] "Starting iterative with newton 0.0154865151452529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0151681952015135, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0151714868929514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0151714868931064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0151714868929514"
[1] "Starting iterative with newton 0.0151714868929514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0151640405116027, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0151673302981386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0151673302982934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0151673302981386"
[1] "Starting iterative with newton 0.0151673302981386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0151639856919991, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0151672754534033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0151672754535581, diff to last: 0"
[1] "Final threshold is: 0.000132103116275445"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035250832685022, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352761827399123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352761827530167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0352761827399123"
[1] "Starting iterative with newton 0.0352761827399123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00994431992998564, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00994511169656023, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00994511169656525, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00994511169656525"
[1] "Starting iterative with newton 0.00994511169656525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0097602973992592, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00976105964551077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00976105964551542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00976105964551077"
[1] "Starting iterative with newton 0.00976105964551077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975895177246381, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0097597138051422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975971380514685, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0097597138051422"
[1] "Starting iterative with newton 0.0097597138051422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975894193242324, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975970396353997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975970396354461, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.5004542277245e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.080034793464678, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0803643777241107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0803643833063915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0803643777241107"
[1] "Starting iterative with newton 0.0803643777241107"
[1] "Starting newton at: 0.0209408796064387"
[1] "Newton iter: 1, lambda:0.0479400158237765, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0479642366718752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0479642366913587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0479642366718752"
[1] "Starting iterative with newton 0.0479642366718752"
[1] "Starting newton at: 0.0533410206586742"
[1] "Newton iter: 1, lambda:0.0473952260375044, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0473963955325976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473963955326428, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0473963955325976"
[1] "Starting iterative with newton 0.0473963955325976"
[1] "Starting newton at: 0.0539088617979518"
[1] "Newton iter: 1, lambda:0.0473848815303709, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0473862894215169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473862894215825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0473862894215169"
[1] "Starting iterative with newton 0.0473862894215169"
[1] "Starting newton at: 0.0539189679090325"
[1] "Newton iter: 1, lambda:0.0473846971774745, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0473861095115234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0473861095115894, diff to last: 0"
[1] "Final threshold is: 0.000412720976412797"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179271123577638"
[1] "Newton iter: 1, lambda:0.11909978224619, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.11934866869491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119348672972896, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119348672972896"
[1] "Starting iterative with newton 0.119348672972896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0413309190538723, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.041391529869182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0413915299995156, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0413915299995156"
[1] "Starting iterative with newton 0.0413915299995156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394263169068348, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394800670130627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394800671129548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0394800670130627"
[1] "Starting iterative with newton 0.0394800670130627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393792878814134, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394328758459189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394328759451463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0394328758459189"
[1] "Starting iterative with newton 0.0394328758459189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393781266379368, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394317106031127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394317107023238, diff to last: 0"
[1] "Final threshold is: 0.000343440183429909"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0448404499475107"
[1] "Newton iter: 1, lambda:0.0918828325112094, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0920143713877301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.092014372414977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0920143713877301"
[1] "Starting iterative with newton 0.0920143713877301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0160405862172283, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0160456975557708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0160456975562899, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0160456975557708"
[1] "Starting iterative with newton 0.0160456975557708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149775572988177, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149817644488553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149817644491872, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0149817644488553"
[1] "Starting iterative with newton 0.0149817644488553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149629873719253, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149671829158645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149671829161943, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0149671829158645"
[1] "Starting iterative with newton 0.0149671829158645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149627877457823, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149669831308491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014966983131179, diff to last: 0"
[1] "Final threshold is: 0.000130358621028875"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.161856715967475"
[1] "Newton iter: 1, lambda:0.215066005598585, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.215419532770822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.215419548297541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215419548297541, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.215419548297541"
[1] "Starting iterative with newton 0.215419548297541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0829705425454181, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0834708465349675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0834708647181118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0834708647181119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0834708647181118"
[1] "Starting iterative with newton 0.0834708647181118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0766041575772258, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0770109481506067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770109596190268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0770109596190268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0770109596190268"
[1] "Starting iterative with newton 0.0770109596190268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762893274237495, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0766918353709686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0766918465729492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0766918465729493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0766918353709686"
[1] "Starting iterative with newton 0.0766918353709686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762737642276995, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0766760612951432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0766760724840954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0766760724840954, diff to last: 0"
[1] "Final threshold is: 0.000667829113411274"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.314812714582616"
[1] "Newton iter: 1, lambda:0.293568695292174, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.293647850262901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29364785136532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293647850262901"
[1] "Starting iterative with newton 0.293647850262901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.096253097755945, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970735556153371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970736151945062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970736151945065, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0970736151945065"
[1] "Starting iterative with newton 0.0970736151945065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0840569106363464, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846381503217729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0846381781091193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0846381781091194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0846381781091193"
[1] "Starting iterative with newton 0.0846381781091193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832848142716275, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838526327385923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838526591282641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838526591282642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0838526591282641"
[1] "Starting iterative with newton 0.0838526591282641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832360435330228, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838030208924975, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838030471959008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838030471959009, diff to last: 0"
[1] "Final threshold is: 0.000729903252694776"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.24558881042492"
[1] "Newton iter: 1, lambda:0.266150308722063, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.266220147247471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266220148051232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.266220147247471"
[1] "Starting iterative with newton 0.266220147247471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0821660969981228, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0826685582619305, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0826685770445053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0826685770445054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0826685770445053"
[1] "Starting iterative with newton 0.0826685770445053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0724214645636708, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0727871112456472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0727871205648604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0727871205648604"
[1] "Starting iterative with newton 0.0727871205648604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.071896062579524, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722551021090647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722551110616822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0722551110616822"
[1] "Starting iterative with newton 0.0722551110616822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718677705414302, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722264564627977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722264653960239, diff to last: 0"
[1] "Final threshold is: 0.000629074088196071"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.675674479738581"
[1] "Newton iter: 1, lambda:0.468322309384363, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.480058799910468, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.48009881141267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48009881187639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.48009881141267"
[1] "Starting iterative with newton 0.48009881141267"
[1] "Starting newton at: 0.298651840698785"
[1] "Newton iter: 1, lambda:0.188737974849648, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.190664025569693, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.190664620558855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190664620558912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190664620558855"
[1] "Starting iterative with newton 0.190664620558855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15537708700985, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.158910517053484, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.158912342090069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158912342090556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158912342090556"
[1] "Starting iterative with newton 0.158912342090556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152034841908156, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.15538067080948, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155382289438339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155382289438718, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155382289438339"
[1] "Starting iterative with newton 0.155382289438339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.151662505516143, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.154987841921284, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15498943882909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154989438829459, diff to last: 0"
[1] "Final threshold is: 0.00134991864043131"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.39256362337986"
[1] "Starting iterative with newton 3.39256362337986"
[1] "Starting newton at: 0.582590956704958"
[1] "Newton iter: 1, lambda:0.580777920115497, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.580779095030343, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580779095030837, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580779095030343"
[1] "Starting iterative with newton 0.580779095030343"
[1] "Starting newton at: 0.337758454249868"
[1] "Newton iter: 1, lambda:0.254639129941447, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.256055358948561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256055772849181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256055772849217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.256055772849217"
[1] "Starting iterative with newton 0.256055772849217"
[1] "Starting newton at: 0.337618241267914"
[1] "Newton iter: 1, lambda:0.211036682314875, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.214001652661118, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.214003291398649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21400329139915, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.21400329139915"
[1] "Starting iterative with newton 0.21400329139915"
[1] "Starting newton at: 0.333624288020051"
[1] "Newton iter: 1, lambda:0.205509097026018, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.208504775885947, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.208506425263214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208506425263714, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.208506425263214"
[1] "Starting iterative with newton 0.208506425263214"
[1] "Starting newton at: 0.322928927114282"
[1] "Newton iter: 1, lambda:0.205261469520017, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.207785681768564, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.207786850632087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207786850632337, diff to last: 0"
[1] "Final threshold is: 0.00180977068517602"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.45704244947659"
[1] "Starting iterative with newton 3.45704244947659"
[1] "Starting newton at: 0.603515390214613"
[1] "Newton iter: 1, lambda:0.565134847944786, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.565632763537429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.56563284833141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565632848331412, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.56563284833141"
[1] "Starting iterative with newton 0.56563284833141"
[1] "Starting newton at: 0.335138366100828"
[1] "Newton iter: 1, lambda:0.246834631776815, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.248407084801296, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248407586914276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248407586914327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248407586914276"
[1] "Starting iterative with newton 0.248407586914276"
[1] "Starting newton at: 0.326162087455603"
[1] "Newton iter: 1, lambda:0.204582633385164, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.20727607574058, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.207277406213691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207277406214015, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.207277406213691"
[1] "Starting iterative with newton 0.207277406213691"
[1] "Starting newton at: 0.327539735921564"
[1] "Newton iter: 1, lambda:0.198917222857332, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.201889207355863, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201890804368684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201890804369145, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.201890804369145"
[1] "Starting iterative with newton 0.201890804369145"
[1] "Starting newton at: 0.332551180496064"
[1] "Newton iter: 1, lambda:0.197934198321789, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.201182503128235, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201184407343554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201184407344208, diff to last: 0"
[1] "Final threshold is: 0.00175226508134317"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.69536712765224"
[1] "Starting iterative with newton 1.69536712765224"
[1] "Starting newton at: 0.713724004374114"
[1] "Newton iter: 1, lambda:0.691747805368583, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.691968258196689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.691968280555824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691968280555825, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691968280555825"
[1] "Starting iterative with newton 0.691968280555825"
[1] "Starting newton at: 0.471946602498045"
[1] "Newton iter: 1, lambda:0.494326277977209, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.494515014946493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.494515028311217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494515028311217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.494515028311217"
[1] "Starting iterative with newton 0.494515028311217"
[1] "Starting newton at: 0.443095512489482"
[1] "Newton iter: 1, lambda:0.450921704544469, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.450943579411717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.450943579582386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.450943579582386"
[1] "Starting iterative with newton 0.450943579582386"
[1] "Starting newton at: 0.444533460426759"
[1] "Newton iter: 1, lambda:0.441094314937388, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.441098481673467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.441098481679587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.441098481673467"
[1] "Starting iterative with newton 0.441098481673467"
[1] "Starting newton at: 0.450998226153117"
[1] "Newton iter: 1, lambda:0.438809708661666, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.438861826300089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.438861827254967, diff to last: 0"
[1] "Final threshold is: 0.00382237502356207"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.31499151094572"
[1] "Starting iterative with newton 1.31499151094572"
[1] "Starting newton at: 0.656173267327264"
[1] "Newton iter: 1, lambda:0.765993535820001, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.772750803955656, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.772775497362162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.772775497691046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.772775497691046"
[1] "Starting iterative with newton 0.772775497691046"
[1] "Starting newton at: 0.649140110873937"
[1] "Newton iter: 1, lambda:0.634160049406669, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.634266831514225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.634266836964547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.634266836964547"
[1] "Starting iterative with newton 0.634266836964547"
[1] "Starting newton at: 0.648394704708225"
[1] "Newton iter: 1, lambda:0.595320365967025, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.596599725627049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.596600480573938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596600480574201, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.596600480573938"
[1] "Starting iterative with newton 0.596600480573938"
[1] "Starting newton at: 0.645187217986879"
[1] "Newton iter: 1, lambda:0.584531795926377, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.586182768524847, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586184013128402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586184013129109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.586184013129109"
[1] "Starting iterative with newton 0.586184013129109"
[1] "Starting newton at: 0.644979650166286"
[1] "Newton iter: 1, lambda:0.581485886032947, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.58328854938612, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.583290029044334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.58329002904533, diff to last: 0"
[1] "Final threshold is: 0.00508030798056042"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38378034993549"
[1] "Starting iterative with newton 1.38378034993549"
[1] "Starting newton at: 0.660751928857922"
[1] "Newton iter: 1, lambda:0.744491083930459, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.748187115714068, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.748194117682445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748194117707539, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.748194117707539"
[1] "Starting iterative with newton 0.748194117707539"
[1] "Starting newton at: 0.655783260589101"
[1] "Newton iter: 1, lambda:0.596376547342313, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.597933373356553, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.59793446181525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597934461815781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.59793446181525"
[1] "Starting iterative with newton 0.59793446181525"
[1] "Starting newton at: 0.660319101550088"
[1] "Newton iter: 1, lambda:0.554422260539017, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.559130757010702, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.55914035670649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559140356746348, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.55914035670649"
[1] "Starting iterative with newton 0.55914035670649"
[1] "Starting newton at: 0.668231102587286"
[1] "Newton iter: 1, lambda:0.542344743148937, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.548896458056305, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.548914866219129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548914866364226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.548914866364226"
[1] "Starting iterative with newton 0.548914866364226"
[1] "Starting newton at: 0.667759053414632"
[1] "Newton iter: 1, lambda:0.5393953785808, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.546185674989706, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.546205396139594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546205396305682, diff to last: 0"
[1] "Final threshold is: 0.0047573102485136"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.17578141262668"
[1] "Newton iter: 1, lambda:0.977066841559981, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.00278163471412, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.00328030078481, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00328048575398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00328048575401, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00328048575401"
[1] "Starting iterative with newton 1.00328048575401"
[1] "Starting newton at: 1.26907977898754"
[1] "Newton iter: 1, lambda:1.10846362764265, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.12686787702767, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.12714324592312, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12714330686234, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12714330686234, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12714330686234"
[1] "Starting iterative with newton 1.12714330686234"
[1] "Starting newton at: 1.30079426367828"
[1] "Newton iter: 1, lambda:1.15539653123534, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.17101898555678, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.17122270700241, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17122274128908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17122274128908, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17122274128908"
[1] "Starting iterative with newton 1.17122274128908"
[1] "Starting newton at: 1.30849551999189"
[1] "Newton iter: 1, lambda:1.17262314841528, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.18648614921024, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.18664796121411, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18664798305436, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18664798305436, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18664798305436"
[1] "Starting iterative with newton 1.18664798305436"
[1] "Starting newton at: 1.31306726175503"
[1] "Newton iter: 1, lambda:1.17813646976556, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.19185747433426, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.19201651529816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19201653646777, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19201653646777, diff to last: 0"
[1] "Final threshold is: 0.0103821612261892"
threshold is:
[{'ad': 0.0001321031162754452, 'da': 8.500454227724504e-05, 'dd': 0.00041272097641279745}, {'ad': 0.00034344018342990937, 'da': 0.0001303586210288752, 'dd': 0.0006678291134112736}, {'ad': 0.0007299032526947755, 'da': 0.000629074088196071, 'dd': 0.0013499186404313062}, {'ad': 0.0018097706851760162, 'da': 0.0017522650813431699, 'dd': 0.0038223750235620714}, {'ad': 0.00508030798056042, 'da': 0.004757310248513599, 'dd': 0.010382161226189195}]
Number of points in noise estimation: 128
Estimated noise: 0.008709745971271533
0.008709745971271533
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.3764928541634"
[1] "Starting iterative with newton 60.3764928541634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.71534187809"
[1] "Starting iterative with newton 52.71534187809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.4580978465099"
[1] "Starting iterative with newton 46.4580978465099"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.4911812772423"
[1] "Starting iterative with newton 24.4911812772423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.7666837833563"
[1] "Starting iterative with newton 23.7666837833563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.08391330964"
[1] "Starting iterative with newton 14.08391330964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.80212347961423"
[1] "Starting iterative with newton 8.80212347961423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.95900571461984"
[1] "Starting iterative with newton 8.95900571461984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.5106096285203"
[1] "Starting iterative with newton 4.5106096285203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39256362337986"
[1] "Starting iterative with newton 3.39256362337986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.45704244947659"
[1] "Starting iterative with newton 3.45704244947659"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69536712765224"
[1] "Starting iterative with newton 1.69536712765224"
[1] "Starting newton at: 2.00195421863693"
[1] "Newton iter: 1, lambda:1.56202619086088, diff to last: 0.44"
[1] "Newton iter: 2, lambda:1.51073079698464, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.50876273782194, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50875966365508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50875966364756, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50875966365508"
[1] "Starting iterative with newton 1.50875966365508"
[1] "Starting newton at: 1.82290213656616"
[1] "Newton iter: 1, lambda:1.43512695044287, diff to last: 0.388"
[1] "Newton iter: 2, lambda:1.36484279502813, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.3600522197762, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.36002855826426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3600285576853, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36002855826426"
[1] "Starting iterative with newton 1.36002855826426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31499151094572"
[1] "Starting iterative with newton 1.31499151094572"
[1] "Starting newton at: 1.55372774081048"
[1] "Newton iter: 1, lambda:1.34532078740611, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.31094855320679, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30969031215541, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30968858335342, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30968858335015, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30968858335015"
[1] "Starting iterative with newton 1.30968858335015"
[1] "Starting newton at: 1.54551949239263"
[1] "Newton iter: 1, lambda:1.33871188026421, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.30422116121953, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30293796976957, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30293614962885, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30293614962518, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30293614962518"
[1] "Starting iterative with newton 1.30293614962518"
[1] "Starting newton at: 1.53544740449919"
[1] "Newton iter: 1, lambda:1.33026074951953, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.29551358037636, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.29418973391291, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29418776583276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29418776582841, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29418776583276"
[1] "Starting iterative with newton 1.29418776583276"
[1] "Starting newton at: 1.52711936973202"
[1] "Newton iter: 1, lambda:1.32195639885173, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.28651920083337, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.2851192700018, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2851170331251, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28511703311938, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28511703311938"
[1] "Starting iterative with newton 1.28511703311938"
[1] "Starting newton at: 1.51676612614297"
[1] "Newton iter: 1, lambda:1.31298657819651, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.27719134903475, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.27573794541881, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27573549362568, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2757354936187, diff to last: 0"
[1] "Final threshold is: 0.0111113320759536"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38378034993549"
[1] "Starting iterative with newton 1.38378034993549"
[1] "Starting newton at: 1.61955745807214"
[1] "Newton iter: 1, lambda:1.39498195518746, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.36046177090259, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.35930332195921, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35930197838847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35930197838666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35930197838847"
[1] "Starting iterative with newton 1.35930197838847"
[1] "Starting newton at: 1.59821240579055"
[1] "Newton iter: 1, lambda:1.37263323471787, diff to last: 0.226"
[1] "Newton iter: 2, lambda:1.33584636456436, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.33446945462616, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33446746858917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33446746858504, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33446746858504"
[1] "Starting iterative with newton 1.33446746858504"
[1] "Starting newton at: 1.56903070098803"
[1] "Newton iter: 1, lambda:1.34821451253467, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.31043599215108, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.30891269469186, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30891014909152, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3089101490844, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3089101490844"
[1] "Starting iterative with newton 1.3089101490844"
[1] "Starting newton at: 1.55011994340901"
[1] "Newton iter: 1, lambda:1.32637386901277, diff to last: 0.224"
[1] "Newton iter: 2, lambda:1.28568575485387, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.28383781085831, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28383389325667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28383389323904, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28383389325667"
[1] "Starting iterative with newton 1.28383389325667"
[1] "Starting newton at: 1.52489707084232"
[1] "Newton iter: 1, lambda:1.30033202425927, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.25677981024701, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.2545483985907, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.25454238326272, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25454238321896, diff to last: 0"
[1] "Final threshold is: 0.0109267454684118"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00870974597127153"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.55283262943829"
[1] "Newton iter: 1, lambda:1.63687811578628, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.63254214691547, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.63253200350499, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63253200344904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63253200344904"
[1] "Starting iterative with newton 1.63253200344904"
[1] "Starting newton at: 2.15960836799874"
[1] "Newton iter: 1, lambda:2.10797356666515, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.10838033073219, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10838034884449, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10838034884449, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10838034884449"
[1] "Starting iterative with newton 2.10838034884449"
[1] "Starting newton at: 2.27056730229803"
[1] "Newton iter: 1, lambda:2.29509865862158, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.29522213452485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.29522213791172, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.29522213452485"
[1] "Starting iterative with newton 2.29522213452485"
[1] "Starting newton at: 2.45905585104585"
[1] "Newton iter: 1, lambda:2.36370711483049, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.36645195436537, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.36645384831297, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36645384831388, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.36645384831297"
[1] "Starting iterative with newton 2.36645384831297"
[1] "Starting newton at: 2.52764440017729"
[1] "Newton iter: 1, lambda:2.38897536064973, diff to last: 0.139"
[1] "Newton iter: 2, lambda:2.3952421064098, diff to last: 0.006"
[1] "Newton iter: 3, lambda:2.39525234132367, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39525234135134, diff to last: 0"
[1] "Final threshold is: 0.0208620394302635"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011111332075953554, 'da': 0.010926745468411846, 'dd': 0.020862039430263542}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549436316042965. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004256478214627032
0.004256478214627032
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 123.544369048799"
[1] "Starting iterative with newton 123.544369048799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 107.867869491052"
[1] "Starting iterative with newton 107.867869491052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 95.0640905810518"
[1] "Starting iterative with newton 95.0640905810518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.1146620997878"
[1] "Starting iterative with newton 50.1146620997878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.6321714560238"
[1] "Starting iterative with newton 48.6321714560238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8189674710042"
[1] "Starting iterative with newton 28.8189674710042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.0111950888775"
[1] "Starting iterative with newton 18.0111950888775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.3322126873252"
[1] "Starting iterative with newton 18.3322126873252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.22975804386342"
[1] "Starting iterative with newton 9.22975804386342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.94197546917416"
[1] "Starting iterative with newton 6.94197546917416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07391416767341"
[1] "Starting iterative with newton 7.07391416767341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.46911607797084"
[1] "Starting iterative with newton 3.46911607797084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69077895790883"
[1] "Starting iterative with newton 2.69077895790883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.83153694680225"
[1] "Starting iterative with newton 2.83153694680225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38016315089939"
[1] "Starting iterative with newton 1.38016315089939"
[1] "Starting newton at: 1.62089445796509"
[1] "Newton iter: 1, lambda:1.40511152265424, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.3735623905477, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.37261848825852, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37261761955865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37261761955791, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37261761955865"
[1] "Starting iterative with newton 1.37261761955865"
[1] "Starting newton at: 1.61225008378132"
[1] "Newton iter: 1, lambda:1.39706821099676, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.36500995168296, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.36401945803628, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36401848613891, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36401848613797, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36401848613797"
[1] "Starting iterative with newton 1.36401848613797"
[1] "Starting newton at: 1.60348085177023"
[1] "Newton iter: 1, lambda:1.38841499378232, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.35567826359121, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.35462719996871, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35462608650602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35462608650477, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35462608650477"
[1] "Starting iterative with newton 1.35462608650477"
[1] "Starting newton at: 1.60012367781472"
[1] "Newton iter: 1, lambda:1.38203360755763, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.34802049592039, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.34687025019178, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34686889763873, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34686889763686, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34686889763686"
[1] "Starting iterative with newton 1.34686889763686"
[1] "Starting newton at: 1.58936112691182"
[1] "Newton iter: 1, lambda:1.37256677394792, diff to last: 0.217"
[1] "Newton iter: 2, lambda:1.33807054869995, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.33686499626547, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33686348313825, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33686348313587, diff to last: 0"
[1] "Final threshold is: 0.00569033029189824"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.005690330291898236}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549436316042965. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004256478214627032
0.004256478214627032
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.024934282217486, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249420402100983, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249420402108492, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249420402100983"
[1] "Starting iterative with newton 0.0249420402100983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00568066767677758, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00568093611308014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00568093611308074, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00568093611308014"
[1] "Starting iterative with newton 0.00568093611308014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00553349385279037, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00553374578048071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00553374578048124, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00553374578048071"
[1] "Starting iterative with newton 0.00553374578048071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00553237681537749, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00553262861996004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00553262861996056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00553262861996004"
[1] "Starting iterative with newton 0.00553262861996004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00553236833761686, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00553262014126521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00553262014126573, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.35494771011021e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124902599125296, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124912582880292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124912582880355, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124912582880292"
[1] "Starting iterative with newton 0.0124912582880292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00419429422990575, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00419441150937163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00419441150937172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00419441150937163"
[1] "Starting iterative with newton 0.00419441150937163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00414309933457663, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00414321324509808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00414321324509816, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00414321324509808"
[1] "Starting iterative with newton 0.00414321324509808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00414278448307265, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00414289837302961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00414289837302969, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00414289837302961"
[1] "Starting iterative with newton 0.00414289837302961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00414278254675946, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00414289643658996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00414289643659004, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.76341484278011e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0604161207902055, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0605335799877262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0605335804310236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0605335799877262"
[1] "Starting iterative with newton 0.0605335799877262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356657032776922, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356957238775032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356957238987669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0356957238987669"
[1] "Starting iterative with newton 0.0356957238987669"
[1] "Starting newton at: 0.00757810757129876"
[1] "Newton iter: 1, lambda:0.0353861986418243, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0354043920914019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0354043920991876, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0354043920914019"
[1] "Starting iterative with newton 0.0354043920914019"
[1] "Starting newton at: 0.00786943937866376"
[1] "Newton iter: 1, lambda:0.0353830995865666, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0354009091690587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035400909176519, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0354009091690587"
[1] "Starting iterative with newton 0.0354009091690587"
[1] "Starting newton at: 0.00787292230100697"
[1] "Newton iter: 1, lambda:0.0353830624998184, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0354008675179086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0354008675253651, diff to last: 0"
[1] "Final threshold is: 0.000150683021400614"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0634322422445798, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0635900927775915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0635900937538258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0635900927775915"
[1] "Starting iterative with newton 0.0635900927775915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023767704389452, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237792307711819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237792307738925, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0237792307738925"
[1] "Starting iterative with newton 0.0237792307738925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231781129712446, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231889740825185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231889740849031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0231889740825185"
[1] "Starting iterative with newton 0.0231889740825185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231693350935052, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231801864643476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231801864667276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0231801864643476"
[1] "Starting iterative with newton 0.0231801864643476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231692044028368, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231800556286936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231800556310736, diff to last: 0"
[1] "Final threshold is: 9.86654017973772e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0330540193260996, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330810033502184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330810033681994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0330810033681994"
[1] "Starting iterative with newton 0.0330810033681994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00692356791398966, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00692382342578227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00692382342578262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00692382342578227"
[1] "Starting iterative with newton 0.00692382342578227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00685736744069065, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00685761459444667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.006857614594447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00685761459444667"
[1] "Starting iterative with newton 0.00685761459444667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00685719709733649, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00685744423020741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00685744423020773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00685744423020741"
[1] "Starting iterative with newton 0.00685744423020741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00685719665900199, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00685744379181917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00685744379181949, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.91885601079077e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12164596497356, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.122785339949883, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122785439517794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122785439517795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.122785439517794"
[1] "Starting iterative with newton 0.122785439517794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0450778971662086, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0451533370152124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0451533372264496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0451533372264496"
[1] "Starting iterative with newton 0.0451533372264496"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430481677663294, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0431156557400976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0431156559059327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0431156557400976"
[1] "Starting iterative with newton 0.0431156557400976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0429939970278268, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430612812708435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430612814355957, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0430612812708435"
[1] "Starting iterative with newton 0.0430612812708435"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0429925507456816, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430598295554657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430598297201891, diff to last: 0"
[1] "Final threshold is: 0.000183283226428393"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153256508874449, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.155491037082577, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.155491509191822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155491509191843, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.155491509191843"
[1] "Starting iterative with newton 0.155491509191843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0432098387627837, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0432836475604734, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0432836477758297, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0432836475604734"
[1] "Starting iterative with newton 0.0432836475604734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399324664654789, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039992914263064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399929144015776, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.039992914263064"
[1] "Starting iterative with newton 0.039992914263064"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398356532370522, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398957341349956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398957342716642, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0398957341349956"
[1] "Starting iterative with newton 0.0398957341349956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398327935089616, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398928635926927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398928637293072, diff to last: 0"
[1] "Final threshold is: 0.000169803104801384"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12944110554807, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.13080057242373, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130800721747276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130800721747278, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130800721747276"
[1] "Starting iterative with newton 0.130800721747276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037116059027353, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371646799234811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371646800069124, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0371646799234811"
[1] "Starting iterative with newton 0.0371646799234811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0346346422918935, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.034675487181942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346754872387468, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0346754872387468"
[1] "Starting iterative with newton 0.0346754872387468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345685867520512, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346092364626517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346092365188603, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0346092364626517"
[1] "Starting iterative with newton 0.0346092364626517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345668286168654, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346074731407604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346074731969532, diff to last: 0"
[1] "Final threshold is: 0.00014730595572612"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.314444395026438"
[1] "Newton iter: 1, lambda:0.264370312651409, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.264779591028636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26477961855006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26477961855006, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26477961855006"
[1] "Starting iterative with newton 0.26477961855006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0801482133024242, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0806373570736741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0806373752878933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0806373752878933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0806373752878933"
[1] "Starting iterative with newton 0.0806373752878933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0698571257530445, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0702029541488746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070202962624069, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0702029541488746"
[1] "Starting iterative with newton 0.0702029541488746"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0692793994763126, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0696180710047649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0696180790979911, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0696180710047649"
[1] "Starting iterative with newton 0.0696180710047649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0692470381582196, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0695853114985665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0695853195708241, diff to last: 0"
[1] "Final threshold is: 0.000296188396811073"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.444408805861356"
[1] "Newton iter: 1, lambda:0.351733719586899, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.353539145854302, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.353539843434143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353539843434247, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.353539843434247"
[1] "Starting iterative with newton 0.353539843434247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118395783177785, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119808212541743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11980841332863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119808413328634, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.119808413328634"
[1] "Starting iterative with newton 0.119808413328634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103241387468213, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104235426460509, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1042355185588, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104235518558801, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1042355185588"
[1] "Starting iterative with newton 0.1042355185588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102213701382683, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103182879506149, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103182966593478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103182966593479, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103182966593478"
[1] "Starting iterative with newton 0.103182966593478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102144143878594, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103111654748838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103111741505714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103111741505714, diff to last: 0"
[1] "Final threshold is: 0.000438892881391324"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.360727456937312"
[1] "Newton iter: 1, lambda:0.350454661500364, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.350476969424494, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350476969529882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350476969424494"
[1] "Starting iterative with newton 0.350476969424494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113121263202576, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114369748501803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114369900416653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114369900416655, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114369900416655"
[1] "Starting iterative with newton 0.114369900416655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0976576420770184, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0985195755895818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0985196426970535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0985196426970539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0985196426970535"
[1] "Starting iterative with newton 0.0985196426970535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0966042157407323, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974431299639134, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974431931957494, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974431931957497, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0974431931957494"
[1] "Starting iterative with newton 0.0974431931957494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0965325924329156, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0973699562704283, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0973700192458135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0973700192458138, diff to last: 0"
[1] "Final threshold is: 0.000414453365677621"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.46911607797084"
[1] "Starting iterative with newton 3.46911607797084"
[1] "Starting newton at: 0.656027529449585"
[1] "Newton iter: 1, lambda:0.567888853119672, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.570509391595093, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.570511776274175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570511776276148, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570511776274175"
[1] "Starting iterative with newton 0.570511776274175"
[1] "Starting newton at: 0.306038886672317"
[1] "Newton iter: 1, lambda:0.253639840804609, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.254193045104492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254193107022356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254193107022357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.254193107022356"
[1] "Starting iterative with newton 0.254193107022356"
[1] "Starting newton at: 0.316848951819917"
[1] "Newton iter: 1, lambda:0.211274080250616, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.213319400113285, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.21332017278302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21332017278313, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.21332017278302"
[1] "Starting iterative with newton 0.21332017278302"
[1] "Starting newton at: 0.306119189258586"
[1] "Newton iter: 1, lambda:0.206101866987982, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.207915791011633, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207916391091419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207916391091485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207916391091419"
[1] "Starting iterative with newton 0.207916391091419"
[1] "Starting newton at: 0.301478347534251"
[1] "Newton iter: 1, lambda:0.205532221835172, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.207199199833106, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207199705767411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207199705767458, diff to last: 0"
[1] "Final threshold is: 0.000881941033676117"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.69077895790883"
[1] "Starting iterative with newton 2.69077895790883"
[1] "Starting newton at: 0.637110910685089"
[1] "Newton iter: 1, lambda:0.607257703459236, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.607598997407489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607599042433656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607599042433657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607599042433657"
[1] "Starting iterative with newton 0.607599042433657"
[1] "Starting newton at: 0.303022466669828"
[1] "Newton iter: 1, lambda:0.31829951365822, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.318358511967446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318358512846087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318358511967446"
[1] "Starting iterative with newton 0.318358511967446"
[1] "Starting newton at: 0.294069950652951"
[1] "Newton iter: 1, lambda:0.272365323152925, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.272474420832069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272474423592871, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272474420832069"
[1] "Starting iterative with newton 0.272474420832069"
[1] "Starting newton at: 0.292655225749842"
[1] "Newton iter: 1, lambda:0.264869210840013, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.265045403306986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265045410405306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.265045410405306"
[1] "Starting iterative with newton 0.265045410405306"
[1] "Starting newton at: 0.295153899890611"
[1] "Newton iter: 1, lambda:0.263611953970905, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.263838408407339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263838420105704, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263838420105704, diff to last: 0"
[1] "Final threshold is: 0.00112302243756771"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.83153694680225"
[1] "Starting iterative with newton 2.83153694680225"
[1] "Starting newton at: 0.637543792541555"
[1] "Newton iter: 1, lambda:0.59698303327304, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.597592847169226, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.597592986784978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597592986784985, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.597592986784978"
[1] "Starting iterative with newton 0.597592986784978"
[1] "Starting newton at: 0.304028745703408"
[1] "Newton iter: 1, lambda:0.301648706860248, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.301650068843685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301650068844131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301650068843685"
[1] "Starting iterative with newton 0.301650068843685"
[1] "Starting newton at: 0.305341079290697"
[1] "Newton iter: 1, lambda:0.256249372086156, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.256778107534966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256778169078196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256778169078197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.256778169078196"
[1] "Starting iterative with newton 0.256778169078196"
[1] "Starting newton at: 0.302117220459568"
[1] "Newton iter: 1, lambda:0.249231696292103, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.24983657188841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249836651291349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249836651291351, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.249836651291349"
[1] "Starting iterative with newton 0.249836651291349"
[1] "Starting newton at: 0.30374110476122"
[1] "Newton iter: 1, lambda:0.248091089149138, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.248759251302503, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.248759347974599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248759347974601, diff to last: 0"
[1] "Final threshold is: 0.00105883874533871"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425647821462703"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38016315089939"
[1] "Starting iterative with newton 1.38016315089939"
[1] "Starting newton at: 0.671871680278336"
[1] "Newton iter: 1, lambda:0.741081919172666, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.74356335199158, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.7435664676184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743566467623307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.7435664676184"
[1] "Starting iterative with newton 0.7435664676184"
[1] "Starting newton at: 0.628165904025548"
[1] "Newton iter: 1, lambda:0.595918130910762, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.596376677321409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596376770906859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596376770906863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.596376770906859"
[1] "Starting iterative with newton 0.596376770906859"
[1] "Starting newton at: 0.627828140419492"
[1] "Newton iter: 1, lambda:0.55640399234985, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.55855466789493, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.558556657176116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.558556657177817, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.558556657176116"
[1] "Starting iterative with newton 0.558556657176116"
[1] "Starting newton at: 0.626891390822779"
[1] "Newton iter: 1, lambda:0.545840192229523, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.548577782253192, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.54858097596511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548580975969454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.54858097596511"
[1] "Starting iterative with newton 0.54858097596511"
[1] "Starting newton at: 0.625943762191313"
[1] "Newton iter: 1, lambda:0.543074874806145, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.545928458092894, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.545931919649616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545931919654706, diff to last: 0"
[1] "Final threshold is: 0.0023237473226581"
threshold is:
[{'ad': 2.354947710110208e-05, 'da': 1.7634148427801104e-05, 'dd': 0.00015068302140061417}, {'ad': 9.866540179737717e-05, 'da': 2.9188560107907665e-05, 'dd': 0.00018328322642839298}, {'ad': 0.00016980310480138418, 'da': 0.00014730595572612037, 'dd': 0.00029618839681107273}, {'ad': 0.0004388928813913238, 'da': 0.00041445336567762133, 'dd': 0.0008819410336761168}, {'ad': 0.0011230224375677093, 'da': 0.0010588387453387127, 'dd': 0.0023237473226581035}]
Number of points in noise estimation: 128
Estimated noise: 0.008709745971271533
0.008709745971271533
threshold is:
[{'ad': 0.0055910582280382926, 'da': 0.006335926019026613, 'dd': 0.0008823430569033786}, {'ad': 0.00024624926132144065, 'da': 0.0008359450069665698, 'dd': 0.001337968723541083}, {'ad': 0.0005978303037508237, 'da': 0.0010394561060722354, 'dd': 0.0009646555771733595}, {'ad': 0.0017252370154336172, 'da': 0.0014019263194195528, 'dd': 0.0038129850364796766}, {'ad': 0.004547318034628822, 'da': 0.0044784281215279435, 'dd': 0.008201686379869863}]
['stjerten256', 0.025, 1, 0.00010543810731333445, 8.63218891989961e-05, 8.855689888036672e-05, 0.0004166495612851508, 8.551881820481274e-05, 0.00010744957637613708, 9.661385088513288e-05, 0.00010520428748534283, 39.77002398565243, 40.638790634627625, 40.527776001546904, 33.80229071132311, 40.67938309327282, 39.687952923909535, 40.149606072100674, 39.77966560626362]
stjerten256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.008687838258619487
0.008687838258619487
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0562141346115708, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0563377999782074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0563378005761418, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0563378005761418"
[1] "Starting iterative with newton 0.0563378005761418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00714676765989066, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00714743343285018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00714743343285596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00714743343285018"
[1] "Starting iterative with newton 0.00714743343285018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00660941876915633, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00660996297006746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00660996297007115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00660996297006746"
[1] "Starting iterative with newton 0.00660996297006746"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00660370417043775, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00660424715614513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00660424715614881, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00660424715614513"
[1] "Starting iterative with newton 0.00660424715614513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00660364341579081, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00660418638858746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00660418638859113, diff to last: 0"
[1] "Final threshold is: 5.73761031738242e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271994394915724, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.027214440173531, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0272144401780926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.027214440173531"
[1] "Starting iterative with newton 0.027214440173531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00920350609803378, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00920415138507177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00920415138507494, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00920415138507494"
[1] "Starting iterative with newton 0.00920415138507494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00907151671091993, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00907214468092627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00907214468092928, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00907214468092627"
[1] "Starting iterative with newton 0.00907214468092627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00907054572537175, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00907117356836521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00907117356836822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00907117356836521"
[1] "Starting iterative with newton 0.00907117356836521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00907053858209193, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00907116642415102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00907116642415403, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.88088267100699e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0634398618593508, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636276385487989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636276401918607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0636276385487989"
[1] "Starting iterative with newton 0.0636276385487989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208781470624337, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208856703066683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208856703076452, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208856703076452"
[1] "Starting iterative with newton 0.0208856703076452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203710446603751, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203781227160712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203781227169257, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0203781227160712"
[1] "Starting iterative with newton 0.0203781227160712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203649477212788, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203720205566395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203720205574926, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0203720205574926"
[1] "Starting iterative with newton 0.0203720205574926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203648744083963, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203719471810034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203719471818564, diff to last: 0"
[1] "Final threshold is: 0.000176988182129108"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123243138477791, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124316654498045, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124316735526078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124316735526078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124316735526078"
[1] "Starting iterative with newton 0.124316735526078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0385087032324435, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0385646544921482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385646546102595, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0385646544921482"
[1] "Starting iterative with newton 0.0385646544921482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359616542286336, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0360088875649032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0360088876463844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0360088875649032"
[1] "Starting iterative with newton 0.0360088875649032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358857763080828, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359327638823069, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359327639628625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0359327638823069"
[1] "Starting iterative with newton 0.0359327638823069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358835163781357, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359304966447607, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359304967252888, diff to last: 0"
[1] "Final threshold is: 0.000312158343401551"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932661161364448, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938312530245562, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938312737450434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938312737450434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0938312737450434"
[1] "Starting iterative with newton 0.0938312737450434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221934729542265, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0222046652408675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0222046652437139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0222046652408675"
[1] "Starting iterative with newton 0.0222046652408675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208565477038003, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208661652492793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208661652513243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0208661652492793"
[1] "Starting iterative with newton 0.0208661652492793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208316617237341, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208412512895377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208412512915698, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208412512895377"
[1] "Starting iterative with newton 0.0208412512895377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208311985546204, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208407876001307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208407876021625, diff to last: 0"
[1] "Final threshold is: 0.00018106139186983"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.420620395027847"
[1] "Newton iter: 1, lambda:0.204823240261181, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.21036114718859, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.210364915711872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210364915713616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210364915711872"
[1] "Starting iterative with newton 0.210364915711872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0821712454746763, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0827149210980136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0827149448724196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0827149448724196, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0827149448724196"
[1] "Starting iterative with newton 0.0827149448724196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.073874987718264, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0742977746514169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0742977884899308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0742977884899308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0742977884899308"
[1] "Starting iterative with newton 0.0742977884899308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.07333104763615, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737464570113233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737464703337693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0737464703337693, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0737464703337693"
[1] "Starting iterative with newton 0.0737464703337693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732954422620976, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737103710770428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737103843662307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0737103843662307, diff to last: 0"
[1] "Final threshold is: 0.000640383781900171"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.358708399763802"
[1] "Newton iter: 1, lambda:0.284847210201637, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.285773511342166, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.285773658742786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28577365874279, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.28577365874279"
[1] "Starting iterative with newton 0.28577365874279"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945688363285597, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0953317390521529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0953317886731721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0953317886731723, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0953317886731721"
[1] "Starting iterative with newton 0.0953317886731721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831449221169616, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0836956544758372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0836956786337109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0836956786337109, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0836956786337109"
[1] "Starting iterative with newton 0.0836956786337109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0824415844243844, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0829806930704566, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0829807161194612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0829807161194613, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0829807161194612"
[1] "Starting iterative with newton 0.0829807161194612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0823983497675526, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0829367491375032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0829367721197774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0829367721197775, diff to last: 0"
[1] "Final threshold is: 0.000720541261868608"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.258492512700909"
[1] "Newton iter: 1, lambda:0.266965981689317, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.266977667012709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266977667034909, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.266977667034909"
[1] "Starting iterative with newton 0.266977667034909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0868314700105592, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0874284253647933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0874284535638391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0874284535638391, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0874284535638391"
[1] "Starting iterative with newton 0.0874284535638391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0767118829008314, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0771489122294055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0771489264103976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0771489264103976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0771489264103976"
[1] "Starting iterative with newton 0.0771489264103976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0761302284690452, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765590043026243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765590179008865, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0765590179008865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0765590179008865"
[1] "Starting iterative with newton 0.0765590179008865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0760968420445817, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765251471489958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765251607144281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0765251607144281, diff to last: 0"
[1] "Final threshold is: 0.000664838219001813"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.348107662068468"
[1] "Newton iter: 1, lambda:0.476800815456528, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.481759930923794, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.481767101738262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481767101753236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.481767101738262"
[1] "Starting iterative with newton 0.481767101738262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.178872329403675, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.183896788128473, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183900743271597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183900743274047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183900743271597"
[1] "Starting iterative with newton 0.183900743271597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149622283140625, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152787437894668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152788853237991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152788853238274, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152788853237991"
[1] "Starting iterative with newton 0.152788853237991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146544480156304, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.14954534873406, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149546606291694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149546606291914, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.149546606291914"
[1] "Starting iterative with newton 0.149546606291914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146223373183793, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149207430871842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149208672866275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14920867286649, diff to last: 0"
[1] "Final threshold is: 0.00129630081664546"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.43150607555304"
[1] "Starting iterative with newton 3.43150607555304"
[1] "Starting newton at: 0.612575504969199"
[1] "Newton iter: 1, lambda:0.579344740905071, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.579733916108118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.579733970040779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57973397004078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579733970040779"
[1] "Starting iterative with newton 0.579733970040779"
[1] "Starting newton at: 0.344608996305492"
[1] "Newton iter: 1, lambda:0.2507802721775, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.252570688126868, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.252571345102341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252571345102429, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.252571345102429"
[1] "Starting iterative with newton 0.252571345102429"
[1] "Starting newton at: 0.341228121679076"
[1] "Newton iter: 1, lambda:0.206253385157042, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.209599722556141, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.209601795694838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209601795695633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.209601795694838"
[1] "Starting iterative with newton 0.209601795694838"
[1] "Starting newton at: 0.333872893784576"
[1] "Newton iter: 1, lambda:0.200697694797471, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.203910528428562, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.203912411883641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203912411884288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.203912411883641"
[1] "Starting iterative with newton 0.203912411883641"
[1] "Starting newton at: 0.337230013768925"
[1] "Newton iter: 1, lambda:0.19973906760387, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.203156084370455, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.203158210706353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203158210707176, diff to last: 0"
[1] "Final threshold is: 0.00176500567552733"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.4180397162915"
[1] "Starting iterative with newton 3.4180397162915"
[1] "Starting newton at: 0.691362868224908"
[1] "Newton iter: 1, lambda:0.555083081862749, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.56114552200753, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.56115807720816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561158077261915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.56115807720816"
[1] "Starting iterative with newton 0.56115807720816"
[1] "Starting newton at: 0.343385611780272"
[1] "Newton iter: 1, lambda:0.246187990244096, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.248083445117808, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248084171694856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248084171694963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248084171694963"
[1] "Starting iterative with newton 0.248084171694963"
[1] "Starting newton at: 0.311413868571078"
[1] "Newton iter: 1, lambda:0.20495331412214, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.207021736542338, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207022521887574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207022521887687, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.207022521887574"
[1] "Starting iterative with newton 0.207022521887574"
[1] "Starting newton at: 0.311801135074067"
[1] "Newton iter: 1, lambda:0.199287084545189, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.201565881794562, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201566822002987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201566822003147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.201566822002987"
[1] "Starting iterative with newton 0.201566822002987"
[1] "Starting newton at: 0.314979299008901"
[1] "Newton iter: 1, lambda:0.198398156659524, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.200839663884307, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.200840741166261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200840741166471, diff to last: 0"
[1] "Final threshold is: 0.00174487187499556"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.69412811414112"
[1] "Starting iterative with newton 1.69412811414112"
[1] "Starting newton at: 0.750647068472937"
[1] "Newton iter: 1, lambda:0.69009232532521, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.6917465864044, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.691747849831602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691747849832339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691747849831602"
[1] "Starting iterative with newton 0.691747849831602"
[1] "Starting newton at: 0.464158660332156"
[1] "Newton iter: 1, lambda:0.493153448288597, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.493470407372378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.493470445040733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493470445040733, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493470445040733"
[1] "Starting iterative with newton 0.493470445040733"
[1] "Starting newton at: 0.471673303000365"
[1] "Newton iter: 1, lambda:0.449288090396532, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.449465870852368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.449465882110651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449465882110651, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.449465882110651"
[1] "Starting iterative with newton 0.449465882110651"
[1] "Starting newton at: 0.465002724730889"
[1] "Newton iter: 1, lambda:0.439229407667359, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.439462172969114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.439462192039363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.439462192039363, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.439462192039363"
[1] "Starting iterative with newton 0.439462192039363"
[1] "Starting newton at: 0.465294885309452"
[1] "Newton iter: 1, lambda:0.436893812757262, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.437175565357167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437175593222629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437175593222629, diff to last: 0"
[1] "Final threshold is: 0.00379811084453422"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.32488028542208"
[1] "Starting iterative with newton 1.32488028542208"
[1] "Starting newton at: 0.64364050198822"
[1] "Newton iter: 1, lambda:0.762619377591244, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.770521986210603, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.77055556894194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.77055556954653, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.77055556894194"
[1] "Starting iterative with newton 0.77055556894194"
[1] "Starting newton at: 0.659260365746412"
[1] "Newton iter: 1, lambda:0.629884171286629, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.630290075029078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.630290153225342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.630290153225345, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.630290153225345"
[1] "Starting iterative with newton 0.630290153225345"
[1] "Starting newton at: 0.648075362874763"
[1] "Newton iter: 1, lambda:0.590941068700736, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.592411208324702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592412198018452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5924121980189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.5924121980189"
[1] "Starting iterative with newton 0.5924121980189"
[1] "Starting newton at: 0.653463678462849"
[1] "Newton iter: 1, lambda:0.579584729704371, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.582006817282443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.582009477122016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582009477125222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.582009477125222"
[1] "Starting iterative with newton 0.582009477125222"
[1] "Starting newton at: 0.655860019943692"
[1] "Newton iter: 1, lambda:0.576342171717002, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.579135797179928, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.579139325974847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579139325980473, diff to last: 0"
[1] "Final threshold is: 0.00503146879327537"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.3937287844169"
[1] "Starting iterative with newton 1.3937287844169"
[1] "Starting newton at: 0.680875211706221"
[1] "Newton iter: 1, lambda:0.736638000841897, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.738230428221463, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.738231702249132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738231702249947, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738231702249132"
[1] "Starting iterative with newton 0.738231702249132"
[1] "Starting newton at: 0.662537730447839"
[1] "Newton iter: 1, lambda:0.587150916746306, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.589591506566846, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.589594123530988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589594123533995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.589594123530988"
[1] "Starting iterative with newton 0.589594123530988"
[1] "Starting newton at: 0.657907232269233"
[1] "Newton iter: 1, lambda:0.547484629146945, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.552494857812684, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.552505506777336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552505506825385, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.552505506825385"
[1] "Starting iterative with newton 0.552505506825385"
[1] "Starting newton at: 0.653108226817003"
[1] "Newton iter: 1, lambda:0.537590369590466, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.543018843801518, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.54303123064694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543031230711354, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.54303123064694"
[1] "Starting iterative with newton 0.54303123064694"
[1] "Starting newton at: 0.652105741798254"
[1] "Newton iter: 1, lambda:0.535021742487489, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.540583586501765, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.540596558766881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540596558837358, diff to last: 0"
[1] "Final threshold is: 0.00469661546634524"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.141238136883"
[1] "Newton iter: 1, lambda:0.998472810402469, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.01236808311387, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.01251364156586, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01251365741602, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01251365741602, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01251365741602"
[1] "Starting iterative with newton 1.01251365741602"
[1] "Starting newton at: 1.26741198523013"
[1] "Newton iter: 1, lambda:1.12421004204018, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.1391479477988, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.13933040224363, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13933042920518, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13933042920519, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13933040224363"
[1] "Starting iterative with newton 1.13933040224363"
[1] "Starting newton at: 1.29480815550115"
[1] "Newton iter: 1, lambda:1.17277105090514, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.18408162558332, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.18418906639487, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18418907601611, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18418907601611"
[1] "Starting iterative with newton 1.18418907601611"
[1] "Starting newton at: 1.31103330453866"
[1] "Newton iter: 1, lambda:1.18812378358551, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.19968807504969, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.19980155944146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19980157028414, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19980157028414, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19980157028414"
[1] "Starting iterative with newton 1.19980157028414"
[1] "Starting newton at: 1.31588840148078"
[1] "Newton iter: 1, lambda:1.1936092148239, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.20509568393614, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.2052080364105, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20520804707512, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20520804707511, diff to last: 0"
[1] "Final threshold is: 0.0104706524883228"
threshold is:
[{'ad': 5.7376103173824154e-05, 'da': 7.880882671006992e-05, 'dd': 0.00017698818212910785}, {'ad': 0.00031215834340155094, 'da': 0.00018106139186983042, 'dd': 0.0006403837819001714}, {'ad': 0.0007205412618686082, 'da': 0.000664838219001813, 'dd': 0.0012963008166454611}, {'ad': 0.0017650056755273318, 'da': 0.0017448718749955602, 'dd': 0.0037981108445342233}, {'ad': 0.005031468793275374, 'da': 0.004696615466345243, 'dd': 0.010470652488322818}]
Number of points in noise estimation: 128
Estimated noise: 0.008687838258619487
0.008687838258619487
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.5163066297816"
[1] "Starting iterative with newton 60.5163066297816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 52.270740757905"
[1] "Starting iterative with newton 52.270740757905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 47.2335579580247"
[1] "Starting iterative with newton 47.2335579580247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.7402911963547"
[1] "Starting iterative with newton 24.7402911963547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.8853951431641"
[1] "Starting iterative with newton 23.8853951431641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5376849324675"
[1] "Starting iterative with newton 14.5376849324675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.92543974797404"
[1] "Starting iterative with newton 8.92543974797404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17833793258697"
[1] "Starting iterative with newton 9.17833793258697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.46986308541366"
[1] "Starting iterative with newton 4.46986308541366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.43150607555304"
[1] "Starting iterative with newton 3.43150607555304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4180397162915"
[1] "Starting iterative with newton 3.4180397162915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.69412811414112"
[1] "Starting iterative with newton 1.69412811414112"
[1] "Starting newton at: 1.98700932619765"
[1] "Newton iter: 1, lambda:1.56198018636623, diff to last: 0.425"
[1] "Newton iter: 2, lambda:1.51057962388202, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.50858307456011, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50857988145962, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50857988145144, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50857988145962"
[1] "Starting iterative with newton 1.50857988145962"
[1] "Starting newton at: 1.80525748301631"
[1] "Newton iter: 1, lambda:1.43964938210788, diff to last: 0.366"
[1] "Newton iter: 2, lambda:1.37320020605665, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.36893141335482, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36891276765184, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36891276729516, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36891276729516"
[1] "Starting iterative with newton 1.36891276729516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32488028542208"
[1] "Starting iterative with newton 1.32488028542208"
[1] "Starting newton at: 1.56817583564095"
[1] "Newton iter: 1, lambda:1.35133239611396, diff to last: 0.217"
[1] "Newton iter: 2, lambda:1.31528001644381, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.31391078728806, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31390875819381, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31390875818935, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31390875818935"
[1] "Starting iterative with newton 1.31390875818935"
[1] "Starting newton at: 1.55952320940306"
[1] "Newton iter: 1, lambda:1.34291196308952, diff to last: 0.217"
[1] "Newton iter: 2, lambda:1.30616701595402, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.30472039501884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30471809209348, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30471809208764, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30471809208764"
[1] "Starting iterative with newton 1.30471809208764"
[1] "Starting newton at: 1.54952671007299"
[1] "Newton iter: 1, lambda:1.33416767343852, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.29697878256685, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.29547125298574, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29546870998901, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29546870998177, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29546870998177"
[1] "Starting iterative with newton 1.29546870998177"
[1] "Starting newton at: 1.53983701427125"
[1] "Newton iter: 1, lambda:1.3250832804787, diff to last: 0.215"
[1] "Newton iter: 2, lambda:1.28723974232485, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.28565021540268, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28564733796599, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28564733795655, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28564733796599"
[1] "Starting iterative with newton 1.28564733796599"
[1] "Starting newton at: 1.53388727841068"
[1] "Newton iter: 1, lambda:1.31836344009853, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.27967709622781, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.27799296521341, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27798969056709, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2779896905547, diff to last: 0"
[1] "Final threshold is: 0.01110296772783"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3937287844169"
[1] "Starting iterative with newton 1.3937287844169"
[1] "Starting newton at: 1.62675851288815"
[1] "Newton iter: 1, lambda:1.41525595574906, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.38501745238084, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.38416209466132, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.38416139173524, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38416139173476, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38416139173524"
[1] "Starting iterative with newton 1.38416139173524"
[1] "Starting newton at: 1.62000666491396"
[1] "Newton iter: 1, lambda:1.40723230339974, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.37608183485984, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.37515907014456, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37515823841086, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37515823841018, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.37515823841018"
[1] "Starting iterative with newton 1.37515823841018"
[1] "Starting newton at: 1.61072036809807"
[1] "Newton iter: 1, lambda:1.39834142027778, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.36658770576779, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.36561169195693, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36561074504443, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36561074504354, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36561074504354"
[1] "Starting iterative with newton 1.36561074504354"
[1] "Starting newton at: 1.60100906152584"
[1] "Newton iter: 1, lambda:1.38877244462735, diff to last: 0.212"
[1] "Newton iter: 2, lambda:1.3562938058069, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.35525301854838, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35525192125988, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35525192125866, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35525192125866"
[1] "Starting iterative with newton 1.35525192125866"
[1] "Starting newton at: 1.58946908184903"
[1] "Newton iter: 1, lambda:1.37878049309715, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.34588917545518, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.34480072798431, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34479950491634, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3447995049148, diff to last: 0"
[1] "Final threshold is: 0.0116834005889848"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00868783825861949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.53022125872284"
[1] "Newton iter: 1, lambda:1.67350678542274, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.66084443225672, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.66076448396821, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66076448070307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66076448070307"
[1] "Starting iterative with newton 1.66076448070307"
[1] "Starting newton at: 2.18885283315457"
[1] "Newton iter: 1, lambda:2.13497074059835, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.13546856449784, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13546859636573, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13546859636573, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13546856449784"
[1] "Starting iterative with newton 2.13546856449784"
[1] "Starting newton at: 2.28677825465665"
[1] "Newton iter: 1, lambda:2.31763492351759, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.3178351390193, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31783514827066, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.31783514827066"
[1] "Starting iterative with newton 2.31783514827066"
[1] "Starting newton at: 2.49301223610731"
[1] "Newton iter: 1, lambda:2.39092810261391, diff to last: 0.102"
[1] "Newton iter: 2, lambda:2.39415087567377, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39415356643328, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39415356643517, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39415356643517"
[1] "Starting iterative with newton 2.39415356643517"
[1] "Starting newton at: 2.55647924632308"
[1] "Newton iter: 1, lambda:2.41425726192318, diff to last: 0.142"
[1] "Newton iter: 2, lambda:2.42091154856004, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.4209233530892, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42092335312684, diff to last: 0"
[1] "Final threshold is: 0.0210325905281537"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011102967727830032, 'da': 0.011683400588984759, 'dd': 0.021032590528153747}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546962368641499. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004259193076295736
0.004259193076295736
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 123.440256074472"
[1] "Starting iterative with newton 123.440256074472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.621074280544"
[1] "Starting iterative with newton 106.621074280544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 96.3463042336039"
[1] "Starting iterative with newton 96.3463042336039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.4648755139348"
[1] "Starting iterative with newton 50.4648755139348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.7210713461014"
[1] "Starting iterative with newton 48.7210713461014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.6537520336815"
[1] "Starting iterative with newton 29.6537520336815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.2059783457602"
[1] "Starting iterative with newton 18.2059783457602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7218362757619"
[1] "Starting iterative with newton 18.7218362757619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.11755978858361"
[1] "Starting iterative with newton 9.11755978858361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.99953470853287"
[1] "Starting iterative with newton 6.99953470853287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.9720662305604"
[1] "Starting iterative with newton 6.9720662305604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4556571588529"
[1] "Starting iterative with newton 3.4556571588529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70247096705728"
[1] "Starting iterative with newton 2.70247096705728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.84290710434927"
[1] "Starting iterative with newton 2.84290710434927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37581409244227"
[1] "Starting iterative with newton 1.37581409244227"
[1] "Starting newton at: 1.59386279759602"
[1] "Newton iter: 1, lambda:1.39218737033802, diff to last: 0.202"
[1] "Newton iter: 2, lambda:1.36313306017807, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.36231745817487, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3623167993537, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36231679935327, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36231679935327"
[1] "Starting iterative with newton 1.36231679935327"
[1] "Starting newton at: 1.58179053393662"
[1] "Newton iter: 1, lambda:1.38110669520773, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.35148609961861, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.35061956256904, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35061880269899, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35061880269841, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35061880269841"
[1] "Starting iterative with newton 1.35061880269841"
[1] "Starting newton at: 1.57017003288888"
[1] "Newton iter: 1, lambda:1.36912081886515, diff to last: 0.201"
[1] "Newton iter: 2, lambda:1.33852828206632, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.33758143863703, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33758050949773, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33758050949683, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33758050949683"
[1] "Starting iterative with newton 1.33758050949683"
[1] "Starting newton at: 1.55328617346452"
[1] "Newton iter: 1, lambda:1.35374264929664, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.32238395188391, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.321358594486, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32135747226058, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32135747225924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32135747225924"
[1] "Starting iterative with newton 1.32135747225924"
[1] "Starting newton at: 1.53911185183854"
[1] "Newton iter: 1, lambda:1.33559220261387, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.30175829398924, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.30051942659869, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30051772576847, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30051772576527, diff to last: 0"
[1] "Final threshold is: 0.0055391560931793"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.005539156093179296}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546962368641499. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004259193076295736
0.004259193076295736
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171787399194992, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171832253909511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.017183225391257, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0171832253909511"
[1] "Starting iterative with newton 0.0171832253909511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000254611184043538, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000254611256906872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000254611184043538"
[1] "Starting iterative with newton 0.000254611184043538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000242804304092475, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000242804367954142, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000242804367954142"
[1] "Starting iterative with newton 0.000242804367954142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000242796239430513, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000242796303286288, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.03411633390716e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124686102599073, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012469581931547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124695819315529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.012469581931547"
[1] "Starting iterative with newton 0.012469581931547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324062707106974, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00324068994126762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324068994126764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00324068994126762"
[1] "Starting iterative with newton 0.00324068994126762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00319176719132365, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00319182775439626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00319182775439628, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00319182775439626"
[1] "Starting iterative with newton 0.00319182775439626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00319150975060177, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00319157030164287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00319157030164289, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00319157030164287"
[1] "Starting iterative with newton 0.00319157030164287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00319150839419253, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00319156894517024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00319156894517026, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.35935083537896e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0274255653212794, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.027438917534364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0274389175375283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0274389175375283"
[1] "Starting iterative with newton 0.0274389175375283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127704965056944, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127721287149001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127721287149268, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0127721287149001"
[1] "Starting iterative with newton 0.0127721287149001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126676264053004, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.01266922572951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126692257295355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.01266922572951"
[1] "Starting iterative with newton 0.01266922572951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126669005230368, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126684996176171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126684996176426, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0126684996176171"
[1] "Starting iterative with newton 0.0126684996176171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126668954008076, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126684944937676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126684944937931, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.39575640349457e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644143273726963, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0645798579834993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0645798590755311, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0645798579834993"
[1] "Starting iterative with newton 0.0645798579834993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016573018168766, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165778125845369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165778125849382, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0165778125845369"
[1] "Starting iterative with newton 0.0165778125845369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158898807969888, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158941951954014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158941951957194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0158941951954014"
[1] "Starting iterative with newton 0.0158941951954014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158801880596929, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158844958728791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158844958731961, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0158844958731961"
[1] "Starting iterative with newton 0.0158844958731961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158800505448974, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158843582647011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158843582650181, diff to last: 0"
[1] "Final threshold is: 6.7654548742416e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380984087679012, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0381318084545636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381318084802264, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0381318084545636"
[1] "Starting iterative with newton 0.0381318084545636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00845575000806718, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00845644783660522, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00845644783660997, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00845644783660522"
[1] "Starting iterative with newton 0.00845644783660522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822320806304616, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822385676868817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822385676869221, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00822385676868817"
[1] "Starting iterative with newton 0.00822385676868817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822139480239439, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822204313399067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822204313399471, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00822204313399471"
[1] "Starting iterative with newton 0.00822204313399471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00822138066403085, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00822202899271116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00822202899271519, diff to last: 0"
[1] "Final threshold is: 3.50192089588582e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.138067299428069"
[1] "Newton iter: 1, lambda:0.135742360542989, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.135742793778368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135742793778383, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.135742793778368"
[1] "Starting iterative with newton 0.135742793778368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0292000235000046, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0292284837886032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0292284838156452, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0292284837886032"
[1] "Starting iterative with newton 0.0292284837886032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0265638712187523, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0265858297838695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026585829798877, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0265858297838695"
[1] "Starting iterative with newton 0.0265858297838695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0264997334580153, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0265215478191401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0265215478339252, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0265215478191401"
[1] "Starting iterative with newton 0.0265215478191401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0264981741059978, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0265199849691411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0265199849839208, diff to last: 0"
[1] "Final threshold is: 0.000112953736426982"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.271936023196852"
[1] "Newton iter: 1, lambda:0.150833923126572, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.152179005835986, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152179173656649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152179173656652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152179173656652"
[1] "Starting iterative with newton 0.152179173656652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043671325453264, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437496586239173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437496588759066, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0437496588759066"
[1] "Starting iterative with newton 0.0437496588759066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401698231629342, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402338031010445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402338032633337, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0402338031010445"
[1] "Starting iterative with newton 0.0402338031010445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400558635753079, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401194057241887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0401194058840753, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0401194057241887"
[1] "Starting iterative with newton 0.0401194057241887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400521553593518, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401156832929992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0401156834528081, diff to last: 0"
[1] "Final threshold is: 0.000170860440532415"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139911768689113, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.14158005070879, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141580286607743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141580286607748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141580286607743"
[1] "Starting iterative with newton 0.141580286607743"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0395234387540527, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039581251407883, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0395812515315766, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0395812515315766"
[1] "Starting iterative with newton 0.0395812515315766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366908409144013, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367387761747074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036738776256525, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.036738776256525"
[1] "Starting iterative with newton 0.036738776256525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366117565158656, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.03665943323059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366594333114391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.03665943323059"
[1] "Starting iterative with newton 0.03665943323059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366095489191699, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366572184298077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366572185106299, diff to last: 0"
[1] "Final threshold is: 0.000156130170932498"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.410639920863803"
[1] "Newton iter: 1, lambda:0.254084590828795, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.257951214375966, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.257953626576968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257953626577906, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.257953626576968"
[1] "Starting iterative with newton 0.257953626576968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0801417595112285, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0806013786437355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0806013937583246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0806013937583246, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0806013937583246"
[1] "Starting iterative with newton 0.0806013937583246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714180128579247, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0717594943378666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0717595021445698, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0717595021445698"
[1] "Starting iterative with newton 0.0717595021445698"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0709799012489001, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0713160701001959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0713160776404462, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0713160776404462"
[1] "Starting iterative with newton 0.0713160776404462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0709579211892519, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0712938249986699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0712938325257628, diff to last: 0"
[1] "Final threshold is: 0.000303654197876317"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.364380907550159"
[1] "Newton iter: 1, lambda:0.351391586121331, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.35142726188249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.351427262152213, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.35142726188249"
[1] "Starting iterative with newton 0.35142726188249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113415476313808, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114681007085855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11468116453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114681164530002, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.11468116453"
[1] "Starting iterative with newton 0.11468116453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0981448831657558, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0990173493058945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0990174182285028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0990174182285032, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0990174182285032"
[1] "Starting iterative with newton 0.0990174182285032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0971213393227882, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0979708933820276, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0979709583659196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0979709583659199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0979709583659199"
[1] "Starting iterative with newton 0.0979709583659199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0970528791083799, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0979009154169098, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097900980144462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0979009801444624, diff to last: 0"
[1] "Final threshold is: 0.000416979176793859"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.37377228225513"
[1] "Newton iter: 1, lambda:0.347769672157421, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.347911379012943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347911383240124, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347911383240124"
[1] "Starting iterative with newton 0.347911383240124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111044678456204, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112246687278377, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112246828011265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112246828011267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112246828011265"
[1] "Starting iterative with newton 0.112246828011265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955002686247341, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0963196352430339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963196955383853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963196955383857, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0963196955383853"
[1] "Starting iterative with newton 0.0963196955383853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0944397337870985, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0952364115366198, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09523646821372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0952364682137203, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0952364682137203"
[1] "Starting iterative with newton 0.0952364682137203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0943675441514607, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0951626926914635, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0951627491291609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0951627491291612, diff to last: 0"
[1] "Final threshold is: 0.000405316522212191"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.4556571588529"
[1] "Starting iterative with newton 3.4556571588529"
[1] "Starting newton at: 0.6345215826354"
[1] "Newton iter: 1, lambda:0.566064798821054, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.56765022953797, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.567651098281997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567651098282257, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567651098282257"
[1] "Starting iterative with newton 0.567651098282257"
[1] "Starting newton at: 0.317470554596644"
[1] "Newton iter: 1, lambda:0.25058984880694, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.251490313893051, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251490477967578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251490477967583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.251490477967578"
[1] "Starting iterative with newton 0.251490477967578"
[1] "Starting newton at: 0.313254567287511"
[1] "Newton iter: 1, lambda:0.208520570961441, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.210526009387284, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.210526749033648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210526749033748, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210526749033648"
[1] "Starting iterative with newton 0.210526749033648"
[1] "Starting newton at: 0.295282872491622"
[1] "Newton iter: 1, lambda:0.203596471444037, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.205114949325828, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.205115367799461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205115367799493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205115367799461"
[1] "Starting iterative with newton 0.205115367799461"
[1] "Starting newton at: 0.294733424878172"
[1] "Newton iter: 1, lambda:0.20287643372747, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.204397927891623, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.204398347289635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204398347289667, diff to last: 0"
[1] "Final threshold is: 0.000870572025582304"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.70247096705728"
[1] "Starting iterative with newton 2.70247096705728"
[1] "Starting newton at: 0.646808432187221"
[1] "Newton iter: 1, lambda:0.607207188498287, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.607806084352546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607806223063351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607806223063359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607806223063351"
[1] "Starting iterative with newton 0.607806223063351"
[1] "Starting newton at: 0.287695491395866"
[1] "Newton iter: 1, lambda:0.31830563314273, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.318542004560828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318542018616078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318542018616078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318542018616078"
[1] "Starting iterative with newton 0.318542018616078"
[1] "Starting newton at: 0.292048458549858"
[1] "Newton iter: 1, lambda:0.272922330349456, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.273006842713089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27300684436551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.273006842713089"
[1] "Starting iterative with newton 0.273006842713089"
[1] "Starting newton at: 0.292653467330893"
[1] "Newton iter: 1, lambda:0.265497804498602, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.265665715377393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265665721809494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.265665721809494"
[1] "Starting iterative with newton 0.265665721809494"
[1] "Starting newton at: 0.291562241275677"
[1] "Newton iter: 1, lambda:0.26430887819537, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.264477615889261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264477622370052, diff to last: 0"
[1] "Final threshold is: 0.00112646125803368"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.84290710434927"
[1] "Starting iterative with newton 2.84290710434927"
[1] "Starting newton at: 0.600622368578456"
[1] "Newton iter: 1, lambda:0.595447008310079, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.595456913421507, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595456913457847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595456913421507"
[1] "Starting iterative with newton 0.595456913421507"
[1] "Starting newton at: 0.313773222906432"
[1] "Newton iter: 1, lambda:0.302964289531419, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.302992407947041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302992408137521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.302992407947041"
[1] "Starting iterative with newton 0.302992407947041"
[1] "Starting newton at: 0.310768205099961"
[1] "Newton iter: 1, lambda:0.257425813216829, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.258053359528105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.258053446725471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258053446725473, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.258053446725473"
[1] "Starting iterative with newton 0.258053446725473"
[1] "Starting newton at: 0.30664416200498"
[1] "Newton iter: 1, lambda:0.2503119192495, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.251002106039967, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251002210055065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251002210055067, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.251002210055065"
[1] "Starting iterative with newton 0.251002210055065"
[1] "Starting newton at: 0.306914783795031"
[1] "Newton iter: 1, lambda:0.249168649003241, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.249892263858607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249892377940974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249892377940977, diff to last: 0"
[1] "Final threshold is: 0.00106433988594529"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00425919307629574"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.37581409244227"
[1] "Starting iterative with newton 1.37581409244227"
[1] "Starting newton at: 0.637187822031828"
[1] "Newton iter: 1, lambda:0.746342301035784, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.752668531750031, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.752689056279585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.752689056495098, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.752689056279585"
[1] "Starting iterative with newton 0.752689056279585"
[1] "Starting newton at: 0.616236067153623"
[1] "Newton iter: 1, lambda:0.605773351902528, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.605822711031006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.605822712132849, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605822711031006"
[1] "Starting iterative with newton 0.605822711031006"
[1] "Starting newton at: 0.63539470104308"
[1] "Newton iter: 1, lambda:0.564931922678924, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.567059953717165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.567061934358756, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567061934360471, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.567061934358756"
[1] "Starting iterative with newton 0.567061934358756"
[1] "Starting newton at: 0.635324853692822"
[1] "Newton iter: 1, lambda:0.553740470843984, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.55655869216151, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.556562133948316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556562133953446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556562133948316"
[1] "Starting iterative with newton 0.556562133948316"
[1] "Starting newton at: 0.63635509682509"
[1] "Newton iter: 1, lambda:0.550591542626875, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.55369446607373, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.553698627890127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553698627897608, diff to last: 0"
[1] "Final threshold is: 0.00235830936226408"
threshold is:
[{'ad': 1.0341163339071558e-06, 'da': 1.3593508353789582e-05, 'dd': 5.395756403494575e-05}, {'ad': 6.765454874241595e-05, 'da': 3.501920895885817e-05, 'dd': 0.00011295373642698245}, {'ad': 0.0001708604405324147, 'da': 0.00015613017093249755, 'dd': 0.0003036541978763168}, {'ad': 0.00041697917679385895, 'da': 0.0004053165222121915, 'dd': 0.0008705720255823043}, {'ad': 0.0011264612580336843, 'da': 0.0010643398859452875, 'dd': 0.0023583093622640766}]
Number of points in noise estimation: 128
Estimated noise: 0.008687838258619487
0.008687838258619487
threshold is:
[{'ad': 0.011960183133373548, 'da': 0.007044712962881276, 'dd': 0.0017394759338624777}, {'ad': 0.0008669534679544011, 'da': 0.0011040801030630272, 'dd': 0.0005333479254817919}, {'ad': 0.0008351347019470157, 'da': 0.0005709870867230404, 'dd': 0.001016296684991147}, {'ad': 0.0016866449519578053, 'da': 0.0014752409905620417, 'dd': 0.004266499283015167}, {'ad': 0.004350030700217777, 'da': 0.004215446053992327, 'dd': 0.007806245771426863}]
['stjerten256', 0.025, 2, 0.00010689181845861377, 8.829770665909723e-05, 9.021914517029244e-05, 0.0004185483727516889, 8.718066627562448e-05, 0.00010897989242724793, 9.80564207229011e-05, 0.00010666263036229561, 39.710555345878134, 40.540505761306235, 40.44701292174949, 33.78254342198535, 40.595798162231134, 39.62653625118602, 40.085239635134954, 39.71987710567405]
stjerten256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.008759388289866993
0.008759388289866993
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397421907343828, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.03978045693115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397804569666169, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.03978045693115"
[1] "Starting iterative with newton 0.03978045693115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0190674383365877, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0190743271144942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0190743271153933, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0190743271144942"
[1] "Starting iterative with newton 0.0190743271144942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187111963428503, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187178016720035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187178016728266, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0187178016720035"
[1] "Starting iterative with newton 0.0187178016720035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018705062835889, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187116633338982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187116633347201, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0187116633347201"
[1] "Starting iterative with newton 0.0187116633347201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0187049572349569, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187115576498027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187115576506245, diff to last: 0"
[1] "Final threshold is: 0.000163901798962853"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02422194847004, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.024232272228803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242322722306783, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0242322722306783"
[1] "Starting iterative with newton 0.0242322722306783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0105445095569987, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010545314136177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0105453141361817, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0105453141361817"
[1] "Starting iterative with newton 0.0105453141361817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0104585674478242, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104593611614833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104593611614879, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0104593611614879"
[1] "Starting iterative with newton 0.0104593611614879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.010458023904664, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104588175496126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104588175496171, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0104588175496171"
[1] "Starting iterative with newton 0.0104588175496171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0104580204668602, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104588141113743, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104588141113788, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.16128138531073e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0540317543802857, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541707450840692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541707460030582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0541707460030582"
[1] "Starting iterative with newton 0.0541707460030582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239518918324761, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239594391245961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0239594391253453, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0239594391245961"
[1] "Starting iterative with newton 0.0239594391245961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237757892735329, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237832558800703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237832558808066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0237832558808066"
[1] "Starting iterative with newton 0.0237832558808066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237747052612436, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237821713760886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237821713768248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0237821713768248"
[1] "Starting iterative with newton 0.0237821713768248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237746985865237, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237821646983413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237821646990775, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000208317214966339"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169802216109671"
[1] "Newton iter: 1, lambda:0.12338140483959, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.1235299998379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12353000136582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.12353000136582"
[1] "Starting iterative with newton 0.12353000136582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0387924841166726, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0388459289326866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0388459290341346, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0388459289326866"
[1] "Starting iterative with newton 0.0388459289326866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367516952577665, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367979434054592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367979434786999, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0367979434786999"
[1] "Starting iterative with newton 0.0367979434786999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367021109486676, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.036748193746147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367481938188009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.036748193746147"
[1] "Starting iterative with newton 0.036748193746147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367009063378729, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367469851237055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367469851963451, diff to last: 0"
[1] "Final threshold is: 0.000321881111180502"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.095853294417508, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964864910322424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964865186183458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964865186183459, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0964865186183458"
[1] "Starting iterative with newton 0.0964865186183458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138847176923892, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138881152733366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.01388811527354, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.01388811527354"
[1] "Starting iterative with newton 0.01388811527354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127456549632254, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127483576440594, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012748357644181, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0127483576440594"
[1] "Starting iterative with newton 0.0127483576440594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127303033774028, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127329973706588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127329973707794, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0127329973707794"
[1] "Starting iterative with newton 0.0127329973707794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012730096556253, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127327904325877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127327904327083, diff to last: 0"
[1] "Final threshold is: 0.000111531455413596"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.265736815524177"
[1] "Newton iter: 1, lambda:0.217451494386197, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.217743719157395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.217743729920307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.217743729920307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.217743729920307"
[1] "Starting iterative with newton 0.217743729920307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0861949692680615, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0868219872050491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0868220203595955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0868220203595955, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0868220203595955"
[1] "Starting iterative with newton 0.0868220203595955"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.078181076434571, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786713848840638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786714041618733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0786714041618733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0786714041618733"
[1] "Starting iterative with newton 0.0786714041618733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776888526587612, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781713654273409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781713840341497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781713840341497, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0781713840341497"
[1] "Starting iterative with newton 0.0781713840341497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776586746588988, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781407118134111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078140730379699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781407303796991, diff to last: 0"
[1] "Final threshold is: 0.00068446499864959"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.374699222346824"
[1] "Newton iter: 1, lambda:0.287722467936257, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.289011903463147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.28901219078209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289012190782104, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.289012190782104"
[1] "Starting iterative with newton 0.289012190782104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103663836190564, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104643539173175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104643626569432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104643626569432, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.104643626569432"
[1] "Starting iterative with newton 0.104643626569432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913981775540884, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921200925892646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0921201375942481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921201375942483, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0921201375942483"
[1] "Starting iterative with newton 0.0921201375942483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0905548744492523, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.091260787292915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0912608301596361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0912608301596363, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0912608301596361"
[1] "Starting iterative with newton 0.0912608301596361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0904969736829008, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0912017956974878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0912018384204988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0912018384204989, diff to last: 0"
[1] "Final threshold is: 0.000798872315474859"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.380615709293017"
[1] "Newton iter: 1, lambda:0.26422103061499, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.266455208162137, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.266456045280965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266456045281082, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.266456045280965"
[1] "Starting iterative with newton 0.266456045280965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864297588515201, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870131844436777, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870132110106517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870132110106517, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870132110106517"
[1] "Starting iterative with newton 0.0870132110106517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0764577308947474, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0768870695268587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.076887083060681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.076887083060681, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.076887083060681"
[1] "Starting iterative with newton 0.076887083060681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758925042064377, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0763139721402898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0763139851349978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0763139851349978, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0763139851349978"
[1] "Starting iterative with newton 0.0763139851349978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758605001689493, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0762815251997671, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0762815381644957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0762815381644958, diff to last: 0"
[1] "Final threshold is: 0.000668179612131126"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.552418270222767"
[1] "Newton iter: 1, lambda:0.482375536316328, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.483781829282963, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483782406917442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48378240691754, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.483782406917442"
[1] "Starting iterative with newton 0.483782406917442"
[1] "Starting newton at: 0.291607805342335"
[1] "Newton iter: 1, lambda:0.187152855352139, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.188856136457821, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188856591522419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188856591522452, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188856591522452"
[1] "Starting iterative with newton 0.188856591522452"
[1] "Starting newton at: 0.296696413935414"
[1] "Newton iter: 1, lambda:0.15604008206595, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.158837023875371, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.158838134669872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158838134670047, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.158838134670047"
[1] "Starting iterative with newton 0.158838134670047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152457572591815, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155726316613462, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155727817972633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15572781797295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155727817972633"
[1] "Starting iterative with newton 0.155727817972633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152151414794059, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155403466452823, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155404950899454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155404950899763, diff to last: 0"
[1] "Final threshold is: 0.00136125230709603"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.39271250434817"
[1] "Starting iterative with newton 3.39271250434817"
[1] "Starting newton at: 0.56447367785209"
[1] "Newton iter: 1, lambda:0.582926716186867, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.583048976699647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583048982037483, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.583048982037483"
[1] "Starting iterative with newton 0.583048982037483"
[1] "Starting newton at: 0.359218418845488"
[1] "Newton iter: 1, lambda:0.253310775624705, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.255599418855501, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.2556004970079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25560049700814, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.2556004970079"
[1] "Starting iterative with newton 0.2556004970079"
[1] "Starting newton at: 0.326658213732295"
[1] "Newton iter: 1, lambda:0.211018496123548, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.213485573183081, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213486703359315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213486703359552, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213486703359315"
[1] "Starting iterative with newton 0.213486703359315"
[1] "Starting newton at: 0.311083499718974"
[1] "Newton iter: 1, lambda:0.205990610612409, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.208001770456264, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.208002510966106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208002510966207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.208002510966106"
[1] "Starting iterative with newton 0.208002510966106"
[1] "Starting newton at: 0.309428835881136"
[1] "Newton iter: 1, lambda:0.205315751734842, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.207286139973341, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207286849445247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207286849445339, diff to last: 0"
[1] "Final threshold is: 0.00181570600167492"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.41692627257258"
[1] "Starting iterative with newton 3.41692627257258"
[1] "Starting newton at: 0.619930245301216"
[1] "Newton iter: 1, lambda:0.564118479772221, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.565168030368744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.565168407988401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565168407988449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565168407988401"
[1] "Starting iterative with newton 0.565168407988401"
[1] "Starting newton at: 0.315095272923498"
[1] "Newton iter: 1, lambda:0.249452782373669, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.250318049525201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.250318200589462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250318200589467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250318200589467"
[1] "Starting iterative with newton 0.250318200589467"
[1] "Starting newton at: 0.304032385040393"
[1] "Newton iter: 1, lambda:0.208659662569871, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.210314178528353, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.210314678927258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210314678927304, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210314678927258"
[1] "Starting iterative with newton 0.210314678927258"
[1] "Starting newton at: 0.311849374789249"
[1] "Newton iter: 1, lambda:0.2030039408502, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.20512951264467, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.205130327715944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205130327716064, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.205130327715944"
[1] "Starting iterative with newton 0.205130327715944"
[1] "Starting newton at: 0.312295337579224"
[1] "Newton iter: 1, lambda:0.202288377016134, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.20445575459663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.204456600586574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204456600586703, diff to last: 0"
[1] "Final threshold is: 0.00179091475296518"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.67562434161078"
[1] "Starting iterative with newton 1.67562434161078"
[1] "Starting newton at: 0.74152958232283"
[1] "Newton iter: 1, lambda:0.690952996499915, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.692112840887432, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.692113462491345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692113462491523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.692113462491345"
[1] "Starting iterative with newton 0.692113462491345"
[1] "Starting newton at: 0.463765943304264"
[1] "Newton iter: 1, lambda:0.496323495512695, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.496725806481373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.496725867529681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.496725867529683, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.496725867529681"
[1] "Starting iterative with newton 0.496725867529681"
[1] "Starting newton at: 0.463926255500807"
[1] "Newton iter: 1, lambda:0.453034913735857, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.45307738337306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.453077384020077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.45307738337306"
[1] "Starting iterative with newton 0.45307738337306"
[1] "Starting newton at: 0.456304707509676"
[1] "Newton iter: 1, lambda:0.443020096656218, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.44308252090201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.443082522283523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.44308252090201"
[1] "Starting iterative with newton 0.44308252090201"
[1] "Starting newton at: 0.458747700107148"
[1] "Newton iter: 1, lambda:0.440665526220142, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.440780769993763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.440780774689494, diff to last: 0"
[1] "Final threshold is: 0.00386096991508193"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.31080356986681"
[1] "Starting iterative with newton 1.31080356986681"
[1] "Starting newton at: 0.657486563490499"
[1] "Newton iter: 1, lambda:0.766997788816706, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.773707788062018, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.773732102709291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.773732103027716, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773732102709291"
[1] "Starting iterative with newton 0.773732102709291"
[1] "Starting newton at: 0.637087227393667"
[1] "Newton iter: 1, lambda:0.63711759495735, diff to last: 0"
[1] "Newton iter: 2, lambda:0.637117595398854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.63711759495735"
[1] "Starting iterative with newton 0.63711759495735"
[1] "Starting newton at: 0.650444082264327"
[1] "Newton iter: 1, lambda:0.59873589813098, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.599953886053736, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.599954572203937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599954572204155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.599954572203937"
[1] "Starting iterative with newton 0.599954572203937"
[1] "Starting newton at: 0.65204336767048"
[1] "Newton iter: 1, lambda:0.587817170596656, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.589671513549479, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.589673088628098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589673088629234, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.589673088628098"
[1] "Starting iterative with newton 0.589673088628098"
[1] "Starting newton at: 0.650016889912143"
[1] "Newton iter: 1, lambda:0.584914131879508, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.58681394235404, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586815591083277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586815591084518, diff to last: 0"
[1] "Final threshold is: 0.00514014561684623"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38309178857371"
[1] "Starting iterative with newton 1.38309178857371"
[1] "Starting newton at: 0.659967224884717"
[1] "Newton iter: 1, lambda:0.741995873388127, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.745500644704647, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.745506871590608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745506871610237, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745506871610237"
[1] "Starting iterative with newton 0.745506871610237"
[1] "Starting newton at: 0.660058490753953"
[1] "Newton iter: 1, lambda:0.596843152274251, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.598590644023799, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.598592005509971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598592005510797, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.598592005509971"
[1] "Starting iterative with newton 0.598592005509971"
[1] "Starting newton at: 0.661577164403048"
[1] "Newton iter: 1, lambda:0.556589259618092, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.561194859238571, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.561204001812539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561204001848526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.561204001812539"
[1] "Starting iterative with newton 0.561204001812539"
[1] "Starting newton at: 0.661659849822768"
[1] "Newton iter: 1, lambda:0.54592316750148, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.551454437967841, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.551467506891542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551467506964402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.551467506891542"
[1] "Starting iterative with newton 0.551467506891542"
[1] "Starting newton at: 0.66340190656486"
[1] "Newton iter: 1, lambda:0.542931018786034, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.54890192968795, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.548917123291233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548917123389472, diff to last: 0"
[1] "Final threshold is: 0.0048081782218647"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.11596390759475"
[1] "Newton iter: 1, lambda:1.017678020124, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.02458316538935, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.02461960231484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02461960332541, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02461960332541"
[1] "Starting iterative with newton 1.02461960332541"
[1] "Starting newton at: 1.24762177781776"
[1] "Newton iter: 1, lambda:1.1530126925333, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.15991913074402, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.15995876213398, diff to last: 0"
[1] "Newton iter: 4, lambda:1.159958763433, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15995876213398"
[1] "Starting iterative with newton 1.15995876213398"
[1] "Starting newton at: 1.29319648159735"
[1] "Newton iter: 1, lambda:1.20255229339531, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.2090875791599, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.20912416468368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20912416582501, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20912416582501"
[1] "Starting iterative with newton 1.20912416582501"
[1] "Starting newton at: 1.30376527811591"
[1] "Newton iter: 1, lambda:1.22112130411208, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.22664355329335, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.22666994544592, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22666994604637, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22666994544592"
[1] "Starting iterative with newton 1.22666994544592"
[1] "Starting newton at: 1.30250063723054"
[1] "Newton iter: 1, lambda:1.22839160677112, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.23287914333336, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.23289662687183, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23289662713636, diff to last: 0"
[1] "Final threshold is: 0.0107994202783547"
threshold is:
[{'ad': 0.00016390179896285257, 'da': 9.16128138531073e-05, 'dd': 0.00020831721496633934}, {'ad': 0.00032188111118050213, 'da': 0.0001115314554135957, 'dd': 0.0006844649986495898}, {'ad': 0.0007988723154748585, 'da': 0.0006681796121311261, 'dd': 0.0013612523070960314}, {'ad': 0.0018157060016749241, 'da': 0.001790914752965177, 'dd': 0.0038609699150819253}, {'ad': 0.00514014561684623, 'da': 0.004808178221864701, 'dd': 0.010799420278354725}]
Number of points in noise estimation: 128
Estimated noise: 0.008759388289866993
0.008759388289866993
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.4440154268789"
[1] "Starting iterative with newton 60.4440154268789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.2600272335568"
[1] "Starting iterative with newton 51.2600272335568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.2724006696265"
[1] "Starting iterative with newton 46.2724006696265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.7031792856839"
[1] "Starting iterative with newton 24.7031792856839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.677484268322"
[1] "Starting iterative with newton 23.677484268322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.3990603536651"
[1] "Starting iterative with newton 14.3990603536651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.66730980299048"
[1] "Starting iterative with newton 8.66730980299048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.9721962431841"
[1] "Starting iterative with newton 8.9721962431841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.39863431822302"
[1] "Starting iterative with newton 4.39863431822302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39271250434817"
[1] "Starting iterative with newton 3.39271250434817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.41692627257258"
[1] "Starting iterative with newton 3.41692627257258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.67562434161078"
[1] "Starting iterative with newton 1.67562434161078"
[1] "Starting newton at: 1.9666032911058"
[1] "Newton iter: 1, lambda:1.5559580413746, diff to last: 0.411"
[1] "Newton iter: 2, lambda:1.50528293714306, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.50333295080867, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50332989246861, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50332989246107, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50332989246861"
[1] "Starting iterative with newton 1.50332989246861"
[1] "Starting newton at: 1.79254443417678"
[1] "Newton iter: 1, lambda:1.43633777996306, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.37189496030354, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.36788121664058, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36786476256091, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36786476228369, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36786476228369"
[1] "Starting iterative with newton 1.36786476228369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31080356986681"
[1] "Starting iterative with newton 1.31080356986681"
[1] "Starting newton at: 1.53441790962496"
[1] "Newton iter: 1, lambda:1.34304990506187, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.31313339318713, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31218280032901, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31218181962802, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31218181962698, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31218181962698"
[1] "Starting iterative with newton 1.31218181962698"
[1] "Starting newton at: 1.53631601938575"
[1] "Newton iter: 1, lambda:1.34432766326196, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.31434005688264, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3133871872285, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31338620398297, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31338620398192, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31338620398192"
[1] "Starting iterative with newton 1.31338620398192"
[1] "Starting newton at: 1.53778204844734"
[1] "Newton iter: 1, lambda:1.34569313173487, diff to last: 0.192"
[1] "Newton iter: 2, lambda:1.31577729144596, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31483152118295, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31483055507427, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31483055507327, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31483055507327"
[1] "Starting iterative with newton 1.31483055507327"
[1] "Starting newton at: 1.54124007392935"
[1] "Newton iter: 1, lambda:1.34799494588519, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.31794369130898, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31699337912426, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31699240755277, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31699240755175, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.31699240755277"
[1] "Starting iterative with newton 1.31699240755277"
[1] "Starting newton at: 1.54257026146364"
[1] "Newton iter: 1, lambda:1.34932831544839, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.31937425018304, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.31843258137148, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31843162988929, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31843162988832, diff to last: 0"
[1] "Final threshold is: 0.011548654579834"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38309178857371"
[1] "Starting iterative with newton 1.38309178857371"
[1] "Starting newton at: 1.61101269290516"
[1] "Newton iter: 1, lambda:1.40326574204793, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.37343616936428, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.37259186167959, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37259116741236, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37259116741189, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37259116741236"
[1] "Starting iterative with newton 1.37259116741236"
[1] "Starting newton at: 1.59896272797699"
[1] "Newton iter: 1, lambda:1.39211403317102, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.36165859765622, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.36075873462899, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36075792860715, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3607579286065, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36075792860715"
[1] "Starting iterative with newton 1.36075792860715"
[1] "Starting newton at: 1.58169239803272"
[1] "Newton iter: 1, lambda:1.3774606781101, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.34653646118383, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.345581729548, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34558079667352, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34558079667263, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34558079667352"
[1] "Starting iterative with newton 1.34558079667352"
[1] "Starting newton at: 1.56893336666197"
[1] "Newton iter: 1, lambda:1.36447783118708, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.33250717848786, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.33145994138362, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33145878980909, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3314587898077, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3314587898077"
[1] "Starting iterative with newton 1.3314587898077"
[1] "Starting newton at: 1.55827443908242"
[1] "Newton iter: 1, lambda:1.35239930558531, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.31910995963919, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31794647496167, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31794501843911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31794501843682, diff to last: 0"
[1] "Final threshold is: 0.011544392161184"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00875938828986699"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.51731028555689"
[1] "Newton iter: 1, lambda:1.67302970630308, diff to last: 0.156"
[1] "Newton iter: 2, lambda:1.65795311221736, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.65784104605026, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65784103967254, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65784104605026"
[1] "Starting iterative with newton 1.65784104605026"
[1] "Starting newton at: 2.16933815607954"
[1] "Newton iter: 1, lambda:2.14030344135541, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.14044625974919, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14044626272148, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14044625974919"
[1] "Starting iterative with newton 2.14044625974919"
[1] "Starting newton at: 2.32033059035594"
[1] "Newton iter: 1, lambda:2.32740414870319, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.32741653227864, diff to last: 0"
[1] "Newton iter: 3, lambda:2.3274165323173, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32741653227864"
[1] "Starting iterative with newton 2.32741653227864"
[1] "Starting newton at: 2.48514701054702"
[1] "Newton iter: 1, lambda:2.39063583328544, diff to last: 0.095"
[1] "Newton iter: 2, lambda:2.39353467070845, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.3935370022808, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39353700228232, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.3935370022808"
[1] "Starting iterative with newton 2.3935370022808"
[1] "Starting newton at: 2.53356571927162"
[1] "Newton iter: 1, lambda:2.41215575058088, diff to last: 0.121"
[1] "Newton iter: 2, lambda:2.41717181983521, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41717899653602, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41717899655085, diff to last: 0"
[1] "Final threshold is: 0.0211730093968999"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.011548654579833971, 'da': 0.011544392161184032, 'dd': 0.021173009396899926}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.544799288892814. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004201966883703191
0.004201966883703191
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 126.001136033737"
[1] "Starting iterative with newton 126.001136033737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.856263915191"
[1] "Starting iterative with newton 106.856263915191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 96.4590954158958"
[1] "Starting iterative with newton 96.4590954158958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.4960601419126"
[1] "Starting iterative with newton 51.4960601419126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.3579040895887"
[1] "Starting iterative with newton 49.3579040895887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.0161719827326"
[1] "Starting iterative with newton 30.0161719827326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.0678082655558"
[1] "Starting iterative with newton 18.0678082655558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7033722259308"
[1] "Starting iterative with newton 18.7033722259308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.16935973195818"
[1] "Starting iterative with newton 9.16935973195818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.07242274962484"
[1] "Starting iterative with newton 7.07242274962484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.12289858718107"
[1] "Starting iterative with newton 7.12289858718107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49299379132334"
[1] "Starting iterative with newton 3.49299379132334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73249117805714"
[1] "Starting iterative with newton 2.73249117805714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.88318265039889"
[1] "Starting iterative with newton 2.88318265039889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.40603621661484"
[1] "Starting iterative with newton 1.40603621661484"
[1] "Starting newton at: 1.63370030421123"
[1] "Newton iter: 1, lambda:1.39800888068514, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.36116986084616, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.35985713139335, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35985541049838, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35985541049542, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35985541049838"
[1] "Starting iterative with newton 1.35985541049838"
[1] "Starting newton at: 1.59193935998191"
[1] "Newton iter: 1, lambda:1.3569043191814, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.31620068063183, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.31445904150585, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.31445575292835, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31445575291661, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.31445575291661"
[1] "Starting iterative with newton 1.31445575291661"
[1] "Starting newton at: 1.5450193418251"
[1] "Newton iter: 1, lambda:1.30927149525986, diff to last: 0.236"
[1] "Newton iter: 2, lambda:1.26333992696452, diff to last: 0.046"
[1] "Newton iter: 3, lambda:1.26089795431271, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26089084510766, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26089084504734, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26089084504734"
[1] "Starting iterative with newton 1.26089084504734"
[1] "Starting newton at: 1.49949305052014"
[1] "Newton iter: 1, lambda:1.26121807975872, diff to last: 0.238"
[1] "Newton iter: 2, lambda:1.20892019828891, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.20542884667979, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20541284192458, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20541284158791, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20541284158791"
[1] "Starting iterative with newton 1.20541284158791"
[1] "Starting newton at: 1.44385797210642"
[1] "Newton iter: 1, lambda:1.19894161137491, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.13603676346209, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.13028555523818, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.13023615999799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13023615635246, diff to last: 0"
[1] "Final threshold is: 0.00474921489975701"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.004749214899757014}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.544799288892814. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004201966883703191
0.004201966883703191
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0301453611026998, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0301632090124056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03016320901866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0301632090124056"
[1] "Starting iterative with newton 0.0301632090124056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.006226954450593, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00622733777092238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00622733777092383, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00622733777092383"
[1] "Starting iterative with newton 0.00622733777092383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00601572666289532, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00601607859506612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00601607859506732, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00601607859506612"
[1] "Starting iterative with newton 0.00601607859506612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00601388118932959, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00601423285388831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00601423285388951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00601423285388831"
[1] "Starting iterative with newton 0.00601423285388831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00601386506714982, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00601421672937116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00601421672937236, diff to last: 0"
[1] "Final threshold is: 2.52715395282313e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124676018690031, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124685720005889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124685720005948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124685720005889"
[1] "Starting iterative with newton 0.0124685720005889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00567793249512778, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00567816800743001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00567816800743042, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00567816800743001"
[1] "Starting iterative with newton 0.00567816800743001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00562965224284653, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00562988332186665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00562988332186704, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00562988332186665"
[1] "Starting iterative with newton 0.00562988332186665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00562930948003881, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00562954052771466, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00562954052771505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00562954052771466"
[1] "Starting iterative with newton 0.00562954052771466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00562930704664305, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00562953809409639, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00562953809409678, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.36551326419386e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249340432198736, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249417995475016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024941799548252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249417995475016"
[1] "Starting iterative with newton 0.0249417995475016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0202428438830199, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202485482077736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202485482082265, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0202485482077736"
[1] "Starting iterative with newton 0.0202485482077736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201953148238746, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202009956312811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202009956317305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0202009956312811"
[1] "Starting iterative with newton 0.0202009956312811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201948318353108, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202005124037114, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202005124041608, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0202005124041608"
[1] "Starting iterative with newton 0.0202005124041608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201948269270574, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202005074930291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202005074934785, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.48818635197066e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580471108066615, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0581783084133082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0581783090831677, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0581783084133082"
[1] "Starting iterative with newton 0.0581783084133082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0212758430028714, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0212836340806543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0212836340816991, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0212836340806543"
[1] "Starting iterative with newton 0.0212836340806543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208493420756128, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208567433489006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208567433498333, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0208567433498333"
[1] "Starting iterative with newton 0.0208567433498333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208443448445277, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208517416565768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208517416575082, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208517416565768"
[1] "Starting iterative with newton 0.0208517416565768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208442862858617, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208516830456472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208516830465786, diff to last: 0"
[1] "Final threshold is: 8.76180816272847e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273991942478231, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0274137099125413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0274137099166154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0274137099125413"
[1] "Starting iterative with newton 0.0274137099125413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0045275220723486, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00452761416994606, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0045276141699461, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00452761416994606"
[1] "Starting iterative with newton 0.00452761416994606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444714411608722, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444723193139407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0044472319313941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00444723193139407"
[1] "Starting iterative with newton 0.00444723193139407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444686177641025, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444694957695777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0044469495769578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00444694957695777"
[1] "Starting iterative with newton 0.00444694957695777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444686078465045, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444694858514612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444694858514616, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.86859306883148e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.254089583496045"
[1] "Newton iter: 1, lambda:0.140740982967359, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.141817433560037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.14181753165271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14181753165271, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.14181753165271"
[1] "Starting iterative with newton 0.14181753165271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376914366018967, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377371518911367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377371519584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0377371518911367"
[1] "Starting iterative with newton 0.0377371518911367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356267556991012, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356656778080666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035665677854529, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0356656778080666"
[1] "Starting iterative with newton 0.0356656778080666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355851072064159, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356239025508461, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356239025969637, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356239025508461"
[1] "Starting iterative with newton 0.0356239025508461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355842669788664, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356230597699553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035623059816066, diff to last: 0"
[1] "Final threshold is: 0.000149686917643287"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155314669001168, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.157599521319952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.157600012411259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157600012411282, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.157600012411259"
[1] "Starting iterative with newton 0.157600012411259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441009850904854, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.044187965031293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0441879653696316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.044187965031293"
[1] "Starting iterative with newton 0.044187965031293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401502442652728, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402189752927362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402189754941512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0402189752927362"
[1] "Starting iterative with newton 0.0402189752927362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400131337278649, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0400812778420836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400812780397306, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0400812778420836"
[1] "Starting iterative with newton 0.0400812778420836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0400083784756826, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.040076502289427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400765024869444, diff to last: 0"
[1] "Final threshold is: 0.000168400135434827"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135571679593063, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137088675350153, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137088864256878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137088864256881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137088864256881"
[1] "Starting iterative with newton 0.137088864256881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388303341346679, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0388846477602004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0388846478664592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0388846477602004"
[1] "Starting iterative with newton 0.0388846477602004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036169579352616, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362150622825073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362150623544268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0362150622825073"
[1] "Starting iterative with newton 0.0362150622825073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0360970257794, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0361422820865184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0361422821576534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0361422820865184"
[1] "Starting iterative with newton 0.0361422820865184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0360950476340685, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0361402977726606, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0361402978437743, diff to last: 0"
[1] "Final threshold is: 0.000151860334407892"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.39697564333397"
[1] "Newton iter: 1, lambda:0.248644423722737, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.252105590857226, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.252107512503449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252107512504041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.252107512503449"
[1] "Starting iterative with newton 0.252107512503449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0841074324426147, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846422674925254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0846422891059356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0846422891059357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0846422891059356"
[1] "Starting iterative with newton 0.0846422891059356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0748786054220213, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0752800610191164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0752800725549215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0752800725549215, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0752800725549215"
[1] "Starting iterative with newton 0.0752800725549215"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0743584878104662, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747531256581801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747531367701699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0747531367701699, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0747531367701699"
[1] "Starting iterative with newton 0.0747531367701699"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0743292026234057, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747234587509506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747234698394676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0747234698394676, diff to last: 0"
[1] "Final threshold is: 0.000313985545700837"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.384955798649766"
[1] "Newton iter: 1, lambda:0.34502332694324, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.345355571048233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.34535559420604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34535559420604, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34535559420604"
[1] "Starting iterative with newton 0.34535559420604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116093013703252, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117423461686634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117423636217029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117423636217032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117423636217032"
[1] "Starting iterative with newton 0.117423636217032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101118882895357, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102058672610295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102058753732296, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102058753732296, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102058753732296"
[1] "Starting iterative with newton 0.102058753732296"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100085223378635, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101001336634234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101001413340664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101001413340665, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101001413340664"
[1] "Starting iterative with newton 0.101001413340664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100013976254741, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100928472350161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100928548759997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100928548759997, diff to last: 0"
[1] "Final threshold is: 0.000424098419509731"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.404440341008239"
[1] "Newton iter: 1, lambda:0.339940656204887, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.340796168325856, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34079632054019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.340796320540195, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34079632054019"
[1] "Starting iterative with newton 0.34079632054019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113683004509814, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.114957911246248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114958071392549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114958071392552, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114958071392549"
[1] "Starting iterative with newton 0.114958071392549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0984471090789696, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0993369787147401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0993370513757302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0993370513757307, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0993370513757307"
[1] "Starting iterative with newton 0.0993370513757307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0973806415627227, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0982467754246247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0982468439029752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0982468439029756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0982468439029756"
[1] "Starting iterative with newton 0.0982468439029756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0973061486000222, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0981706396699444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0981707078638449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0981707078638453, diff to last: 0"
[1] "Final threshold is: 0.000412510063393577"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.49299379132334"
[1] "Starting iterative with newton 3.49299379132334"
[1] "Starting newton at: 0.634488032230236"
[1] "Newton iter: 1, lambda:0.563308174557453, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.565014450351791, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565015452790524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56501545279087, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565015452790524"
[1] "Starting iterative with newton 0.565015452790524"
[1] "Starting newton at: 0.343863420808544"
[1] "Newton iter: 1, lambda:0.24563753169068, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.247550583436558, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.247551314854868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247551314854975, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.247551314854975"
[1] "Starting iterative with newton 0.247551314854975"
[1] "Starting newton at: 0.352720325816157"
[1] "Newton iter: 1, lambda:0.202906526986726, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.206941380618205, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.206944333840989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206944333842571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.206944333840989"
[1] "Starting iterative with newton 0.206944333840989"
[1] "Starting newton at: 0.350753368923428"
[1] "Newton iter: 1, lambda:0.197513363347701, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.201680049702639, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.201683157297246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201683157298975, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.201683157297246"
[1] "Starting iterative with newton 0.201683157297246"
[1] "Starting newton at: 0.346867029167829"
[1] "Newton iter: 1, lambda:0.197019139166263, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.200997697638573, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.201000525982483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201000525983912, diff to last: 0"
[1] "Final threshold is: 0.000844597553791321"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.73249117805714"
[1] "Starting iterative with newton 2.73249117805714"
[1] "Starting newton at: 0.615758018436357"
[1] "Newton iter: 1, lambda:0.606501813379281, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.606534664077817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606534664492766, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606534664077817"
[1] "Starting iterative with newton 0.606534664077817"
[1] "Starting newton at: 0.296025261395726"
[1] "Newton iter: 1, lambda:0.31462990057024, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.314716424076108, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314716425944307, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.314716424076108"
[1] "Starting iterative with newton 0.314716424076108"
[1] "Starting newton at: 0.302407500242151"
[1] "Newton iter: 1, lambda:0.268841579688473, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.269098922855937, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269098938019764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269098938019764, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269098938019764"
[1] "Starting iterative with newton 0.269098938019764"
[1] "Starting newton at: 0.29407948890608"
[1] "Newton iter: 1, lambda:0.261583199497411, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.261821026982773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261821039749717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261821039749717, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261821039749717"
[1] "Starting iterative with newton 0.261821039749717"
[1] "Starting newton at: 0.296102589909446"
[1] "Newton iter: 1, lambda:0.260368902590059, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.260655752611733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260655771141579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260655771141579, diff to last: 0"
[1] "Final threshold is: 0.00109526691838303"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.88318265039889"
[1] "Starting iterative with newton 2.88318265039889"
[1] "Starting newton at: 0.592540661778801"
[1] "Newton iter: 1, lambda:0.598087494918338, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.598098984394512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598098984443725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598098984443725"
[1] "Starting iterative with newton 0.598098984443725"
[1] "Starting newton at: 0.306673136221523"
[1] "Newton iter: 1, lambda:0.299375352970313, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.299388036019993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299388036058327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299388036058327"
[1] "Starting iterative with newton 0.299388036058327"
[1] "Starting newton at: 0.311162033253856"
[1] "Newton iter: 1, lambda:0.253463242447514, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.254187069443108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254187183825252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254187183825255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.254187183825255"
[1] "Starting iterative with newton 0.254187183825255"
[1] "Starting newton at: 0.315098274843571"
[1] "Newton iter: 1, lambda:0.246179382327917, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.247196939352855, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247197162227283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247197162227294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247197162227283"
[1] "Starting iterative with newton 0.247197162227283"
[1] "Starting newton at: 0.315360899280538"
[1] "Newton iter: 1, lambda:0.245055986380318, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.246112475335862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246112715060012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246112715060024, diff to last: 0"
[1] "Final threshold is: 0.00103415747834045"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00420196688370319"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.40603621661484"
[1] "Starting iterative with newton 1.40603621661484"
[1] "Starting newton at: 0.655360594170871"
[1] "Newton iter: 1, lambda:0.747375014993274, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.751855834531039, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.751866143004959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751866143059424, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751866143059424"
[1] "Starting iterative with newton 0.751866143059424"
[1] "Starting newton at: 0.644703252186479"
[1] "Newton iter: 1, lambda:0.59605146356426, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.597098571071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.597099063171594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597099063171703, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.597099063171594"
[1] "Starting iterative with newton 0.597099063171594"
[1] "Starting newton at: 0.645017469871126"
[1] "Newton iter: 1, lambda:0.553021379049533, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.556586777527359, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556592275331862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556592275344923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.556592275344923"
[1] "Starting iterative with newton 0.556592275344923"
[1] "Starting newton at: 0.644842357014757"
[1] "Newton iter: 1, lambda:0.54126492227004, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.545725722301388, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.545734241254121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545734241285158, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.545734241285158"
[1] "Starting iterative with newton 0.545734241285158"
[1] "Starting newton at: 0.645817442573211"
[1] "Newton iter: 1, lambda:0.537979114325357, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.542795752843559, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.542805657985708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.54280565802755, diff to last: 0"
[1] "Final threshold is: 0.00228085139931848"
threshold is:
[{'ad': 2.5271539528231335e-05, 'da': 2.36551326419386e-05, 'dd': 8.488186351970658e-05}, {'ad': 8.761808162728474e-05, 'da': 1.868593068831477e-05, 'dd': 0.00014968691764328715}, {'ad': 0.00016840013543482728, 'da': 0.000151860334407892, 'dd': 0.0003139855457008371}, {'ad': 0.00042409841950973097, 'da': 0.0004125100633935766, 'dd': 0.0008445975537913206}, {'ad': 0.0010952669183830325, 'da': 0.00103415747834045, 'dd': 0.002280851399318484}]
Number of points in noise estimation: 128
Estimated noise: 0.008759388289866993
0.008759388289866993
threshold is:
[{'ad': 0.005560764757342795, 'da': 0.005322448647534006, 'dd': 0.0009897916241289884}, {'ad': 0.00024809569158068534, 'da': 0.0017239621269364153, 'dd': 0.0010966292834725389}, {'ad': 0.0007554703479765168, 'da': 0.0012891876487478404, 'dd': 0.0014736533825391133}, {'ad': 0.0021849012700144166, 'da': 0.0016437169715986298, 'dd': 0.003196553131325393}, {'ad': 0.004805579999052539, 'da': 0.004750484045775155, 'dd': 0.008340511440073584}]
['stjerten256', 0.025, 3, 0.00010462618397931804, 8.598148879295292e-05, 8.794134298397362e-05, 0.00042040037021958093, 8.523111313330425e-05, 0.00010683573940796902, 9.610906854540389e-05, 0.00010453246414955089, 39.80359614372398, 40.65595039226382, 40.55806906397965, 33.76336910188395, 40.694018395581665, 39.71283439899112, 40.1723563175483, 39.80748811835672]
stjerten256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.008722528212810337
0.008722528212810337
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0610547805965939, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0611753445848334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0611753450542908, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0611753445848334"
[1] "Starting iterative with newton 0.0611753445848334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.015344215315686, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0153491347569309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0153491347574366, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0153491347569309"
[1] "Starting iterative with newton 0.0153491347569309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144751273780471, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0144794023791037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0144794023794766, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0144794023794766"
[1] "Starting iterative with newton 0.0144794023794766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144588683953986, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0144631318027674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0144631318031381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0144631318027674"
[1] "Starting iterative with newton 0.0144631318027674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144585643147362, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014462827505438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0144628275058086, diff to last: 0"
[1] "Final threshold is: 0.000126152420956425"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025858600564408, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0258704491641623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0258704491666496, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0258704491641623"
[1] "Starting iterative with newton 0.0258704491641623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110357761303261, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110366557190065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110366557190121, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0110366557190065"
[1] "Starting iterative with newton 0.0110366557190065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109500548422174, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010950922885062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109509228850675, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.010950922885062"
[1] "Starting iterative with newton 0.010950922885062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109495546192753, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0109504225949171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109504225949225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0109504225949171"
[1] "Starting iterative with newton 0.0109504225949171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109495517000864, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010950419675336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109504196753415, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.55153445602318e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0387658769769086"
[1] "Newton iter: 1, lambda:0.0909714568295751, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0911257250784438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0911257264229437, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0911257250784438"
[1] "Starting iterative with newton 0.0911257250784438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0175108415031172, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.017517907557788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175179075589386, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175179075589386"
[1] "Starting iterative with newton 0.0175179075589386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161302043736207, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161358869334657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016135886934171, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0161358869334657"
[1] "Starting iterative with newton 0.0161358869334657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.016104866606023, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161105255416781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161105255423768, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0161105255416781"
[1] "Starting iterative with newton 0.0161105255416781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161044018372433, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161100603401434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161100603408421, diff to last: 0"
[1] "Final threshold is: 0.000140520455833072"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122838139313922, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.123881054198763, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123881128983975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123881128983975, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123881128983975"
[1] "Starting iterative with newton 0.123881128983975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392644905311081, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393246373430371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393246374841654, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0393246374841654"
[1] "Starting iterative with newton 0.0393246374841654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367496045444338, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.036800499987687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0368005000853036, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.036800499987687"
[1] "Starting iterative with newton 0.036800499987687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366749724488701, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367256074153258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367256075118431, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0367256074153258"
[1] "Starting iterative with newton 0.0367256074153258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366727585426824, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367233857944812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036723385890966, diff to last: 0"
[1] "Final threshold is: 0.000320320769503872"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932603154028484, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938166902649168, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0938167100276044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938167100276044, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0938167100276044"
[1] "Starting iterative with newton 0.0938167100276044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152934764039899, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152977335159137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152977335162436, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0152977335159137"
[1] "Starting iterative with newton 0.0152977335159137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141335835976167, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014137055569428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141370555696375, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.014137055569428"
[1] "Starting iterative with newton 0.014137055569428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141167272904679, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141201885810046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141201885812127, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141201885810046"
[1] "Starting iterative with newton 0.0141201885810046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141164823987613, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141199435342691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141199435344772, diff to last: 0"
[1] "Final threshold is: 0.000123161605842766"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.206945452103594, diff to last: 0.207"
[1] "Newton iter: 2, lambda:0.212347731758972, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.212351370049108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212351370050757, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.212351370049108"
[1] "Starting iterative with newton 0.212351370049108"
[1] "Starting newton at: 0.0938586557999267"
[1] "Newton iter: 1, lambda:0.0893165975927873, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0893181725023003, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0893181725024896, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0893181725023003"
[1] "Starting iterative with newton 0.0893181725023003"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0815555841262834, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0820490911572618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0820491092137123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0820491092137123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0820491092137123"
[1] "Starting iterative with newton 0.0820491092137123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0811231693051434, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816105810535434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0816105986353406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816105986353406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0816105986353406"
[1] "Starting iterative with newton 0.0816105986353406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810970565083087, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815841016468765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0815841192003425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815841192003426, diff to last: 0"
[1] "Final threshold is: 0.000711619781442269"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.294795828268974"
[1] "Newton iter: 1, lambda:0.290585467829271, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.290588549205858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29058854920751, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290588549205858"
[1] "Starting iterative with newton 0.290588549205858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.097916845826244, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987438522919577, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987439112328169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987439112328172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0987439112328169"
[1] "Starting iterative with newton 0.0987439112328169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0860071331570205, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0866088481658646, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0866088776010439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0866088776010439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0866088776010439"
[1] "Starting iterative with newton 0.0866088776010439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0852449192592117, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0858337041951799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0858337322692693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0858337322692694, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0858337322692693"
[1] "Starting iterative with newton 0.0858337322692693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0851962049992766, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0857841693918726, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0857841973807706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0857841973807706, diff to last: 0"
[1] "Final threshold is: 0.000748255081867062"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.338035983968058"
[1] "Newton iter: 1, lambda:0.268723038661142, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.269514599280407, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269514703530199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269514703530201, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269514703530199"
[1] "Starting iterative with newton 0.269514703530199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0835207551880625, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0840489724808255, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840489936004167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840489936004168, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0840489936004167"
[1] "Starting iterative with newton 0.0840489936004167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.073513961206887, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0738969575590564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0738969679528644, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0738969679528644, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0738969679528644"
[1] "Starting iterative with newton 0.0738969679528644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0729637523459317, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733396170480859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.073339627020843, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0733396170480859"
[1] "Starting iterative with newton 0.0733396170480859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0729335292299531, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733090047204107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733090146704661, diff to last: 0"
[1] "Final threshold is: 0.000639439861926829"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.588208372244318"
[1] "Newton iter: 1, lambda:0.479931428919201, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.483255667392497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.48325889830386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48325889830691, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.48325889830386"
[1] "Starting iterative with newton 0.48325889830386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173923800335229, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178595820080304, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178599183449934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178599183451676, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178599183451676"
[1] "Starting iterative with newton 0.178599183451676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143577665600121, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146438323765977, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146439458551194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146439458551373, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146439458551194"
[1] "Starting iterative with newton 0.146439458551194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140359022473775, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.143059462744552, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143060461762347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143060461762484, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143060461762347"
[1] "Starting iterative with newton 0.143060461762347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140020608766933, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142704544551485, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142705530124468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142705530124601, diff to last: 0"
[1] "Final threshold is: 0.00124475301263589"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.387560100642"
[1] "Starting iterative with newton 3.387560100642"
[1] "Starting newton at: 0.611268129481709"
[1] "Newton iter: 1, lambda:0.57979005777302, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.580140969130417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580141013166448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580141013166449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580141013166448"
[1] "Starting iterative with newton 0.580141013166448"
[1] "Starting newton at: 0.338825758713232"
[1] "Newton iter: 1, lambda:0.250895968009391, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.252470340861713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.252470849029377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25247084902943, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.252470849029377"
[1] "Starting iterative with newton 0.252470849029377"
[1] "Starting newton at: 0.316683567856308"
[1] "Newton iter: 1, lambda:0.20800153333367, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.21016844660712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.210169312881889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210169312882027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.210169312881889"
[1] "Starting iterative with newton 0.210169312881889"
[1] "Starting newton at: 0.322213691832736"
[1] "Newton iter: 1, lambda:0.202039808481501, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.20465010958876, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.204651348511566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204651348511845, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.204651348511566"
[1] "Starting iterative with newton 0.204651348511566"
[1] "Starting newton at: 0.321155000656743"
[1] "Newton iter: 1, lambda:0.201338882592874, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.203928907380736, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.203930124799646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203930124799915, diff to last: 0"
[1] "Final threshold is: 0.00177878626700919"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.34903324676684"
[1] "Starting iterative with newton 3.34903324676684"
[1] "Starting newton at: 0.645203695669832"
[1] "Newton iter: 1, lambda:0.5628867371573, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.565147505474177, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565149256364449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565149256365499, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565149256364449"
[1] "Starting iterative with newton 0.565149256364449"
[1] "Starting newton at: 0.318903027538494"
[1] "Newton iter: 1, lambda:0.254332154671262, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.255188861234286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255189012809849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255189012809854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.255189012809849"
[1] "Starting iterative with newton 0.255189012809849"
[1] "Starting newton at: 0.323590996635571"
[1] "Newton iter: 1, lambda:0.212268649752861, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.2145778809517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.214578880988231, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214578880988419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.214578880988419"
[1] "Starting iterative with newton 0.214578880988419"
[1] "Starting newton at: 0.334756382446675"
[1] "Newton iter: 1, lambda:0.206153971594148, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.209191832735306, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.209193540127616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209193540128155, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.209193540127616"
[1] "Starting iterative with newton 0.209193540127616"
[1] "Starting newton at: 0.331541397086755"
[1] "Newton iter: 1, lambda:0.205566313890288, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.208476734898294, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.208478299189778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20847829919023, diff to last: 0"
[1] "Final threshold is: 0.00181845784644156"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.65611764537308"
[1] "Starting iterative with newton 1.65611764537308"
[1] "Starting newton at: 0.724615328773145"
[1] "Newton iter: 1, lambda:0.687710581259036, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.688324316308501, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.688324488357685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.688324488357698, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.688324488357698"
[1] "Starting iterative with newton 0.688324488357698"
[1] "Starting newton at: 0.446715470664152"
[1] "Newton iter: 1, lambda:0.497241609051697, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.498212990559603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.498213346204463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.498213346204511, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.498213346204463"
[1] "Starting iterative with newton 0.498213346204463"
[1] "Starting newton at: 0.460421887578619"
[1] "Newton iter: 1, lambda:0.456013217157819, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.45602019529799, diff to last: 0"
[1] "Newton iter: 3, lambda:0.456020195315486, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.456020195315486"
[1] "Starting iterative with newton 0.456020195315486"
[1] "Starting newton at: 0.450065756918759"
[1] "Newton iter: 1, lambda:0.44642882669892, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.446433523685472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.446433523693311, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446433523693311"
[1] "Starting iterative with newton 0.446433523693311"
[1] "Starting newton at: 0.446094333898118"
[1] "Newton iter: 1, lambda:0.444241939247957, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.444243154978455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444243154978979, diff to last: 0"
[1] "Final threshold is: 0.00387492345264745"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.31741130251286"
[1] "Starting iterative with newton 1.31741130251286"
[1] "Starting newton at: 0.652290926017682"
[1] "Newton iter: 1, lambda:0.769617449021157, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.777387183112966, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.777420008160297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777420008744371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777420008160297"
[1] "Starting iterative with newton 0.777420008160297"
[1] "Starting newton at: 0.66286689272606"
[1] "Newton iter: 1, lambda:0.638726242425512, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.639004418542129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.639004455755914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639004455755914, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.639004455755914"
[1] "Starting iterative with newton 0.639004455755914"
[1] "Starting newton at: 0.670782501053494"
[1] "Newton iter: 1, lambda:0.598933223106423, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.601278188174244, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601280741204372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601280741207397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.601280741204372"
[1] "Starting iterative with newton 0.601280741204372"
[1] "Starting newton at: 0.673354365963614"
[1] "Newton iter: 1, lambda:0.587539986841017, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.590838538979102, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.590843540762211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590843540773702, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.590843540762211"
[1] "Starting iterative with newton 0.590843540762211"
[1] "Starting newton at: 0.672103828120016"
[1] "Newton iter: 1, lambda:0.584512939703863, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.587938428814833, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.587943807823673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587943807836925, diff to last: 0"
[1] "Final threshold is: 0.00512835645140471"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38736689248353"
[1] "Starting iterative with newton 1.38736689248353"
[1] "Starting newton at: 0.663059686409103"
[1] "Newton iter: 1, lambda:0.740968530592407, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.744124921046832, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.744129967769562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744129967782448, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.744129967769562"
[1] "Starting iterative with newton 0.744129967769562"
[1] "Starting newton at: 0.679423106062744"
[1] "Newton iter: 1, lambda:0.591845960328664, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.595168007426841, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.595172920522275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595172920533012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.595172920533012"
[1] "Starting iterative with newton 0.595172920533012"
[1] "Starting newton at: 0.671109677229536"
[1] "Newton iter: 1, lambda:0.551660670321071, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.557576839332013, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.557591875126133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557591875223112, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.557591875126133"
[1] "Starting iterative with newton 0.557591875126133"
[1] "Starting newton at: 0.664814894655578"
[1] "Newton iter: 1, lambda:0.541675767849425, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.547901449486955, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.547917941376507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.547917941492067, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.547917941376507"
[1] "Starting iterative with newton 0.547917941376507"
[1] "Starting newton at: 0.664116373535576"
[1] "Newton iter: 1, lambda:0.538987285688126, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.545397288024297, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.545414727858201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545414727987104, diff to last: 0"
[1] "Final threshold is: 0.00475739535142543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.13697230877107"
[1] "Newton iter: 1, lambda:1.00182075601892, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.0144656130165, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.01458735912025, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0145873703267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0145873703267, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0145873703267"
[1] "Starting iterative with newton 1.0145873703267"
[1] "Starting newton at: 1.2199713073369"
[1] "Newton iter: 1, lambda:1.14206078454949, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.14676308101534, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.14678124895137, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14678124922173, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14678124922173"
[1] "Starting iterative with newton 1.14678124922173"
[1] "Starting newton at: 1.2685716138636"
[1] "Newton iter: 1, lambda:1.19017127102536, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.19505918509511, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19507940542177, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19507940576663, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19507940542177"
[1] "Starting iterative with newton 1.19507940542177"
[1] "Starting newton at: 1.27155616400077"
[1] "Newton iter: 1, lambda:1.20921704323727, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.21237727683664, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.2123858084397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21238580850174, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21238580850174"
[1] "Starting iterative with newton 1.21238580850174"
[1] "Starting newton at: 1.27568207468723"
[1] "Newton iter: 1, lambda:1.21558726119469, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.21853945623859, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21854692836786, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21854692841563, diff to last: 0"
[1] "Final threshold is: 0.0106288099617387"
threshold is:
[{'ad': 0.00012615242095642513, 'da': 9.551534456023176e-05, 'dd': 0.00014052045583307202}, {'ad': 0.0003203207695038717, 'da': 0.00012316160584276598, 'dd': 0.0007116197814422694}, {'ad': 0.0007482550818670621, 'da': 0.0006394398619268285, 'dd': 0.001244753012635885}, {'ad': 0.0017787862670091944, 'da': 0.001818457846441557, 'dd': 0.00387492345264745}, {'ad': 0.005128356451404714, 'da': 0.004757395351425431, 'dd': 0.010628809961738723}]
Number of points in noise estimation: 128
Estimated noise: 0.008722528212810337
0.008722528212810337
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.4380249582776"
[1] "Starting iterative with newton 60.4380249582776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.77540224297"
[1] "Starting iterative with newton 51.77540224297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.8577242251701"
[1] "Starting iterative with newton 46.8577242251701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.8835381304057"
[1] "Starting iterative with newton 24.8835381304057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.6324889457326"
[1] "Starting iterative with newton 23.6324889457326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.3111193337088"
[1] "Starting iterative with newton 14.3111193337088"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.58757771435399"
[1] "Starting iterative with newton 8.58757771435399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.03184312734163"
[1] "Starting iterative with newton 9.03184312734163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.43810145488373"
[1] "Starting iterative with newton 4.43810145488373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.387560100642"
[1] "Starting iterative with newton 3.387560100642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34903324676684"
[1] "Starting iterative with newton 3.34903324676684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65611764537308"
[1] "Starting iterative with newton 1.65611764537308"
[1] "Starting newton at: 1.95905423220715"
[1] "Newton iter: 1, lambda:1.55652251760151, diff to last: 0.403"
[1] "Newton iter: 2, lambda:1.5081235158268, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.50636814903744, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50636570618074, diff to last: 0"
[1] "Newton iter: 5, lambda:1.506365706176, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50636570618074"
[1] "Starting iterative with newton 1.50636570618074"
[1] "Starting newton at: 1.79930879919064"
[1] "Newton iter: 1, lambda:1.43662145794334, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.37228356254843, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.36831896818722, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.36830303707559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36830303681768, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36830303707559"
[1] "Starting iterative with newton 1.36830303707559"
[1] "Starting newton at: 1.64661747886444"
[1] "Newton iter: 1, lambda:1.31561738495023, diff to last: 0.331"
[1] "Newton iter: 2, lambda:1.23658496342277, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.22895318024371, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.22887828473311, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22887827750355, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.22887827750355"
[1] "Starting iterative with newton 1.22887827750355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31741130251286"
[1] "Starting iterative with newton 1.31741130251286"
[1] "Starting newton at: 1.53219360543536"
[1] "Newton iter: 1, lambda:1.33886965624181, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.30810803185772, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.30709353832302, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30709241059127, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30709241058988, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30709241058988"
[1] "Starting iterative with newton 1.30709241058988"
[1] "Starting newton at: 1.52104136555457"
[1] "Newton iter: 1, lambda:1.32758267709318, diff to last: 0.193"
[1] "Newton iter: 2, lambda:1.29595010349921, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.29485306148592, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29485171335676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29485171335472, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29485171335676"
[1] "Starting iterative with newton 1.29485171335676"
[1] "Starting newton at: 1.50779300133479"
[1] "Newton iter: 1, lambda:1.31376948456738, diff to last: 0.194"
[1] "Newton iter: 2, lambda:1.28093347642825, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.27971845990092, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27971676080863, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2797167608053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2797167608053"
[1] "Starting iterative with newton 1.2797167608053"
[1] "Starting newton at: 1.49443153185755"
[1] "Newton iter: 1, lambda:1.29962943172975, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.26546578901323, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.26411300333764, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26411083780305, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2641108377975, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26411083780305"
[1] "Starting iterative with newton 1.26411083780305"
[1] "Starting newton at: 1.48185008886829"
[1] "Newton iter: 1, lambda:1.28520001316063, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.24931220346304, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.24777535956756, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.24777248280253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24777248279244, diff to last: 0"
[1] "Final threshold is: 0.0108837306843255"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38736689248353"
[1] "Starting iterative with newton 1.38736689248353"
[1] "Starting newton at: 1.64740427320468"
[1] "Newton iter: 1, lambda:1.40567559219897, diff to last: 0.242"
[1] "Newton iter: 2, lambda:1.36840989195939, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.36709012368508, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36708841209588, diff to last: 0"
[1] "Newton iter: 5, lambda:1.367088412093, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36708841209588"
[1] "Starting iterative with newton 1.36708841209588"
[1] "Starting newton at: 1.62652493229777"
[1] "Newton iter: 1, lambda:1.38856816790115, diff to last: 0.238"
[1] "Newton iter: 2, lambda:1.35049978883416, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.34907446412616, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34907240033608, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34907240033175, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34907240033175"
[1] "Starting iterative with newton 1.34907240033175"
[1] "Starting newton at: 1.60161129273533"
[1] "Newton iter: 1, lambda:1.36687543392048, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.32745632392422, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.32586004103949, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.32585734040961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32585734040188, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32585734040188"
[1] "Starting iterative with newton 1.32585734040188"
[1] "Starting newton at: 1.58158382663693"
[1] "Newton iter: 1, lambda:1.34925581125692, diff to last: 0.232"
[1] "Newton iter: 2, lambda:1.3087059272624, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.3069562848843, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30695292758935, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30695292757697, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30695292758935"
[1] "Starting iterative with newton 1.30695292758935"
[1] "Starting newton at: 1.55957247708437"
[1] "Newton iter: 1, lambda:1.33083321238132, diff to last: 0.229"
[1] "Newton iter: 2, lambda:1.2894252611743, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.287533512158, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2875294481075, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28752944808873, diff to last: 0"
[1] "Final threshold is: 0.011230511935778"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00872252821281034"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.53596899484702"
[1] "Newton iter: 1, lambda:1.6285799648774, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.62323487105732, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62321941113952, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62321941100892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62321941113952"
[1] "Starting iterative with newton 1.62321941113952"
[1] "Starting newton at: 2.12885732018691"
[1] "Newton iter: 1, lambda:2.11518260176288, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.11520816460753, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11520816468921, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.11520816460753"
[1] "Starting iterative with newton 2.11520816460753"
[1] "Starting newton at: 2.27494980669483"
[1] "Newton iter: 1, lambda:2.31001719867804, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.31028495748223, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31028497482205, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31028497482205, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.31028497482205"
[1] "Starting iterative with newton 2.31028497482205"
[1] "Starting newton at: 2.46371368397142"
[1] "Newton iter: 1, lambda:2.38360822260659, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.38562799920593, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38562911276918, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38562911276952, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38562911276918"
[1] "Starting iterative with newton 2.38562911276918"
[1] "Starting newton at: 2.53061988990508"
[1] "Newton iter: 1, lambda:2.40906513942787, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.41406663268492, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41407369343012, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41407369344432, diff to last: 0"
[1] "Final threshold is: 0.0210568258987474"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.010883730684325459, 'da': 0.011230511935778049, 'dd': 0.021056825898747442}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546784437547544. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004226824305172001
0.004226824305172001
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 124.720674379594"
[1] "Starting iterative with newton 124.720674379594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 106.844376342142"
[1] "Starting iterative with newton 106.844376342142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 96.6961936511105"
[1] "Starting iterative with newton 96.6961936511105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 51.3499846945195"
[1] "Starting iterative with newton 51.3499846945195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.7683037394887"
[1] "Starting iterative with newton 48.7683037394887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.5326072560971"
[1] "Starting iterative with newton 29.5326072560971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.7214342222597"
[1] "Starting iterative with newton 17.7214342222597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6382259597395"
[1] "Starting iterative with newton 18.6382259597395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.15852241697628"
[1] "Starting iterative with newton 9.15852241697628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.99061196233896"
[1] "Starting iterative with newton 6.99061196233896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.91110745833919"
[1] "Starting iterative with newton 6.91110745833919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.41758536493318"
[1] "Starting iterative with newton 3.41758536493318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.71862666257098"
[1] "Starting iterative with newton 2.71862666257098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.862987904749"
[1] "Starting iterative with newton 2.862987904749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.391885597927"
[1] "Starting iterative with newton 1.391885597927"
[1] "Starting newton at: 1.6364457516144"
[1] "Newton iter: 1, lambda:1.40578684023279, diff to last: 0.231"
[1] "Newton iter: 2, lambda:1.370185685065, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.36896853530229, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36896706862976, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36896706862763, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36896706862763"
[1] "Starting iterative with newton 1.36896706862763"
[1] "Starting newton at: 1.61632382823423"
[1] "Newton iter: 1, lambda:1.38600688444503, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.34866520803949, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.34727167513264, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3472696753166, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34726967531248, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3472696753166"
[1] "Starting iterative with newton 1.3472696753166"
[1] "Starting newton at: 1.60077314227721"
[1] "Newton iter: 1, lambda:1.36889568727169, diff to last: 0.232"
[1] "Newton iter: 2, lambda:1.32951227781554, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.32790712071475, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.32790437334428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32790437333623, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32790437333623"
[1] "Starting iterative with newton 1.32790437333623"
[1] "Starting newton at: 1.57505999597829"
[1] "Newton iter: 1, lambda:1.34787445972655, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.30773125243807, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.30599419090397, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.30599084499157, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30599084497915, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30599084497915"
[1] "Starting iterative with newton 1.30599084497915"
[1] "Starting newton at: 1.55480841225716"
[1] "Newton iter: 1, lambda:1.32775092868718, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.28565767949012, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.28366945498167, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28366489500686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28366489498285, diff to last: 0"
[1] "Final threshold is: 0.00542582597780959"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.005425825977809586}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546784437547544. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.004226824305172001
0.004226824305172001
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341238889327186, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341475318225259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03414753183387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.03414753183387"
[1] "Starting iterative with newton 0.03414753183387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00179374546549504, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00179376081965828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00179376081965828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00179376081965828"
[1] "Starting iterative with newton 0.00179376081965828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00167738578074272, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00167739861885419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00167739861885419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00167739861885419"
[1] "Starting iterative with newton 0.00167739861885419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00167697830523366, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00167699113501612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00167699113501612, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00167699113501612"
[1] "Starting iterative with newton 0.00167699113501612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0016769768784498, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0016769897082031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0016769897082031, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.08834085815616e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124721342424615, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124731107120545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124731107120605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124731107120545"
[1] "Starting iterative with newton 0.0124731107120545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0069474603482636, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00694782412391829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00694782412391929, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00694782412391829"
[1] "Starting iterative with newton 0.00694782412391829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00690596760724046, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00690632687689468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00690632687689565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00690632687689468"
[1] "Starting iterative with newton 0.00690632687689468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00690565612094727, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00690601535684397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00690601535684494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00690601535684397"
[1] "Starting iterative with newton 0.00690601535684397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00690565378262619, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00690601301826948, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00690601301827045, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.91905036774598e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0313363759329089, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0313604271830685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313604271972351, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0313604271830685"
[1] "Starting iterative with newton 0.0313604271830685"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00488235603515605, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00488252846607541, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00488252846607563, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00488252846607541"
[1] "Starting iterative with newton 0.00488252846607541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0047044597386054, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00470461763684327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00470461763684345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00470461763684327"
[1] "Starting iterative with newton 0.00470461763684327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00470327581480365, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00470343361855861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00470343361855879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00470343361855861"
[1] "Starting iterative with newton 0.00470343361855861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00470326793616148, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00470342573928778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00470342573928796, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.98805542323932e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0586091103699771"
[1] "Newton iter: 1, lambda:0.066844317924161, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0668470543319472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0668470543322493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0668470543319472"
[1] "Starting iterative with newton 0.0668470543319472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0178180665244867, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0178232386278043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0178232386282401, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0178232386278043"
[1] "Starting iterative with newton 0.0178232386278043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172120533994028, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172167957372907, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172167957376507, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0172167957372907"
[1] "Starting iterative with newton 0.0172167957372907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172045635533398, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172093007354915, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172093007358506, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0172093007354915"
[1] "Starting iterative with newton 0.0172093007354915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172044709812455, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172092080996991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172092081000583, diff to last: 0"
[1] "Final threshold is: 7.27402990685711e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290361932563563, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290539051150745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029053905121664, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0290539051150745"
[1] "Starting iterative with newton 0.0290539051150745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00454382635107795, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00454394716321476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00454394716321485, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00454394716321476"
[1] "Starting iterative with newton 0.00454394716321476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444109410774754, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444120703266828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444120703266835, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00444120703266828"
[1] "Starting iterative with newton 0.00444120703266828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444066674414486, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444077963700481, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444077963700488, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00444077963700481"
[1] "Starting iterative with newton 0.00444077963700481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00444066496638253, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00444077785910912, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00444077785910919, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.87703877887524e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0900291617029259"
[1] "Newton iter: 1, lambda:0.125970740268131, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.126070044901207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.126070045658133, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126070045658133"
[1] "Starting iterative with newton 0.126070045658133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394613163046418, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0395278944468792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0395278946363929, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0395278946363929"
[1] "Starting iterative with newton 0.0395278946363929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363733377852392, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364278017335847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364278018556997, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0364278017335847"
[1] "Starting iterative with newton 0.0364278017335847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362638857189038, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363179460584483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363179461785907, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0363179460584483"
[1] "Starting iterative with newton 0.0363179460584483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036260008807105, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363140548823451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363140550024181, diff to last: 0"
[1] "Final threshold is: 0.000153493130303574"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146173312501145, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.14808823482475, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148088561708972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148088561708982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148088561708972"
[1] "Starting iterative with newton 0.148088561708972"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0426925202671748, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0427687009830076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0427687012255748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0427687009830076"
[1] "Starting iterative with newton 0.0427687009830076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393210783280937, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393829766012802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393829767546699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0393829766012802"
[1] "Starting iterative with newton 0.0393829766012802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392131847025598, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392746565147229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039274656665792, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.039274656665792"
[1] "Starting iterative with newton 0.039274656665792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392097335250927, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392711917265493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392711918775446, diff to last: 0"
[1] "Final threshold is: 0.000165992428321079"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130056791902089, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131425100351303, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131425251203002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131425251203004, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131425251203004"
[1] "Starting iterative with newton 0.131425251203004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371331965519271, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371820852806014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371820853653415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0371820853653415"
[1] "Starting iterative with newton 0.0371820853653415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345972748550487, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346381913962185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346381914534468, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0346381913962185"
[1] "Starting iterative with newton 0.0346381913962185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345286949611254, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345694085849101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345694086415153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0345694086415153"
[1] "Starting iterative with newton 0.0345694086415153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.034526840657708, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345675488038825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.034567548860471, diff to last: 0"
[1] "Final threshold is: 0.000146110955693659"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34003246586147"
[1] "Newton iter: 1, lambda:0.248500425800784, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.249777097770351, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249777348984757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249777348984767, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.249777348984757"
[1] "Starting iterative with newton 0.249777348984757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.07258221048039, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0729347290313706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729347373463434, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0729347373463434"
[1] "Starting iterative with newton 0.0729347373463434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0641033360253474, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0643599548077697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643599589203943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0643599589203943"
[1] "Starting iterative with newton 0.0643599589203943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0636894980296733, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639419521938622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639419561605544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0639419561605544"
[1] "Starting iterative with newton 0.0639419561605544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0636693181964232, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639215704500722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639215744097639, diff to last: 0"
[1] "Final threshold is: 0.000270185264340051"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.454278651730368"
[1] "Newton iter: 1, lambda:0.345245506667154, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.347707663471862, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.347708945260278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347708945260625, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347708945260625"
[1] "Starting iterative with newton 0.347708945260625"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114556109167234, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115843051861253, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115843214101824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115843214101826, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115843214101824"
[1] "Starting iterative with newton 0.115843214101824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0993699199305922, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100269132600037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100269206189917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100269206189917, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100269206189917"
[1] "Starting iterative with newton 0.100269206189917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0983307331192318, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0992066965176824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0992067659934101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0992067659934105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0992067659934101"
[1] "Starting iterative with newton 0.0992067659934101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982597499120738, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991341398089482, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991342090109638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991342090109642, diff to last: 0"
[1] "Final threshold is: 0.000419022884121543"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.39074412552601"
[1] "Newton iter: 1, lambda:0.351899169978957, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.352219537595177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.352219559537994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352219559537994, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.352219559537994"
[1] "Starting iterative with newton 0.352219559537994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117025620062013, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118394536298228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118394723403406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11839472340341, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118394723403406"
[1] "Starting iterative with newton 0.118394723403406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101645721096423, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102603376730805, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102603461685328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102603461685329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102603461685329"
[1] "Starting iterative with newton 0.102603461685329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100589560532333, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.10152246620256, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101522546399383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101522546399383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101522546399383"
[1] "Starting iterative with newton 0.101522546399383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10051717091481, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101448395928346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101448475807611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101448475807612, diff to last: 0"
[1] "Final threshold is: 0.000428804883266264"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.41758536493318"
[1] "Starting iterative with newton 3.41758536493318"
[1] "Starting newton at: 0.639540750370808"
[1] "Newton iter: 1, lambda:0.563826972164873, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.565752770553544, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565754046736921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565754046737481, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565754046737481"
[1] "Starting iterative with newton 0.565754046737481"
[1] "Starting newton at: 0.316093247732191"
[1] "Newton iter: 1, lambda:0.252874852744301, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.25368193519098, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253682067398121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253682067398124, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.253682067398121"
[1] "Starting iterative with newton 0.253682067398121"
[1] "Starting newton at: 0.320705587281902"
[1] "Newton iter: 1, lambda:0.210795149945007, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.213017848956352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213018764050889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213018764051044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213018764050889"
[1] "Starting iterative with newton 0.213018764050889"
[1] "Starting newton at: 0.314539131493794"
[1] "Newton iter: 1, lambda:0.205444705170393, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.207607638846772, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207608494382019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207608494382153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207608494382019"
[1] "Starting iterative with newton 0.207608494382019"
[1] "Starting newton at: 0.318027392939377"
[1] "Newton iter: 1, lambda:0.204549962795126, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.206885571626455, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.206886567511329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20688656751151, diff to last: 0"
[1] "Final threshold is: 0.00087447317197126"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.71862666257098"
[1] "Starting iterative with newton 2.71862666257098"
[1] "Starting newton at: 0.611209311720317"
[1] "Newton iter: 1, lambda:0.610674017422771, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.61067412852843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610674128528435, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610674128528435"
[1] "Starting iterative with newton 0.610674128528435"
[1] "Starting newton at: 0.291370641580083"
[1] "Newton iter: 1, lambda:0.320190560892912, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.320400041170786, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320400052208942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320400052208942, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.320400041170786"
[1] "Starting iterative with newton 0.320400041170786"
[1] "Starting newton at: 0.303165924249752"
[1] "Newton iter: 1, lambda:0.274855567187629, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.275040663027307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275040670956749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.275040663027307"
[1] "Starting iterative with newton 0.275040663027307"
[1] "Starting newton at: 0.301953897435641"
[1] "Newton iter: 1, lambda:0.267497583160322, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.267767929482699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267767946167655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267767946167655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267767946167655"
[1] "Starting iterative with newton 0.267767946167655"
[1] "Starting newton at: 0.301928766295789"
[1] "Newton iter: 1, lambda:0.2663088769931, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.26659712931403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266597148240276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266597148240276, diff to last: 0"
[1] "Final threshold is: 0.00112685930587154"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.862987904749"
[1] "Starting iterative with newton 2.862987904749"
[1] "Starting newton at: 0.65232021808917"
[1] "Newton iter: 1, lambda:0.594239256621423, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.595476506730187, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.595477078845478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595477078845601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595477078845478"
[1] "Starting iterative with newton 0.595477078845478"
[1] "Starting newton at: 0.297933114004464"
[1] "Newton iter: 1, lambda:0.303860846786603, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.303869248029383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303869248046249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.303869248029383"
[1] "Starting iterative with newton 0.303869248029383"
[1] "Starting newton at: 0.307623686753129"
[1] "Newton iter: 1, lambda:0.259250794905451, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.259764528648374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.25976458680702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.259764586807021, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.259764586807021"
[1] "Starting iterative with newton 0.259764586807021"
[1] "Starting newton at: 0.316244892348521"
[1] "Newton iter: 1, lambda:0.252017970949504, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.252910879845144, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252911053255964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252911053255971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252911053255971"
[1] "Starting iterative with newton 0.252911053255971"
[1] "Starting newton at: 0.317436705312726"
[1] "Newton iter: 1, lambda:0.250885133007896, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.251841731986159, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251841930609335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251841930609343, diff to last: 0"
[1] "Final threshold is: 0.00106449159336098"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.004226824305172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.391885597927"
[1] "Starting iterative with newton 1.391885597927"
[1] "Starting newton at: 0.689060206212539"
[1] "Newton iter: 1, lambda:0.742177174050843, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.743643166243008, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.74364426255912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743644262559733, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743644262559733"
[1] "Starting iterative with newton 0.743644262559733"
[1] "Starting newton at: 0.642423482566644"
[1] "Newton iter: 1, lambda:0.591178201722182, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.592327897172174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.592328484559173, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592328484559327, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.592328484559173"
[1] "Starting iterative with newton 0.592328484559173"
[1] "Starting newton at: 0.637552744445574"
[1] "Newton iter: 1, lambda:0.550362415874335, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.553540076704804, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.553544401027741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.553544401035744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.553544401027741"
[1] "Starting iterative with newton 0.553544401027741"
[1] "Starting newton at: 0.645938732372647"
[1] "Newton iter: 1, lambda:0.538603045329466, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.543345644339634, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.543355184485809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.543355184524371, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.543355184485809"
[1] "Starting iterative with newton 0.543355184485809"
[1] "Starting newton at: 0.647730620356592"
[1] "Newton iter: 1, lambda:0.53548414081842, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.540650347582406, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.540661639173943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540661639227821, diff to last: 0"
[1] "Final threshold is: 0.00228528175733456"
threshold is:
[{'ad': 7.0883408581561625e-06, 'da': 2.9190503677459793e-05, 'dd': 1.988055423239319e-05}, {'ad': 7.274029906857107e-05, 'da': 1.8770387788752425e-05, 'dd': 0.00015349313030357353}, {'ad': 0.00016599242832107897, 'da': 0.0001461109556936594, 'dd': 0.0002701852643400508}, {'ad': 0.00041902288412154297, 'da': 0.0004288048832662644, 'dd': 0.0008744731719712604}, {'ad': 0.0011268593058715414, 'da': 0.0010644915933609763, 'dd': 0.002285281757334557}]
Number of points in noise estimation: 128
Estimated noise: 0.008722528212810337
0.008722528212810337
threshold is:
[{'ad': 0.00857067765566022, 'da': 0.004623576961627303, 'dd': 0.0059405787076363134}, {'ad': 7.494594081935978e-05, 'da': 0.0014681272192312578, 'dd': 0.0019524359289493087}, {'ad': 0.0007986925050960103, 'da': 0.0009709903493098013, 'dd': 0.0014324906614307}, {'ad': 0.0014060565209151334, 'da': 0.0016439026886479746, 'dd': 0.004441031223011389}, {'ad': 0.004912197657268358, 'da': 0.004284999141960536, 'dd': 0.008025048127145206}]
['stjerten256', 0.025, 4, 0.00010460383687817969, 8.659185490558226e-05, 8.824944564431784e-05, 0.0004207798780384262, 8.569062036858444e-05, 0.00010701777291052415, 9.608965233381928e-05, 0.00010442676333505399, 39.80452385215779, 40.6252295712726, 40.54288014034984, 33.759450365962905, 40.67066713025463, 39.70544091137265, 40.17323377953565, 39.81188182567816]
stjerten256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.013919165108244173
0.013919165108244173
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0783728775960861, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786935435168602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786935488755958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0786935488755958"
[1] "Starting iterative with newton 0.0786935488755958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362993149615294, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363413155406545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0363413155968662, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0363413155968662"
[1] "Starting iterative with newton 0.0363413155968662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351518814526568, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351910543270419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351910543756747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0351910543270419"
[1] "Starting iterative with newton 0.0351910543270419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351205259603377, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351596228290031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351596228774399, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0351596228774399"
[1] "Starting iterative with newton 0.0351596228774399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351196690262176, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035158763818621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351587638670524, diff to last: 0"
[1] "Final threshold is: 0.000489380639267271"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509081319795503, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510059808284598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0510059811897451, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0510059808284598"
[1] "Starting iterative with newton 0.0510059808284598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0132074465150951, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0132090597358083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0132090597358324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0132090597358083"
[1] "Starting iterative with newton 0.0132090597358083"
[1] "Starting newton at: 0.0184497547634686"
[1] "Newton iter: 1, lambda:0.0131351360469809, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0131353909717479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0131353909717485, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0131353909717485"
[1] "Starting iterative with newton 0.0131353909717485"
[1] "Starting newton at: 0.0185234235275284"
[1] "Newton iter: 1, lambda:0.0131349785558269, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0131352406002445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0131352406002451, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0131352406002445"
[1] "Starting iterative with newton 0.0131352406002445"
[1] "Starting newton at: 0.0185235738990324"
[1] "Newton iter: 1, lambda:0.0131349782342129, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.013135240293263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0131352402932636, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000182831578378389"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1062367365602, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.10689248451567, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106892509389171, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106892509389171, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106892509389171"
[1] "Starting iterative with newton 0.106892509389171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030936335406575, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0309720701491797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0309720701968653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0309720701491797"
[1] "Starting iterative with newton 0.0309720701491797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286951183948853, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0287244623080601, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0287244623387501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0287244623080601"
[1] "Starting iterative with newton 0.0287244623080601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028629944042389, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286591135173722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286591135476555, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0286591135173722"
[1] "Starting iterative with newton 0.0286591135173722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286280501495837, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286572145650964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028657214595368, diff to last: 0"
[1] "Final threshold is: 0.000398884501073957"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157763459643743, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160246302517165, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.16024691401313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160246914013167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.16024691401313"
[1] "Starting iterative with newton 0.16024691401313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0555774741817227, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0557435327300166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557435342122785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0557435327300166"
[1] "Starting iterative with newton 0.0557435327300166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0513783214361807, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515145057948861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515145067516401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0515145057948861"
[1] "Starting iterative with newton 0.0515145057948861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0512093748708176, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0513444316479845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0513444325873402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0513444316479845"
[1] "Starting iterative with newton 0.0513444316479845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0512025816947438, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0513375932534028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0513375941920644, diff to last: 0"
[1] "Final threshold is: 0.000714576449819382"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.109977078056341"
[1] "Newton iter: 1, lambda:0.164831606429475, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.165138613967584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.165138623549695, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165138613967584"
[1] "Starting iterative with newton 0.165138613967584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399334634155314, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039995128138085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399951282851498, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0399951282851498"
[1] "Starting iterative with newton 0.0399951282851498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367293874907039, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367783026661618, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036778302752932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0367783026661618"
[1] "Starting iterative with newton 0.0367783026661618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036647561164168, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366961780415798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366961781271531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0366961781271531"
[1] "Starting iterative with newton 0.0366961781271531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0366454724364387, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366940817166253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366940818021682, diff to last: 0"
[1] "Final threshold is: 0.000510750981909112"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.516311392775304"
[1] "Newton iter: 1, lambda:0.262795004400532, diff to last: 0.254"
[1] "Newton iter: 2, lambda:0.27302616813483, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.273043585239604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273043585290016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.273043585290016"
[1] "Starting iterative with newton 0.273043585290016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110787045225592, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11209176834882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112091948988372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112091948988375, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112091948988372"
[1] "Starting iterative with newton 0.112091948988372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0976401677779865, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0986025625487695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0986026559639994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0986026559640003, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0986026559639994"
[1] "Starting iterative with newton 0.0986026559639994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0965490184084039, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974854732161051, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974855612413121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974855612413129, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0974855612413121"
[1] "Starting iterative with newton 0.0974855612413121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0964587626145217, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.097393088812004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0973931764024523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.097393176402453, diff to last: 0"
[1] "Final threshold is: 0.00135563170276208"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.36477493354127"
[1] "Newton iter: 1, lambda:0.402563444016643, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.402917175973489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.40291720675693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402917206756931, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.40291720675693"
[1] "Starting iterative with newton 0.40291720675693"
[1] "Starting newton at: 0.255390618768947"
[1] "Newton iter: 1, lambda:0.153955904427137, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.155305265980495, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.15530550573262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155305505732627, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.155305505732627"
[1] "Starting iterative with newton 0.155305505732627"
[1] "Starting newton at: 0.264165647789101"
[1] "Newton iter: 1, lambda:0.131691153492782, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.13380805882373, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133808601227399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133808601227434, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133808601227399"
[1] "Starting iterative with newton 0.133808601227399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129887700602559, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131915637355153, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131916131327737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131916131327767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.131916131327737"
[1] "Starting iterative with newton 0.131916131327737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129727252839458, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131748800657988, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131749291191033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131749291191062, diff to last: 0"
[1] "Final threshold is: 0.00183384013698213"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.328701694629821"
[1] "Newton iter: 1, lambda:0.394747864064624, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.395794894196082, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.395795154254935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395795154254951, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.395795154254935"
[1] "Starting iterative with newton 0.395795154254935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141233938618005, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143705738391689, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.143706494421039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14370649442111, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143706494421039"
[1] "Starting iterative with newton 0.143706494421039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120165228362781, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121809174751442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121809482246528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121809482246539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121809482246528"
[1] "Starting iterative with newton 0.121809482246528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118301887850602, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119883016490989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119883298768552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119883298768561, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.119883298768552"
[1] "Starting iterative with newton 0.119883298768552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118137757670945, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119713428989067, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119713709132027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119713709132036, diff to last: 0"
[1] "Final threshold is: 0.00166631488312901"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.05839102851034"
[1] "Starting iterative with newton 3.05839102851034"
[1] "Starting newton at: 0.573605107793775"
[1] "Newton iter: 1, lambda:0.589477777362294, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.589571146915949, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589571150132069, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589571150132069"
[1] "Starting iterative with newton 0.589571150132069"
[1] "Starting newton at: 0.32502307872582"
[1] "Newton iter: 1, lambda:0.280909996762967, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.281346741932187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281346784910273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.281346784910274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.281346784910273"
[1] "Starting iterative with newton 0.281346784910273"
[1] "Starting newton at: 0.299693389704216"
[1] "Newton iter: 1, lambda:0.236523686028203, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.23734013644832, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237340273382183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237340273382187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237340273382187"
[1] "Starting iterative with newton 0.237340273382187"
[1] "Starting newton at: 0.318102353923577"
[1] "Newton iter: 1, lambda:0.229380498838469, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.230965834365618, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230966343385136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230966343385189, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230966343385189"
[1] "Starting iterative with newton 0.230966343385189"
[1] "Starting newton at: 0.315264619046163"
[1] "Newton iter: 1, lambda:0.22852843974124, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.230040756008164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230041218252122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230041218252165, diff to last: 0"
[1] "Final threshold is: 0.00320198169855352"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.33832901288356"
[1] "Starting iterative with newton 2.33832901288356"
[1] "Starting newton at: 0.502977037285096"
[1] "Newton iter: 1, lambda:0.640982322285693, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.649325375413577, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.649354807697862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.649354808063169, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.649354807697862"
[1] "Starting iterative with newton 0.649354807697862"
[1] "Starting newton at: 0.26303739088058"
[1] "Newton iter: 1, lambda:0.362926884173253, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.365874899033875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.36587744420435, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365877444206246, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36587744420435"
[1] "Starting iterative with newton 0.36587744420435"
[1] "Starting newton at: 0.311692080679813"
[1] "Newton iter: 1, lambda:0.313985844305835, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.313987254331683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313987254332216, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313987254331683"
[1] "Starting iterative with newton 0.313987254331683"
[1] "Starting newton at: 0.287123781755744"
[1] "Newton iter: 1, lambda:0.30432916206426, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.304407216880324, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30440721848478, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.30440721848478"
[1] "Starting iterative with newton 0.30440721848478"
[1] "Starting newton at: 0.292146191534888"
[1] "Newton iter: 1, lambda:0.302606501945208, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.302635245625294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302635245842167, diff to last: 0"
[1] "Final threshold is: 0.00421242995143249"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32342439993809"
[1] "Starting iterative with newton 2.32342439993809"
[1] "Starting newton at: 0.535369860903471"
[1] "Newton iter: 1, lambda:0.621100769912612, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.624111188886286, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.624114815680423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.624114815685683, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.624114815680423"
[1] "Starting iterative with newton 0.624114815680423"
[1] "Starting newton at: 0.274091538259234"
[1] "Newton iter: 1, lambda:0.358647451827357, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.36070902678569, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360710241968361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360710241968783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.360710241968361"
[1] "Starting iterative with newton 0.360710241968361"
[1] "Starting newton at: 0.277082652817247"
[1] "Newton iter: 1, lambda:0.312897658009859, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.313238592938656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313238623742904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313238623742904, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313238623742904"
[1] "Starting iterative with newton 0.313238623742904"
[1] "Starting newton at: 0.263503504822174"
[1] "Newton iter: 1, lambda:0.304123823595097, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.304556005554212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.3045560543281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304556054328101, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3045560543281"
[1] "Starting iterative with newton 0.3045560543281"
[1] "Starting newton at: 0.270489342221106"
[1] "Newton iter: 1, lambda:0.302692718653498, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.302963441691705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302963460777423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.302963460777423, diff to last: 0"
[1] "Final threshold is: 0.00421699843232601"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.24641535121911"
[1] "Starting iterative with newton 1.24641535121911"
[1] "Starting newton at: 0.859443020120435"
[1] "Newton iter: 1, lambda:0.767158034681197, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.771516146651193, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.771526277501368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771526277556019, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771526277556019"
[1] "Starting iterative with newton 0.771526277556019"
[1] "Starting newton at: 0.581228148069826"
[1] "Newton iter: 1, lambda:0.651797263675284, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.65424692191387, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.654249817817002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654249817821046, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.654249817817002"
[1] "Starting iterative with newton 0.654249817817002"
[1] "Starting newton at: 0.581247397896471"
[1] "Newton iter: 1, lambda:0.621993980503846, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.62278200329838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.62278229483801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622782294838049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.622782294838049"
[1] "Starting iterative with newton 0.622782294838049"
[1] "Starting newton at: 0.585831345452815"
[1] "Newton iter: 1, lambda:0.613784107318063, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.614150920317715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.614150983010789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61415098301079, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.614150983010789"
[1] "Starting iterative with newton 0.614150983010789"
[1] "Starting newton at: 0.583524612256048"
[1] "Newton iter: 1, lambda:0.611405595942056, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.611769752894809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61176981455598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611769814555981, diff to last: 0"
[1] "Final threshold is: 0.0085153250570446"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.01530910660701"
[1] "Starting iterative with newton 1.01530910660701"
[1] "Starting newton at: 0.772829467621368"
[1] "Newton iter: 1, lambda:0.852395584902229, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.856387251758276, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.856396989928655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.856396989986509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.856396989928655"
[1] "Starting iterative with newton 0.856396989928655"
[1] "Starting newton at: 0.76360517889816"
[1] "Newton iter: 1, lambda:0.807455097662062, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.808609262370461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.808610048460208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808610048460572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.808610048460572"
[1] "Starting iterative with newton 0.808610048460572"
[1] "Starting newton at: 0.756746389554854"
[1] "Newton iter: 1, lambda:0.793034218874949, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.793813712078125, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.793814066783328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793814066783401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.793814066783401"
[1] "Starting iterative with newton 0.793814066783401"
[1] "Starting newton at: 0.75460624389544"
[1] "Newton iter: 1, lambda:0.788513628338809, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.789191253977195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.789191521124833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789191521124874, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.789191521124874"
[1] "Starting iterative with newton 0.789191521124874"
[1] "Starting newton at: 0.756062663321739"
[1] "Newton iter: 1, lambda:0.787173836849648, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.78774309555771, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.787743283886144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.787743283886165, diff to last: 0"
[1] "Final threshold is: 0.010964728831322"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.05705167170193"
[1] "Starting iterative with newton 1.05705167170193"
[1] "Starting newton at: 0.835480412746263"
[1] "Newton iter: 1, lambda:0.817551294148195, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.817734047841053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.817734066980504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.817734066980504, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.817734066980504"
[1] "Starting iterative with newton 0.817734066980504"
[1] "Starting newton at: 0.796399832151623"
[1] "Newton iter: 1, lambda:0.751133218349635, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.752231317693201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.752231976055815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.752231976056052, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.752231976055815"
[1] "Starting iterative with newton 0.752231976055815"
[1] "Starting newton at: 0.79171714936202"
[1] "Newton iter: 1, lambda:0.731555851998143, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.733457603483798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.733459550873718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733459550875758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.733459550875758"
[1] "Starting iterative with newton 0.733459550875758"
[1] "Starting newton at: 0.791558750286295"
[1] "Newton iter: 1, lambda:0.725741915721333, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.7280038201553, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.728006563945215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.728006563949249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.728006563945215"
[1] "Starting iterative with newton 0.728006563945215"
[1] "Starting newton at: 0.791776229729623"
[1] "Newton iter: 1, lambda:0.72402087896654, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.726413328311609, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.726416394385737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726416394390768, diff to last: 0"
[1] "Final threshold is: 0.0101111097307905"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.1060891298422"
[1] "Newton iter: 1, lambda:1.02090935676453, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.02612375621528, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.02614443697614, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02614443730047, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02614443697614"
[1] "Starting iterative with newton 1.02614443697614"
[1] "Starting newton at: 1.25909064793778"
[1] "Newton iter: 1, lambda:1.15050450233199, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.15947933832627, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.15954615907055, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15954616275278, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15954615907055"
[1] "Starting iterative with newton 1.15954615907055"
[1] "Starting newton at: 1.31564365145776"
[1] "Newton iter: 1, lambda:1.19592894240792, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.2070287243684, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.20713429026548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20713429974127, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20713429026548"
[1] "Starting iterative with newton 1.20713429026548"
[1] "Starting newton at: 1.34236739238732"
[1] "Newton iter: 1, lambda:1.21017493555854, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.22368829478693, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.22384673603186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22384675760814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22384675760815, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22384675760814"
[1] "Starting iterative with newton 1.22384675760814"
[1] "Starting newton at: 1.34887449365859"
[1] "Newton iter: 1, lambda:1.21579632909866, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.22952399877987, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.22968815245123, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22968817569832, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22968817569832, diff to last: 0"
[1] "Final threshold is: 0.0171162327492005"
threshold is:
[{'ad': 0.0004893806392672714, 'da': 0.00018283157837838872, 'dd': 0.0003988845010739571}, {'ad': 0.0007145764498193816, 'da': 0.0005107509819091118, 'dd': 0.0013556317027620833}, {'ad': 0.001833840136982133, 'da': 0.001666314883129008, 'dd': 0.00320198169855352}, {'ad': 0.004212429951432492, 'da': 0.004216998432326007, 'dd': 0.008515325057044599}, {'ad': 0.01096472883132199, 'da': 0.010111109730790484, 'dd': 0.017116232749200454}]
Number of points in noise estimation: 128
Estimated noise: 0.013919165108244173
0.013919165108244173
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.7032101228795"
[1] "Starting iterative with newton 37.7032101228795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.0783717880124"
[1] "Starting iterative with newton 33.0783717880124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.0103609560467"
[1] "Starting iterative with newton 29.0103609560467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5023465258062"
[1] "Starting iterative with newton 15.5023465258062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5345573994125"
[1] "Starting iterative with newton 14.5345573994125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.20615057418263"
[1] "Starting iterative with newton 9.20615057418263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.57377482434033"
[1] "Starting iterative with newton 5.57377482434033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76137554776"
[1] "Starting iterative with newton 5.76137554776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.05839102851034"
[1] "Starting iterative with newton 3.05839102851034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.33832901288356"
[1] "Starting iterative with newton 2.33832901288356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32342439993809"
[1] "Starting iterative with newton 2.32342439993809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24641535121911"
[1] "Starting iterative with newton 1.24641535121911"
[1] "Starting newton at: 1.45336738618822"
[1] "Newton iter: 1, lambda:1.34385987853356, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.33285756925762, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.33273237747681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33273236114175, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33273236114175, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33273236114175"
[1] "Starting iterative with newton 1.33273236114175"
[1] "Starting newton at: 1.5563822825321"
[1] "Newton iter: 1, lambda:1.42979905690831, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.41800147100853, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.41787946671674, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41787945351895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41787945351895, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41787945351895"
[1] "Starting iterative with newton 1.41787945351895"
[1] "Starting newton at: 1.64672188427345"
[1] "Newton iter: 1, lambda:1.51052464647954, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.49953587421641, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.49944616349676, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49944615743591, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49944616349676"
[1] "Starting iterative with newton 1.49944616349676"
[1] "Starting newton at: 1.72160202896532"
[1] "Newton iter: 1, lambda:1.57100283789101, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.55993868206643, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.55985878458139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55985878034747, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55985878458139"
[1] "Starting iterative with newton 1.55985878458139"
[1] "Starting newton at: 1.78298153136419"
[1] "Newton iter: 1, lambda:1.61366940679057, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.6018939761663, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.60181162074427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60181161663864, diff to last: 0"
[1] "Final threshold is: 0.0222958803642967"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01530910660701"
[1] "Starting iterative with newton 1.01530910660701"
[1] "Starting newton at: 1.18750788116851"
[1] "Newton iter: 1, lambda:1.28336486427407, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.27280999247979, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.2726844507453, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27268443286857, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27268443286857, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27268443286857"
[1] "Starting iterative with newton 1.27268443286857"
[1] "Starting newton at: 1.44694416675925"
[1] "Newton iter: 1, lambda:1.54302573140838, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.53634623514071, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.53631775971627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53631775919309, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53631775919309"
[1] "Starting iterative with newton 1.53631775919309"
[1] "Starting newton at: 1.72165719970528"
[1] "Newton iter: 1, lambda:1.73629797406416, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.73621538154576, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73621537902278, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73621537902278"
[1] "Starting iterative with newton 1.73621537902278"
[1] "Starting newton at: 1.91633660924082"
[1] "Newton iter: 1, lambda:1.85689576209603, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.85626372544744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85626363002186, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85626363002185, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85626363002185"
[1] "Starting iterative with newton 1.85626363002185"
[1] "Starting newton at: 2.04789120585822"
[1] "Newton iter: 1, lambda:1.92733039036232, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.9264561788504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92645604624396, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92645604624396, diff to last: 0"
[1] "Final threshold is: 0.0268146597814449"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.05705167170193"
[1] "Starting iterative with newton 1.05705167170193"
[1] "Starting newton at: 1.2481178802248"
[1] "Newton iter: 1, lambda:1.31028222176842, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.3060369718087, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.30601767042992, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30601767002981, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30601767002981"
[1] "Starting iterative with newton 1.30601767002981"
[1] "Starting newton at: 1.49574358046197"
[1] "Newton iter: 1, lambda:1.54134279144858, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.53989656004151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53989519448592, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5398951944847, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53989519448592"
[1] "Starting iterative with newton 1.53989519448592"
[1] "Starting newton at: 1.73423133987861"
[1] "Newton iter: 1, lambda:1.71026751176733, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.7100402496408, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71004022791011, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71004022791011, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71004022791011"
[1] "Starting iterative with newton 1.71004022791011"
[1] "Starting newton at: 1.9174500105112"
[1] "Newton iter: 1, lambda:1.8185612322572, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.81658857057033, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.8165874009165, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81658740091609, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8165874009165"
[1] "Starting iterative with newton 1.8165874009165"
[1] "Starting newton at: 2.02767998620778"
[1] "Newton iter: 1, lambda:1.87811589177326, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.8758377857175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87583652482708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87583652482669, diff to last: 0"
[1] "Final threshold is: 0.0261100783051377"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139191651082442"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.84376401630678"
[1] "Newton iter: 1, lambda:1.69074552010453, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.68302649349854, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.68299770754273, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68299770713633, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68299770754273"
[1] "Starting iterative with newton 1.68299770754273"
[1] "Starting newton at: 2.20864649650682"
[1] "Newton iter: 1, lambda:2.15817196033565, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.15866174762105, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15866178425321, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15866178425321, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15866178425321"
[1] "Starting iterative with newton 2.15866178425321"
[1] "Starting newton at: 2.33648168481128"
[1] "Newton iter: 1, lambda:2.33882110296762, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.3388224753, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33882247530048, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3388224753"
[1] "Starting iterative with newton 2.3388224753"
[1] "Starting newton at: 2.51624863015834"
[1] "Newton iter: 1, lambda:2.3946057060069, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.39953055192383, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.39953719978398, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39953719979622, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39953719979622"
[1] "Starting iterative with newton 2.39953719979622"
[1] "Starting newton at: 2.57637735720362"
[1] "Newton iter: 1, lambda:2.41030288400536, diff to last: 0.166"
[1] "Newton iter: 2, lambda:2.41999344067797, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.42001966830246, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42001966849823, diff to last: 0"
[1] "Final threshold is: 0.0336846533283002"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.022295880364296722}, {'ad': 0.026814659781444882, 'da': 0.026110078305137657, 'dd': 0.03368465332830025}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.54604767989501. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006709726528455176
0.006709726528455176
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.2143958603348"
[1] "Starting iterative with newton 78.2143958603348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.6202807933571"
[1] "Starting iterative with newton 68.6202807933571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.1812908893537"
[1] "Starting iterative with newton 60.1812908893537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.1592422497125"
[1] "Starting iterative with newton 32.1592422497125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.1515871563031"
[1] "Starting iterative with newton 30.1515871563031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.0979363033605"
[1] "Starting iterative with newton 19.0979363033605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.5626608218905"
[1] "Starting iterative with newton 11.5626608218905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9518339771048"
[1] "Starting iterative with newton 11.9518339771048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.34455808457656"
[1] "Starting iterative with newton 6.34455808457656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8508068800857"
[1] "Starting iterative with newton 4.8508068800857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.81988762166544"
[1] "Starting iterative with newton 4.81988762166544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58565844576431"
[1] "Starting iterative with newton 2.58565844576431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.1062341409644"
[1] "Starting iterative with newton 2.1062341409644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19282808084166"
[1] "Starting iterative with newton 2.19282808084166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.39921264405975"
[1] "Starting iterative with newton 1.39921264405975"
[1] "Starting newton at: 1.63170622291358"
[1] "Newton iter: 1, lambda:1.38711363213827, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.34782264326333, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.34630703317931, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.34630469979175, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34630469978621, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34630469978621"
[1] "Starting iterative with newton 1.34630469978621"
[1] "Starting newton at: 1.57883813220756"
[1] "Newton iter: 1, lambda:1.33453546497097, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.28964514738097, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.28744153034873, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.28743604283341, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28743604279934, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28743604279934"
[1] "Starting iterative with newton 1.28743604279934"
[1] "Starting newton at: 1.51330383473212"
[1] "Newton iter: 1, lambda:1.27006403623384, diff to last: 0.243"
[1] "Newton iter: 2, lambda:1.21790903862911, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.21451787390052, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.21450309453425, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2145030942532, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.2145030942532"
[1] "Starting iterative with newton 1.2145030942532"
[1] "Starting newton at: 1.44171290614337"
[1] "Newton iter: 1, lambda:1.19145001528867, diff to last: 0.25"
[1] "Newton iter: 2, lambda:1.12611680894206, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.11984380596994, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.11978427190328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.11978426653827, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.11978426653827"
[1] "Starting iterative with newton 1.11978426653827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.54604767989501. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006709726528455176
0.006709726528455176
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0519843014639658, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0520649227641329, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0520649229578978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0520649227641329"
[1] "Starting iterative with newton 0.0520649227641329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0156005005761198, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0156049400690815, diff to last: 0"
[1] "Newton iter: 3, lambda:0.015604940069441, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0156049400690815"
[1] "Starting iterative with newton 0.0156049400690815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150247350096595, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150287772668252, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150287772671178, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0150287772671178"
[1] "Starting iterative with newton 0.0150287772671178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150156960226111, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150197322210962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150197322213879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0150197322213879"
[1] "Starting iterative with newton 0.0150197322213879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150155541368728, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150195902402978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150195902405894, diff to last: 0"
[1] "Final threshold is: 0.000100777343083809"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130705810655008, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130720798599642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130720798599839, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0130720798599642"
[1] "Starting iterative with newton 0.0130720798599642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124497134997428, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124506811410853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124506811410911, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124506811410911"
[1] "Starting iterative with newton 0.0124506811410911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124493041369403, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124502717462537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124502717462595, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0124502717462595"
[1] "Starting iterative with newton 0.0124502717462595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124493038656606, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124502714749527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124502714749585, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.35379168019586e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517048151479701, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.051810451772569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0518104522133961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.051810451772569"
[1] "Starting iterative with newton 0.051810451772569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0109777802137665, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.010979053145848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0109790531458651, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.010979053145848"
[1] "Starting iterative with newton 0.010979053145848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0106178708858677, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0106190404571422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0106190404571564, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0106190404571564"
[1] "Starting iterative with newton 0.0106190404571564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0106146930421757, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0106158617312019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.010615861731216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.010615861731216"
[1] "Starting iterative with newton 0.010615861731216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0106146649831757, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0106158336644143, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0106158336644285, diff to last: 0"
[1] "Final threshold is: 7.12293407597884e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0900824851528941, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.09056498440963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0905649982163389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905649982163389, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0905649982163389"
[1] "Starting iterative with newton 0.0905649982163389"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248362918294942, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248509738113792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0248509738165101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0248509738165101"
[1] "Starting iterative with newton 0.0248509738165101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0237120313592674, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.02372501626908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023725016272974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.023725016272974"
[1] "Starting iterative with newton 0.023725016272974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236928098124089, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237057669465704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237057669504457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0237057669465704"
[1] "Starting iterative with newton 0.0237057669465704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236924811875166, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237054378471792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237054378510542, diff to last: 0"
[1] "Final threshold is: 0.000159057005217864"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0611876646939511, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0613362010673089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0613362019422817, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0613362019422817"
[1] "Starting iterative with newton 0.0613362019422817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209099795187042, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209168905895445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209168905902995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0209168905895445"
[1] "Starting iterative with newton 0.0209168905895445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205173496870691, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205239275145962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205239275152723, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0205239275145962"
[1] "Starting iterative with newton 0.0205239275145962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205134777035653, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205200523342424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205200523349178, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0205200523342424"
[1] "Starting iterative with newton 0.0205200523342424"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205134395151074, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.020520014114263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205200141149384, diff to last: 0"
[1] "Final threshold is: 0.000137683683066745"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.229100152558759"
[1] "Newton iter: 1, lambda:0.175900803537402, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.176198085234924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176198094571514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.176198094571514"
[1] "Starting iterative with newton 0.176198094571514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406546260321454, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0407268881962566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0407268884246226, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0407268884246226"
[1] "Starting iterative with newton 0.0407268884246226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0365117006719924, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0365653558129226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0365653559288234, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0365653558129226"
[1] "Starting iterative with newton 0.0365653558129226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036387916410208, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364410707471558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364410708606094, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0364410707471558"
[1] "Starting iterative with newton 0.0364410707471558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363842223306112, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364373617705458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.036437361883927, diff to last: 0"
[1] "Final threshold is: 0.00024448473289875"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.186183844139143"
[1] "Newton iter: 1, lambda:0.221909295574282, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.22208276430047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222082768376618, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.22208276430047"
[1] "Starting iterative with newton 0.22208276430047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0736798577123569, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0740202139727331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.074020221231459, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.074020221231459"
[1] "Starting iterative with newton 0.074020221231459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668517996623992, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671214333814421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671214377657707, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0671214333814421"
[1] "Starting iterative with newton 0.0671214333814421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0665278794871239, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0667944154244497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0667944197007595, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0667944197007595"
[1] "Starting iterative with newton 0.0667944197007595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0665125128216805, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0667789023569567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0667789066281979, diff to last: 0"
[1] "Final threshold is: 0.000448068201344451"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.370107136886878"
[1] "Newton iter: 1, lambda:0.203156709152558, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.206681705160239, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.206683309379086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206683309379419, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.206683309379419"
[1] "Starting iterative with newton 0.206683309379419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0602340963913277, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.060447641804303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0604476444879601, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.060447641804303"
[1] "Starting iterative with newton 0.060447641804303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536279852315222, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0537877831179712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0537877845367793, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0537877831179712"
[1] "Starting iterative with newton 0.0537877831179712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053329184663045, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0534867727552633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0534867741313183, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0534867727552633"
[1] "Starting iterative with newton 0.0534867727552633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0533156847742563, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0534731734686943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0534731748428432, diff to last: 0"
[1] "Final threshold is: 0.000358790370583584"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.354055615856646"
[1] "Newton iter: 1, lambda:0.357703047584898, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.357705949815729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.357705949817566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.357705949815729"
[1] "Starting iterative with newton 0.357705949815729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12592622804129, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127649738640916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127650061124237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127650061124248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.127650061124237"
[1] "Starting iterative with newton 0.127650061124237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109470323506078, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110676738474201, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110676884907156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110676884907158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110676884907158"
[1] "Starting iterative with newton 0.110676884907158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108239195227319, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109411726405782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109411863924317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109411863924319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109411863924319"
[1] "Starting iterative with newton 0.109411863924319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108147319245215, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109317347486986, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109317484359365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109317484359367, diff to last: 0"
[1] "Final threshold is: 0.000733490424830014"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.308400310190055"
[1] "Newton iter: 1, lambda:0.47482391572947, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.483245080689212, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.483265999661571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4832659997904, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.483265999661571"
[1] "Starting iterative with newton 0.483265999661571"
[1] "Starting newton at: 0.322152721466035"
[1] "Newton iter: 1, lambda:0.167489557265898, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.170868241922983, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.170869866513672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170869866514047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.170869866513672"
[1] "Starting iterative with newton 0.170869866513672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139125731340756, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141613234159791, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141614028636309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14161402863639, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14161402863639"
[1] "Starting iterative with newton 0.14161402863639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136463420104146, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138832174448936, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138832887592144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138832887592209, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.138832887592144"
[1] "Starting iterative with newton 0.138832887592144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136209780909695, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138567423098481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138568128880113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138568128880176, diff to last: 0"
[1] "Final threshold is: 0.00092975425034529"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.640163567368814"
[1] "Newton iter: 1, lambda:0.47130745103707, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.479099840256884, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.479117274003516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479117274090615, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.479117274003516"
[1] "Starting iterative with newton 0.479117274003516"
[1] "Starting newton at: 0.335575005482859"
[1] "Newton iter: 1, lambda:0.167220547701427, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.17121471588007, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.171216982672292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171216982673022, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.171216982672292"
[1] "Starting iterative with newton 0.171216982672292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139787156755198, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142302507326, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142303320967644, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142303320967729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142303320967644"
[1] "Starting iterative with newton 0.142303320967644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137133501366062, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139530432560035, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13953116419219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139531164192258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139531164192258"
[1] "Starting iterative with newton 0.139531164192258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136878354910783, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139264101669472, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139264825806148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139264825806214, diff to last: 0"
[1] "Final threshold is: 0.000934428896192197"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.58565844576431"
[1] "Starting iterative with newton 2.58565844576431"
[1] "Starting newton at: 0.562516878430664"
[1] "Newton iter: 1, lambda:0.611640507190176, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.612584988580997, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612585332696948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612585332696993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.612585332696948"
[1] "Starting iterative with newton 0.612585332696948"
[1] "Starting newton at: 0.2706762880838"
[1] "Newton iter: 1, lambda:0.327726472373314, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.328582981460131, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32858317354327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32858317354328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.32858317354327"
[1] "Starting iterative with newton 0.32858317354327"
[1] "Starting newton at: 0.294092848753016"
[1] "Newton iter: 1, lambda:0.281742782614206, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.281779433047566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281779433370637, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281779433047566"
[1] "Starting iterative with newton 0.281779433047566"
[1] "Starting newton at: 0.307236427682451"
[1] "Newton iter: 1, lambda:0.273657399430246, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.273923915075384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273923931906121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273923931906121, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273923931906121"
[1] "Starting iterative with newton 0.273923931906121"
[1] "Starting newton at: 0.310263538333828"
[1] "Newton iter: 1, lambda:0.27226147007889, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.272601847389276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272601874772188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272601874772188, diff to last: 0"
[1] "Final threshold is: 0.00182908403086557"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.1062341409644"
[1] "Starting iterative with newton 2.1062341409644"
[1] "Starting newton at: 0.534670475211792"
[1] "Newton iter: 1, lambda:0.649881983160115, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.655754012744411, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.655768796210963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.655768796304486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.655768796210963"
[1] "Starting iterative with newton 0.655768796210963"
[1] "Starting newton at: 0.543547077841433"
[1] "Newton iter: 1, lambda:0.396612202763834, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.403265313689699, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.40327933003337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403279330095521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.40327933003337"
[1] "Starting iterative with newton 0.40327933003337"
[1] "Starting newton at: 0.264921478791382"
[1] "Newton iter: 1, lambda:0.351312320697428, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.353526465174474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.353527908795214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353527908795827, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.353527908795214"
[1] "Starting iterative with newton 0.353527908795214"
[1] "Starting newton at: 0.26977498536125"
[1] "Newton iter: 1, lambda:0.341983268581086, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.343504770185629, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.343505441615688, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343505441615819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343505441615819"
[1] "Starting iterative with newton 0.343505441615819"
[1] "Starting newton at: 0.268845998644704"
[1] "Newton iter: 1, lambda:0.340004505832192, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.341477316927662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341477944134845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341477944134959, diff to last: 0"
[1] "Final threshold is: 0.0022912236206439"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.19282808084166"
[1] "Starting iterative with newton 2.19282808084166"
[1] "Starting newton at: 0.551534642835473"
[1] "Newton iter: 1, lambda:0.633255504278238, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.636054266485145, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.636057474186304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636057474190514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636057474186304"
[1] "Starting iterative with newton 0.636057474186304"
[1] "Starting newton at: 0.271882856962743"
[1] "Newton iter: 1, lambda:0.380217176307437, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.383788517501662, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.383792355458289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383792355462719, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383792355458289"
[1] "Starting iterative with newton 0.383792355458289"
[1] "Starting newton at: 0.274656185105805"
[1] "Newton iter: 1, lambda:0.335197220245024, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.336230735550758, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33623103514443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336231035144455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.33623103514443"
[1] "Starting iterative with newton 0.33623103514443"
[1] "Starting newton at: 0.271613589287453"
[1] "Newton iter: 1, lambda:0.326240245875191, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.32706924197076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327069432013963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327069432013973, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.327069432013973"
[1] "Starting iterative with newton 0.327069432013973"
[1] "Starting newton at: 0.274335375124361"
[1] "Newton iter: 1, lambda:0.324598001936108, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.325297635115413, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325297770099762, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325297770099767, diff to last: 0"
[1] "Final threshold is: 0.00218265907768569"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00670972652845518"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.39921264405975"
[1] "Starting iterative with newton 1.39921264405975"
[1] "Starting newton at: 0.626059805788716"
[1] "Newton iter: 1, lambda:0.750465293492036, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.758798296273503, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.758834249730037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758834250397155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.758834249730037"
[1] "Starting iterative with newton 0.758834249730037"
[1] "Starting newton at: 0.64010218724614"
[1] "Newton iter: 1, lambda:0.603611725371557, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.604211209071953, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.604211372645779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604211372645791, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.604211372645791"
[1] "Starting iterative with newton 0.604211372645791"
[1] "Starting newton at: 0.652797904672727"
[1] "Newton iter: 1, lambda:0.559146324922915, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.562890816274578, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.562896968954013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562896968970609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.562896968970609"
[1] "Starting iterative with newton 0.562896968970609"
[1] "Starting newton at: 0.653601318220884"
[1] "Newton iter: 1, lambda:0.546793071565472, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.551596713797161, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.551606735289775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551606735333342, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.551606735333342"
[1] "Starting iterative with newton 0.551606735333342"
[1] "Starting newton at: 0.656084330782794"
[1] "Newton iter: 1, lambda:0.543144491530083, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.548490880199146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.54850325935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548503259416283, diff to last: 0"
[1] "Final threshold is: 0.00368030687064957"
threshold is:
[{'ad': 0.00010077734308380936, 'da': 8.353791680195855e-05, 'dd': 7.122934075978843e-05}, {'ad': 0.00015905700521786365, 'da': 0.00013768368306674533, 'dd': 0.0002444847328987496}, {'ad': 0.00044806820134445064, 'da': 0.00035879037058358395, 'dd': 0.0007334904248300136}, {'ad': 0.0009297542503452895, 'da': 0.000934428896192197, 'dd': 0.0018290840308655683}, {'ad': 0.0022912236206439032, 'da': 0.002182659077685687, 'dd': 0.0036803068706495667}]
Number of points in noise estimation: 128
Estimated noise: 0.013919165108244173
0.013919165108244173
threshold is:
[{'ad': 0.004731673791157576, 'da': 0.0004406642661467091, 'dd': 0.004688742349287511}, {'ad': 0.0008772006992581182, 'da': 0.0015475175668134156, 'dd': 0.0009050619421759193}, {'ad': 0.0015242599817234526, 'da': 0.0005527469303063665, 'dd': 0.002932199122204748}, {'ad': 0.003987177200206693, 'da': 0.003558398560047027, 'dd': 0.007226355918148212}, {'ad': 0.009575551383315561, 'da': 0.009019997367641102, 'dd': 0.014104143472045671}]
['stjerten256', 0.05, 0, 0.0003924712116821624, 0.0002895978478179487, 0.00030759861937822673, 0.0007275404815416133, 0.0002816750407141028, 0.00038447761776017476, 0.0003539541073263918, 0.00039247121168216206, 34.06192193864234, 35.38204669975796, 35.12015618148121, 31.38142836814884, 35.5025163423672, 34.15128937439093, 34.51053043700048, 34.06192193864234]
stjerten256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.013915423173528405
0.013915423173528405
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0536828781052296, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.053818106321009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0538181071790408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.053818106321009"
[1] "Starting iterative with newton 0.053818106321009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0238185618103672, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238290941019907, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238290941040498, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0238290941019907"
[1] "Starting iterative with newton 0.0238290941019907"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233985268885816, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234086543713732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234086543732702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0234086543713732"
[1] "Starting iterative with newton 0.0234086543713732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233925737363159, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234026955550625, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234026955569573, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0234026955550625"
[1] "Starting iterative with newton 0.0234026955550625"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233924893508824, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234026110893561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234026110912509, diff to last: 0"
[1] "Final threshold is: 0.000325657236700265"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0542030874685019, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0543005945801985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0543005948954174, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0543005948954174"
[1] "Starting iterative with newton 0.0543005948954174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148261319268631, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148304443426359, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148304443430008, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0148304443426359"
[1] "Starting iterative with newton 0.0148304443426359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141078328347713, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141116689673853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141116689676689, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141116689673853"
[1] "Starting iterative with newton 0.0141116689673853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140948976471838, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0140987254660954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0140987254663777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0140987254663777"
[1] "Starting iterative with newton 0.0140987254663777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140946647629038, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0140984924322217, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014098492432504, diff to last: 0"
[1] "Final threshold is: 0.000196186488307081"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0997883938897934, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100390204287278, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100390226091843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100390226091843, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.100390226091843"
[1] "Starting iterative with newton 0.100390226091843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0530160953081532, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531340565343289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531340571177838, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0531340571177838"
[1] "Starting iterative with newton 0.0531340571177838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514782220641148, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515891793101949, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515891798252533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0515891793101949"
[1] "Starting iterative with newton 0.0515891793101949"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514271739693004, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.05153790161163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515379021245155, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.05153790161163"
[1] "Starting iterative with newton 0.05153790161163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514254787793052, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515361988002176, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515361993130311, diff to last: 0"
[1] "Final threshold is: 0.000717148022196131"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143831047319339, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.145799079492521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.145799446701239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145799446701252, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.145799446701239"
[1] "Starting iterative with newton 0.145799446701239"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557683914053328, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0559228297197502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559228309037494, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0559228309037494"
[1] "Starting iterative with newton 0.0559228309037494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524288427096855, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525617862244835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525617870790664, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0525617862244835"
[1] "Starting iterative with newton 0.0525617862244835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052302959694981, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0524351320420043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524351328858511, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0524351320420043"
[1] "Starting iterative with newton 0.0524351320420043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0522982148575097, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0524303581914958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524303590349401, diff to last: 0"
[1] "Final threshold is: 0.000729590621374335"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147050843179004, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149159892254879, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.149160323863211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149160323863229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.149160323863211"
[1] "Starting iterative with newton 0.149160323863211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422488561493959, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423309053134145, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423309056228217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0423309056228217"
[1] "Starting iterative with newton 0.0423309056228217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0382300751920111, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0382943498150561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0382943499967267, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0382943498150561"
[1] "Starting iterative with newton 0.0382943498150561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380810199227447, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0381446798154197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381446799933124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0381446798154197"
[1] "Starting iterative with newton 0.0381446798154197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380754966953455, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.038139133871589, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381391340493429, diff to last: 0"
[1] "Final threshold is: 0.000530722187295011"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.398298425551089"
[1] "Newton iter: 1, lambda:0.273590933892634, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.276068260047983, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.276069256875455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.276069256875617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.276069256875617"
[1] "Starting iterative with newton 0.276069256875617"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118797510877578, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120194838318784, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120195031316184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120195031316188, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120195031316184"
[1] "Starting iterative with newton 0.120195031316184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108411437629407, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109527126466853, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109527244484875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109527244484876, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109527244484876"
[1] "Starting iterative with newton 0.109527244484876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107688123218765, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108785702511121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108785816392821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108785816392822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.108785816392822"
[1] "Starting iterative with newton 0.108785816392822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107637799659666, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108734125984268, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108734239582773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108734239582775, diff to last: 0"
[1] "Final threshold is: 0.00151308295724611"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.231163216926598"
[1] "Newton iter: 1, lambda:0.401441008127025, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.408695836415693, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.40870867416308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.408708674203221, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.40870867416308"
[1] "Starting iterative with newton 0.40870867416308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149588448048566, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.152602529685959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152603751459463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152603751459664, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152603751459463"
[1] "Starting iterative with newton 0.152603751459463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126221073841787, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128180979664372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128181451969006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128181451969034, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.128181451969006"
[1] "Starting iterative with newton 0.128181451969006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123987323407092, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125861012225752, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12586143993957, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125861439939593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12586143993957"
[1] "Starting iterative with newton 0.12586143993957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123775112292485, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125640736721553, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125641160388629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125641160388651, diff to last: 0"
[1] "Final threshold is: 0.00174834991482093"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.294943549169096"
[1] "Newton iter: 1, lambda:0.38058795827197, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.382328194279388, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382328903717488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382328903717606, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.382328903717606"
[1] "Starting iterative with newton 0.382328903717606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126248699868531, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128059032135787, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128059404127826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128059404127842, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128059404127826"
[1] "Starting iterative with newton 0.128059404127826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106779424381661, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107957625261942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107957768684785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107957768684787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107957768684785"
[1] "Starting iterative with newton 0.107957768684785"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10523817593971, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106373666429286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106373798605678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10637379860568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106373798605678"
[1] "Starting iterative with newton 0.106373798605678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105116705952198, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106248873749113, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106249005071886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106249005071888, diff to last: 0"
[1] "Final threshold is: 0.00147849986734166"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.99906695911512"
[1] "Starting iterative with newton 2.99906695911512"
[1] "Starting newton at: 0.464652236174997"
[1] "Newton iter: 1, lambda:0.588146591653779, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.593944953806229, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.593957344615115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.593957344671599, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593957344671599"
[1] "Starting iterative with newton 0.593957344671599"
[1] "Starting newton at: 0.261568884987952"
[1] "Newton iter: 1, lambda:0.286609416797446, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.286753081886998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286753086607364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.286753081886998"
[1] "Starting iterative with newton 0.286753081886998"
[1] "Starting newton at: 0.26604178415008"
[1] "Newton iter: 1, lambda:0.241958694315211, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.242079476181472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242079479223633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242079476181472"
[1] "Starting iterative with newton 0.242079476181472"
[1] "Starting newton at: 0.293588690576246"
[1] "Newton iter: 1, lambda:0.234652552712074, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.235364366333393, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235364470530766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235364470530768, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235364470530766"
[1] "Starting iterative with newton 0.235364470530766"
[1] "Starting newton at: 0.300230902813591"
[1] "Newton iter: 1, lambda:0.233438245360491, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.234350098130915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.234350268762548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234350268762554, diff to last: 0"
[1] "Final threshold is: 0.00326108316066096"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.30343930956538"
[1] "Starting iterative with newton 2.30343930956538"
[1] "Starting newton at: 0.791365357812529"
[1] "Newton iter: 1, lambda:0.639149038490939, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.648281392427796, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.648316292562426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648316293070604, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648316292562426"
[1] "Starting iterative with newton 0.648316292562426"
[1] "Starting newton at: 0.246035276100314"
[1] "Newton iter: 1, lambda:0.368876556174471, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.373384229905395, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.37339023622139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373390236232048, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.373390236232048"
[1] "Starting iterative with newton 0.373390236232048"
[1] "Starting newton at: 0.28835076106394"
[1] "Newton iter: 1, lambda:0.322918064471352, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.3232437116103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.323243740431024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323243740431024, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.323243740431024"
[1] "Starting iterative with newton 0.323243740431024"
[1] "Starting newton at: 0.27734168920447"
[1] "Newton iter: 1, lambda:0.313589904596172, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.313942252240255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313942285442447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313942285442447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313942285442447"
[1] "Starting iterative with newton 0.313942285442447"
[1] "Starting newton at: 0.282434882042598"
[1] "Newton iter: 1, lambda:0.311977788320313, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.312211016836548, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312211031340093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312211031340093, diff to last: 0"
[1] "Final threshold is: 0.00434454862054113"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.36290061572406"
[1] "Starting iterative with newton 2.36290061572406"
[1] "Starting newton at: 0.58054978194453"
[1] "Newton iter: 1, lambda:0.622993137314654, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.623724064101154, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623724278197276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623724278197295, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623724278197276"
[1] "Starting iterative with newton 0.623724278197276"
[1] "Starting newton at: 0.271608250440113"
[1] "Newton iter: 1, lambda:0.3575483636265, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.359652063602375, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359653313312733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359653313313174, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.359653313312733"
[1] "Starting iterative with newton 0.359653313312733"
[1] "Starting newton at: 0.275480478099264"
[1] "Newton iter: 1, lambda:0.311865103065766, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.312214042015502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312214074009291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312214074009291, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312214074009291"
[1] "Starting iterative with newton 0.312214074009291"
[1] "Starting newton at: 0.267471122991311"
[1] "Newton iter: 1, lambda:0.303164049475125, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.303495125919675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303495154323666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303495154323666, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303495154323666"
[1] "Starting iterative with newton 0.303495154323666"
[1] "Starting newton at: 0.270297286460416"
[1] "Newton iter: 1, lambda:0.301632046087588, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.30188645702303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301886473751817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301886473751817, diff to last: 0"
[1] "Final threshold is: 0.00420087803262081"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27824290943324"
[1] "Starting iterative with newton 1.27824290943324"
[1] "Starting newton at: 0.890782622249184"
[1] "Newton iter: 1, lambda:0.76713413441502, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.774905230599726, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.77493776667868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774937767247272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.774937767247272"
[1] "Starting iterative with newton 0.774937767247272"
[1] "Starting newton at: 0.61976348914882"
[1] "Newton iter: 1, lambda:0.647220216015839, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.647587102375784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.647587167363239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.647587167363241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.647587167363241"
[1] "Starting iterative with newton 0.647587167363241"
[1] "Starting newton at: 0.621260267017239"
[1] "Newton iter: 1, lambda:0.612995019620942, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.613026918839939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.613026919316209, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.613026919316209"
[1] "Starting iterative with newton 0.613026919316209"
[1] "Starting newton at: 0.627249595738095"
[1] "Newton iter: 1, lambda:0.603201781764199, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.603468280900977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.603468313856416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603468313856417, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.603468313856416"
[1] "Starting iterative with newton 0.603468313856416"
[1] "Starting newton at: 0.630152809128046"
[1] "Newton iter: 1, lambda:0.600404119363619, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.600810299040759, diff to last: 0"
[1] "Newton iter: 3, lambda:0.600810375412114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600810375412117, diff to last: 0"
[1] "Final threshold is: 0.00836053062090603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.02160013104756"
[1] "Starting iterative with newton 1.02160013104756"
[1] "Starting newton at: 0.779506635483055"
[1] "Newton iter: 1, lambda:0.850532278792325, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.8536795979662, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.853685605600069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853685605621927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853685605600069"
[1] "Starting iterative with newton 0.853685605600069"
[1] "Starting newton at: 0.756701456971619"
[1] "Newton iter: 1, lambda:0.802462956165221, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.803710166013062, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.803711076266147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.803711076266632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.803711076266147"
[1] "Starting iterative with newton 0.803711076266147"
[1] "Starting newton at: 0.752639191843405"
[1] "Newton iter: 1, lambda:0.787607399885951, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.788324577106941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.788324874764848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.788324874764899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.788324874764848"
[1] "Starting iterative with newton 0.788324874764848"
[1] "Starting newton at: 0.751540991409897"
[1] "Newton iter: 1, lambda:0.782962000688013, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.783538264397136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783538455913998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.78353845591402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.783538455913998"
[1] "Starting iterative with newton 0.783538455913998"
[1] "Starting newton at: 0.750499174269311"
[1] "Newton iter: 1, lambda:0.781484838889399, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.782044540905108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.782044721378989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782044721379008, diff to last: 0"
[1] "Final threshold is: 0.0108824832386127"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.06278255667673"
[1] "Starting iterative with newton 1.06278255667673"
[1] "Starting newton at: 0.808079689203949"
[1] "Newton iter: 1, lambda:0.82687584490363, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.82708302024116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.827083045211768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.827083045211769, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.827083045211768"
[1] "Starting iterative with newton 0.827083045211768"
[1] "Starting newton at: 0.791505569592013"
[1] "Newton iter: 1, lambda:0.760284397392393, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.760817741387247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.760817899029575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760817899029588, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.760817899029575"
[1] "Starting iterative with newton 0.760817899029575"
[1] "Starting newton at: 0.78571709581076"
[1] "Newton iter: 1, lambda:0.740216563041208, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.741326993646951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.741327667279022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74132766727927, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741327667279022"
[1] "Starting iterative with newton 0.741327667279022"
[1] "Starting newton at: 0.785570301965829"
[1] "Newton iter: 1, lambda:0.734106481374323, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.735517677642413, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.735518760998876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735518760999514, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.735518760998876"
[1] "Starting iterative with newton 0.735518760998876"
[1] "Starting newton at: 0.785285976939204"
[1] "Newton iter: 1, lambda:0.732285533495171, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.73377945449862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.733780667043915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733780667044714, diff to last: 0"
[1] "Final threshold is: 0.01021086849847"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.14346285786442"
[1] "Newton iter: 1, lambda:0.993896552013758, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.00899744223412, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.00916857532778, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0091685971237, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0091685971237, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0091685971237"
[1] "Starting iterative with newton 1.0091685971237"
[1] "Starting newton at: 1.25940387978096"
[1] "Newton iter: 1, lambda:1.11933050758003, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.13353955515834, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.13370312555922, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13370314703982, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13370314703982, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13370314703982"
[1] "Starting iterative with newton 1.13370314703982"
[1] "Starting newton at: 1.30098894216243"
[1] "Newton iter: 1, lambda:1.16287840578527, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.17702825168129, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.17719493466477, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17719495757686, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17719495757686, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17719495757686"
[1] "Starting iterative with newton 1.17719495757686"
[1] "Starting newton at: 1.3059185073889"
[1] "Newton iter: 1, lambda:1.18001612262293, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.19198807263, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.1921083394244, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1921083514627, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1921083514627, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.1921083514627"
[1] "Starting iterative with newton 1.1921083514627"
[1] "Starting newton at: 1.3079872420331"
[1] "Newton iter: 1, lambda:1.18573057487471, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.19708406607592, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.19719252780265, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19719253762443, diff to last: 0"
[1] "Final threshold is: 0.0166594407812343"
threshold is:
[{'ad': 0.00032565723670026543, 'da': 0.0001961864883070807, 'dd': 0.0007171480221961311}, {'ad': 0.0007295906213743355, 'da': 0.0005307221872950112, 'dd': 0.001513082957246114}, {'ad': 0.0017483499148209286, 'da': 0.001478499867341664, 'dd': 0.003261083160660964}, {'ad': 0.004344548620541129, 'da': 0.004200878032620805, 'dd': 0.008360530620906033}, {'ad': 0.01088248323861275, 'da': 0.01021086849847003, 'dd': 0.016659440781234325}]
Number of points in noise estimation: 128
Estimated noise: 0.013915423173528405
0.013915423173528405
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.7354031159595"
[1] "Starting iterative with newton 37.7354031159595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.4973779951073"
[1] "Starting iterative with newton 33.4973779951073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.2166905177461"
[1] "Starting iterative with newton 29.2166905177461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1115814394733"
[1] "Starting iterative with newton 15.1115814394733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.7712239032545"
[1] "Starting iterative with newton 14.7712239032545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.74774029673056"
[1] "Starting iterative with newton 8.74774029673056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.51863499099877"
[1] "Starting iterative with newton 5.51863499099877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.88426430637098"
[1] "Starting iterative with newton 5.88426430637098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.99906695911512"
[1] "Starting iterative with newton 2.99906695911512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30343930956538"
[1] "Starting iterative with newton 2.30343930956538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36290061572406"
[1] "Starting iterative with newton 2.36290061572406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27824290943324"
[1] "Starting iterative with newton 1.27824290943324"
[1] "Starting newton at: 1.50435792524993"
[1] "Newton iter: 1, lambda:1.33831245275794, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.3148102965538, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.31422657383541, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31422620762599, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31422620762585, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31422620762599"
[1] "Starting iterative with newton 1.31422620762599"
[1] "Starting newton at: 1.53160846898081"
[1] "Newton iter: 1, lambda:1.37115405446283, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.35066242671045, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.35024718210481, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35024700873235, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35024700873232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35024700873232"
[1] "Starting iterative with newton 1.35024700873232"
[1] "Starting newton at: 1.56680672309494"
[1] "Newton iter: 1, lambda:1.40623786977837, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.38738580192138, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.3870581572671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38705805657484, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38705805657483, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38705805657484"
[1] "Starting iterative with newton 1.38705805657484"
[1] "Starting newton at: 1.6079530214103"
[1] "Newton iter: 1, lambda:1.43518841532265, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.41532915301346, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41498552306104, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41498541809925, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41498541809924, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41498541809924"
[1] "Starting iterative with newton 1.41498541809924"
[1] "Starting newton at: 1.6483522873197"
[1] "Newton iter: 1, lambda:1.46622345906081, diff to last: 0.182"
[1] "Newton iter: 2, lambda:1.44623973666739, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.44591291208419, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44591282271502, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44591282271501, diff to last: 0"
[1] "Final threshold is: 0.0201204888001104"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02160013104756"
[1] "Starting iterative with newton 1.02160013104756"
[1] "Starting newton at: 1.1939445611717"
[1] "Newton iter: 1, lambda:1.28338272546025, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.27421901029509, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.27412481606564, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27412480605617, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27412480605617, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27412480605617"
[1] "Starting iterative with newton 1.27412480605617"
[1] "Starting newton at: 1.44639719591885"
[1] "Newton iter: 1, lambda:1.54512252128757, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.53808982207485, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.53805845345143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53805845282013, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53805845282013"
[1] "Starting iterative with newton 1.53805845282013"
[1] "Starting newton at: 1.72415074076619"
[1] "Newton iter: 1, lambda:1.73684830393996, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.73678652248343, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73678652107165, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73678652107165"
[1] "Starting iterative with newton 1.73678652107165"
[1] "Starting newton at: 1.9217355947465"
[1] "Newton iter: 1, lambda:1.85946938558649, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.85878519504306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85878508338658, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85878508338658, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85878508338658"
[1] "Starting iterative with newton 1.85878508338658"
[1] "Starting newton at: 2.04895302092984"
[1] "Newton iter: 1, lambda:1.92997678489836, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.92907023532024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92907009208566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92907009208565, diff to last: 0"
[1] "Final threshold is: 0.0268438266627693"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06278255667673"
[1] "Starting iterative with newton 1.06278255667673"
[1] "Starting newton at: 1.25803567365044"
[1] "Newton iter: 1, lambda:1.28866012951061, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.28760615047114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28760492005552, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28760492005384, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28760492005384"
[1] "Starting iterative with newton 1.28760492005384"
[1] "Starting newton at: 1.46466173993279"
[1] "Newton iter: 1, lambda:1.50604960331033, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.50477426262908, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.5047731130233, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50477311302237, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50477311302237"
[1] "Starting iterative with newton 1.50477311302237"
[1] "Starting newton at: 1.69036511378836"
[1] "Newton iter: 1, lambda:1.68208043816982, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.68204977926892, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68204977884094, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68204977884094"
[1] "Starting iterative with newton 1.68204977884094"
[1] "Starting newton at: 1.87916846492118"
[1] "Newton iter: 1, lambda:1.80296712498794, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.80157665890265, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80157604686631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80157604686619, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80157604686631"
[1] "Starting iterative with newton 1.80157604686631"
[1] "Starting newton at: 2.01198912101129"
[1] "Newton iter: 1, lambda:1.87681888900304, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.87470817369352, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87470708681063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87470708681034, diff to last: 0"
[1] "Final threshold is: 0.0260873424393826"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139154231735284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.53516093319676"
[1] "Newton iter: 1, lambda:1.67027468158267, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.6591198381802, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.65905800484047, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65905800289893, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65905800289893"
[1] "Starting iterative with newton 1.65905800289893"
[1] "Starting newton at: 2.19412098712422"
[1] "Newton iter: 1, lambda:2.13211731477691, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.13281544491214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13281550937275, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13281550937275, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13281550937275"
[1] "Starting iterative with newton 2.13281550937275"
[1] "Starting newton at: 2.2816742837063"
[1] "Newton iter: 1, lambda:2.3146258248085, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.31485783649503, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31485784918471, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31485784918471, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.31485784918471"
[1] "Starting iterative with newton 2.31485784918471"
[1] "Starting newton at: 2.47948509966768"
[1] "Newton iter: 1, lambda:2.38838458974608, diff to last: 0.091"
[1] "Newton iter: 2, lambda:2.39095827573692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39096002932633, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39096002932715, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39096002932633"
[1] "Starting iterative with newton 2.39096002932633"
[1] "Starting newton at: 2.53973782842449"
[1] "Newton iter: 1, lambda:2.41128363721238, diff to last: 0.128"
[1] "Newton iter: 2, lambda:2.41672227435978, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41673032964472, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41673032966258, diff to last: 0"
[1] "Final threshold is: 0.0336298252335556"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.020120488800110383}, {'ad': 0.02684382666276928, 'da': 0.026087342439382568, 'dd': 0.03362982523355562}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.550742918203211. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006804898211834242
0.006804898211834242
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.1656072781607"
[1] "Starting iterative with newton 77.1656072781607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.499215637777"
[1] "Starting iterative with newton 68.499215637777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.7455832002613"
[1] "Starting iterative with newton 59.7455832002613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.9018656863681"
[1] "Starting iterative with newton 30.9018656863681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.20586421811"
[1] "Starting iterative with newton 30.20586421811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.8883657406421"
[1] "Starting iterative with newton 17.8883657406421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2851271024801"
[1] "Starting iterative with newton 11.2851271024801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.0328071543585"
[1] "Starting iterative with newton 12.0328071543585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.13283028822629"
[1] "Starting iterative with newton 6.13283028822629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.7103324325115"
[1] "Starting iterative with newton 4.7103324325115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8319256161112"
[1] "Starting iterative with newton 4.8319256161112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.61389523393491"
[1] "Starting iterative with newton 2.61389523393491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.08908314204263"
[1] "Starting iterative with newton 2.08908314204263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.17329760963681"
[1] "Starting iterative with newton 2.17329760963681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37927269563905"
[1] "Starting iterative with newton 1.37927269563905"
[1] "Starting newton at: 1.60150657063662"
[1] "Newton iter: 1, lambda:1.3959995452028, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.36633630084448, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.36549181291757, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36549111069145, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36549111069097, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36549111069097"
[1] "Starting iterative with newton 1.36549111069097"
[1] "Starting newton at: 1.58845828736266"
[1] "Newton iter: 1, lambda:1.38350192272941, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.35303372657737, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.35212021392256, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35211937170305, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35211937170233, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35211937170233"
[1] "Starting iterative with newton 1.35211937170233"
[1] "Starting newton at: 1.57515316593305"
[1] "Newton iter: 1, lambda:1.37084883608475, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.33957935704796, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.33859261008301, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33859160276314, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33859160276209, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33859160276314"
[1] "Starting iterative with newton 1.33859160276314"
[1] "Starting newton at: 1.56276620809028"
[1] "Newton iter: 1, lambda:1.35830175443716, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.32601980709019, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.3249413605248, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32494012701389, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32494012701227, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32494012701227"
[1] "Starting iterative with newton 1.32494012701227"
[1] "Starting newton at: 1.55344886355846"
[1] "Newton iter: 1, lambda:1.34795602957425, diff to last: 0.205"
[1] "Newton iter: 2, lambda:1.31458282711098, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31340584295617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31340434275657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31340434275413, diff to last: 0"
[1] "Final threshold is: 0.00893758286342292"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008937582863422921}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.550742918203211. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006804898211834242
0.006804898211834242
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318178413313033, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.031838110256837, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031838110265059, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.031838110256837"
[1] "Starting iterative with newton 0.031838110256837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0143092610177881, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014312016174036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0143120161741382, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.014312016174036"
[1] "Starting iterative with newton 0.014312016174036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141002832947698, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141029506886942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141029506887896, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141029506886942"
[1] "Starting iterative with newton 0.0141029506886942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014097787677646, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141004540313002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141004540313956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141004540313002"
[1] "Starting iterative with newton 0.0141004540313002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140977578746545, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141004242158868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141004242159821, diff to last: 0"
[1] "Final threshold is: 9.59519515327922e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308046313031017, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0308235028961558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.030823502903236, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0308235028961558"
[1] "Starting iterative with newton 0.0308235028961558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00153458106372296, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00153459237620801, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00153459237620801, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00153459237620801"
[1] "Starting iterative with newton 0.00153459237620801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0014347918766391, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00143480130954661, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0014347918766391"
[1] "Starting iterative with newton 0.0014347918766391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00143446119950864, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00143447062653614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00143446119950864"
[1] "Starting iterative with newton 0.00143446119950864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00143446010395335, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00143446953096137, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.76135499633972e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732147975613862, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0734200818544398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0734200834646468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0734200818544398"
[1] "Starting iterative with newton 0.0734200818544398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280048209206056, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280258261854903, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028025826197308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0280258261854903"
[1] "Starting iterative with newton 0.0280258261854903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027051025172718, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270702615349916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270702615447194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0270702615349916"
[1] "Starting iterative with newton 0.0270702615349916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0270309052710595, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270501054808081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270501054904956, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0270501054808081"
[1] "Starting iterative with newton 0.0270501054808081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0270304808594309, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270496803070809, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270496803167676, diff to last: 0"
[1] "Final threshold is: 0.000184070321152343"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0839152364541284, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842915549243428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0842915624781447, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0842915549243428"
[1] "Starting iterative with newton 0.0842915549243428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271519312479482, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271715278401843, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271715278503922, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0271715278401843"
[1] "Starting iterative with newton 0.0271715278401843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0259897419976953, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260072856546256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260072856626195, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0260072856626195"
[1] "Starting iterative with newton 0.0260072856626195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0259660379331754, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259835412367432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0259835412446965, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0259835412446965"
[1] "Starting iterative with newton 0.0259835412446965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0259655544936599, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259830569748505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025983056982803, diff to last: 0"
[1] "Final threshold is: 0.000176812057946147"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131426819169451"
[1] "Newton iter: 1, lambda:0.0783623909740765, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0784853530986405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0784853537603095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0784853537603095"
[1] "Starting iterative with newton 0.0784853537603095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140928166460787, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0140957473356455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0140957473357722, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0140957473356455"
[1] "Starting iterative with newton 0.0140957473356455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133823056879842, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0133848449707133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133848449708047, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0133848449707133"
[1] "Starting iterative with newton 0.0133848449707133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133744956270542, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0133770308486133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133770308487044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0133770308486133"
[1] "Starting iterative with newton 0.0133770308486133"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0133744097845966, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0133769449615465, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0133769449616375, diff to last: 0"
[1] "Final threshold is: 9.10287488486325e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1612273620587, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.163905957106985, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.163906691389361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163906691389416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163906691389361"
[1] "Starting iterative with newton 0.163906691389361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606743707214444, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0608795316438905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0608795339888611, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0608795316438905"
[1] "Starting iterative with newton 0.0608795316438905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566159123157558, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567880122877475, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567880138777004, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0567880138777004"
[1] "Starting iterative with newton 0.0567880138777004"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0564545160050817, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0566253749287079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566253764934272, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0566253749287079"
[1] "Starting iterative with newton 0.0566253749287079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0564481004058372, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0566189101117377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566189116754609, diff to last: 0"
[1] "Final threshold is: 0.000385285930816345"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.434564122177761"
[1] "Newton iter: 1, lambda:0.218569618998917, diff to last: 0.216"
[1] "Newton iter: 2, lambda:0.224983916436066, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.224989738428358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224989738433152, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224989738433152"
[1] "Starting iterative with newton 0.224989738433152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0625635094476532, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0628008904965761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.062800893914145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0628008904965761"
[1] "Starting iterative with newton 0.0628008904965761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0554803550148129, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0556540419442493, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055654043646735, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0556540419442493"
[1] "Starting iterative with newton 0.0556540419442493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551704736313204, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553416655128625, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553416671613962, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0553416671613962"
[1] "Starting iterative with newton 0.0553416671613962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551569345441255, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553280179496539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553280195958638, diff to last: 0"
[1] "Final threshold is: 0.000376501541612224"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.185254602309371, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.189435677209629, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189437790881821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189437790882361, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.189437790882361"
[1] "Starting iterative with newton 0.189437790882361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0543011782763063, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0544519506156973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0544519517781153, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0544519517781153"
[1] "Starting iterative with newton 0.0544519517781153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0493644600872803, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.049482108457994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0494821091262846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.049482108457994"
[1] "Starting iterative with newton 0.049482108457994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049182455433544, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492989882411147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492989888953909, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0492989888953909"
[1] "Starting iterative with newton 0.0492989888953909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0491757488095965, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492922406489125, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492922413026772, diff to last: 0"
[1] "Final threshold is: 0.00033542868469789"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.367771787796696"
[1] "Newton iter: 1, lambda:0.365552796075884, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.365553906506987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.365553906507265, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.365553906506987"
[1] "Starting iterative with newton 0.365553906506987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127267429989288, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129136908349982, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129137311205202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129137311205221, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.129137311205202"
[1] "Starting iterative with newton 0.129137311205202"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107752975534043, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.10899008282354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108990245805152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108990245805155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108990245805155"
[1] "Starting iterative with newton 0.108990245805155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106076567616316, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107266727605918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107266877359439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107266877359441, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107266877359439"
[1] "Starting iterative with newton 0.107266877359439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105933132510896, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107119327296116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10711947596032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107119475960323, diff to last: 0"
[1] "Final threshold is: 0.000728937130415004"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.671675390074334"
[1] "Newton iter: 1, lambda:0.485306510916003, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.495238380918314, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.495268211840235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495268212108697, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.495268211840235"
[1] "Starting iterative with newton 0.495268211840235"
[1] "Starting newton at: 0.32562012249452"
[1] "Newton iter: 1, lambda:0.177579642188101, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.180843442381865, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.180845042121283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180845042121667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.180845042121283"
[1] "Starting iterative with newton 0.180845042121283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146474657074056, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149394180375154, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149395338840613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149395338840796, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.149395338840796"
[1] "Starting iterative with newton 0.149395338840796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143424658758669, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.146193723612726, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146194754672301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146194754672444, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146194754672301"
[1] "Starting iterative with newton 0.146194754672301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143113429022913, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145867433569621, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145868452327886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145868452328026, diff to last: 0"
[1] "Final threshold is: 0.000992619970409063"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.320795739168626"
[1] "Newton iter: 1, lambda:0.470540718678223, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.477117682158846, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.477130016649172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477130016692487, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.477130016649172"
[1] "Starting iterative with newton 0.477130016649172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166267703743718, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.170279229912441, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.170281560720379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170281560721166, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.170281560720379"
[1] "Starting iterative with newton 0.170281560720379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138134364080066, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140619446277844, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140620250105129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140620250105213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.140620250105213"
[1] "Starting iterative with newton 0.140620250105213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135385648244917, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137746523665874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137747241227639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137747241227705, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.137747241227639"
[1] "Starting iterative with newton 0.137747241227639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135119124191887, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137468177732407, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137468887366284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137468887366348, diff to last: 0"
[1] "Final threshold is: 0.000935461785821667"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.61389523393491"
[1] "Starting iterative with newton 2.61389523393491"
[1] "Starting newton at: 0.562486338836499"
[1] "Newton iter: 1, lambda:0.611884609933911, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.612849424598732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612849787464401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612849787464453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.612849787464401"
[1] "Starting iterative with newton 0.612849787464401"
[1] "Starting newton at: 0.281450115766917"
[1] "Newton iter: 1, lambda:0.327461541513001, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.32801268008945, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328012758830963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328012758830965, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.328012758830963"
[1] "Starting iterative with newton 0.328012758830963"
[1] "Starting newton at: 0.273788763477459"
[1] "Newton iter: 1, lambda:0.281407890301713, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.281421765557079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28142176560307, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281421765557079"
[1] "Starting iterative with newton 0.281421765557079"
[1] "Starting newton at: 0.27327181364817"
[1] "Newton iter: 1, lambda:0.273606271816207, diff to last: 0"
[1] "Newton iter: 2, lambda:0.27360629816142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27360629816142, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.27360629816142"
[1] "Starting iterative with newton 0.27360629816142"
[1] "Starting newton at: 0.275277100069483"
[1] "Newton iter: 1, lambda:0.27228746751867, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.27228956696543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272289566966466, diff to last: 0"
[1] "Final threshold is: 0.00185290278735122"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.08908314204263"
[1] "Starting iterative with newton 2.08908314204263"
[1] "Starting newton at: 0.523910066436966"
[1] "Newton iter: 1, lambda:0.650584105465056, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.657743335828687, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.657765448273114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657765448483571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.657765448273114"
[1] "Starting iterative with newton 0.657765448273114"
[1] "Starting newton at: 0.538321656038223"
[1] "Newton iter: 1, lambda:0.398863587625184, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.404909701616692, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.404921361053532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404921361096854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.404921361053532"
[1] "Starting iterative with newton 0.404921361053532"
[1] "Starting newton at: 0.271022908964986"
[1] "Newton iter: 1, lambda:0.352709070821439, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.354700108382827, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.35470128290227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354701282902679, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.354701282902679"
[1] "Starting iterative with newton 0.354701282902679"
[1] "Starting newton at: 0.274561954641179"
[1] "Newton iter: 1, lambda:0.343155032122323, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.344535486998124, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.344536042886738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344536042886828, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.344536042886738"
[1] "Starting iterative with newton 0.344536042886738"
[1] "Starting newton at: 0.271541891297439"
[1] "Newton iter: 1, lambda:0.341056875318674, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.342470158391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34247073918645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342470739186548, diff to last: 0"
[1] "Final threshold is: 0.00233047852069543"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.17329760963681"
[1] "Starting iterative with newton 2.17329760963681"
[1] "Starting newton at: 0.550414571263503"
[1] "Newton iter: 1, lambda:0.640284873101089, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.643744395292816, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.643749393119213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.643749393129632, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.643749393119213"
[1] "Starting iterative with newton 0.643749393119213"
[1] "Starting newton at: 0.260709760110746"
[1] "Newton iter: 1, lambda:0.383156498366133, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.387783777710976, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.387790307432501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387790307445496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387790307432501"
[1] "Starting iterative with newton 0.387790307432501"
[1] "Starting newton at: 0.275858419092557"
[1] "Newton iter: 1, lambda:0.337959721420251, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.339058403971781, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339058746014371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339058746014404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.339058746014371"
[1] "Starting iterative with newton 0.339058746014371"
[1] "Starting newton at: 0.271999239340091"
[1] "Newton iter: 1, lambda:0.328688910599739, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.329590330029444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32959055688252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329590556882534, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.32959055688252"
[1] "Starting iterative with newton 0.32959055688252"
[1] "Starting newton at: 0.276018559112191"
[1] "Newton iter: 1, lambda:0.327016519535989, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.327743555505948, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327743702645397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327743702645403, diff to last: 0"
[1] "Final threshold is: 0.00223026253607159"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00680489821183424"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.37927269563905"
[1] "Starting iterative with newton 1.37927269563905"
[1] "Starting newton at: 0.645482828209227"
[1] "Newton iter: 1, lambda:0.744896668750032, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.750105900478832, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.750119749820861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750119749918555, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.750119749820861"
[1] "Starting iterative with newton 0.750119749820861"
[1] "Starting newton at: 0.635628547690895"
[1] "Newton iter: 1, lambda:0.602929078963159, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.603405388442853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.60340549048725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603405490487254, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.60340549048725"
[1] "Starting iterative with newton 0.60340549048725"
[1] "Starting newton at: 0.626296317844069"
[1] "Newton iter: 1, lambda:0.56368715221123, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.56536165117007, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565362870239608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565362870240254, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.565362870239608"
[1] "Starting iterative with newton 0.565362870239608"
[1] "Starting newton at: 0.625727079295486"
[1] "Newton iter: 1, lambda:0.553003455512391, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.5552362300135, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.555238377685963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.555238377687949, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.555238377685963"
[1] "Starting iterative with newton 0.555238377685963"
[1] "Starting newton at: 0.625709938304249"
[1] "Newton iter: 1, lambda:0.550118607047379, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.552523233244078, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.552525718109851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552525718112503, diff to last: 0"
[1] "Final threshold is: 0.00375988127115816"
threshold is:
[{'ad': 9.595195153279215e-05, 'da': 9.761354996339725e-06, 'dd': 0.00018407032115234305}, {'ad': 0.0001768120579461474, 'da': 9.102874884863251e-05, 'dd': 0.0003852859308163447}, {'ad': 0.00037650154161222366, 'da': 0.0003354286846978904, 'dd': 0.000728937130415004}, {'ad': 0.0009926199704090627, 'da': 0.000935461785821667, 'dd': 0.001852902787351223}, {'ad': 0.002330478520695427, 'da': 0.0022302625360715927, 'dd': 0.0037598812711581568}]
Number of points in noise estimation: 128
Estimated noise: 0.013915423173528405
0.013915423173528405
threshold is:
[{'ad': 0.004136067089791418, 'da': 0.01493290595962285, 'dd': 0.0029326840688385647}, {'ad': 0.0007278040064417901, 'da': 0.0007045899460433117, 'dd': 0.0015433071977709288}, {'ad': 0.0015250261686365896, 'da': 0.0012434632116628402, 'dd': 0.0031349143479238173}, {'ad': 0.004331268374488939, 'da': 0.003610509352276411, 'dd': 0.007465970362778303}, {'ad': 0.009028151116800137, 'da': 0.009083008649527002, 'dd': 0.013262915118814838}]
['stjerten256', 0.05, 1, 0.0003979488329572049, 0.00029470965687474523, 0.0003122900295961629, 0.0007185863327528722, 0.0002848157026890039, 0.00039010699925394866, 0.0003581080534401772, 0.0003965515887757082, 34.00172764591816, 35.30605633207755, 35.054418811572205, 31.435210471737527, 35.45436070501508, 34.08816257557734, 34.459859120925344, 34.01700305791016]
stjerten256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.013927458761319577
0.013927458761319577
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0813438781941935, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816549961123434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0816550006538509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0816549961123434"
[1] "Starting iterative with newton 0.0816549961123434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149556685116684, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014961515283265, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149615152841586, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0149615152841586"
[1] "Starting iterative with newton 0.0149615152841586"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134658507575313, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134703416774356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134703416779352, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0134703416779352"
[1] "Starting iterative with newton 0.0134703416779352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134336849365434, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134381488187495, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134381488192424, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0134381488187495"
[1] "Starting iterative with newton 0.0134381488187495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134329910639552, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134374543639425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134374543644352, diff to last: 0"
[1] "Final threshold is: 0.000187149591510922"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471337259951564, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472017978824384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472017980243436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0472017978824384"
[1] "Starting iterative with newton 0.0472017978824384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0105233826453221, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0105247576961882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0105247576962117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0105247576962117"
[1] "Starting iterative with newton 0.0105247576962117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01013002018702, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101312677039736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101312677039925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0101312677039736"
[1] "Starting iterative with newton 0.0101312677039736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101258288742117, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101270750754998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101270750755187, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0101270750754998"
[1] "Starting iterative with newton 0.0101270750754998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101257842192286, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101270304065043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101270304065231, diff to last: 0"
[1] "Final threshold is: 0.000141043798361218"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847888228562719, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0851128922354805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0851128969552415, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0851128922354805"
[1] "Starting iterative with newton 0.0851128922354805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276700758098792, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276894592614933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276894592710064, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0276894592614933"
[1] "Starting iterative with newton 0.0276894592614933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0266149565493337, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266324058015277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266324058090288, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0266324058015277"
[1] "Starting iterative with newton 0.0266324058015277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0265954014692349, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266128164771224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266128164845904, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0266128164771224"
[1] "Starting iterative with newton 0.0266128164771224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0265950390319344, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266124534056624, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266124534131298, diff to last: 0"
[1] "Final threshold is: 0.000370643847344902"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153990803618617, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156336844986228, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156337386883066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156337386883095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156337386883066"
[1] "Starting iterative with newton 0.156337386883066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0579116389911087, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0580915233788072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0580915251138697, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0580915251138697"
[1] "Starting iterative with newton 0.0580915251138697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539224077009162, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540734280456483, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540734292299909, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0540734280456483"
[1] "Starting iterative with newton 0.0540734280456483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0537588036357085, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0539087047245784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539087058898477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0539087058898477"
[1] "Starting iterative with newton 0.0539087058898477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0537520962302108, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0539019515386928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539019527031856, diff to last: 0"
[1] "Final threshold is: 0.000750717223428215"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.131078599550215"
[1] "Newton iter: 1, lambda:0.170087491350945, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.170253522540712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.170253525540397, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.170253522540712"
[1] "Starting iterative with newton 0.170253522540712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454856951704181, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455832006895258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455832011375955, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0455832006895258"
[1] "Starting iterative with newton 0.0455832006895258"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0406916694387002, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0407657106611782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0407657109063284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0407657109063284"
[1] "Starting iterative with newton 0.0407657109063284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405083988111875, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0405816196712666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0405816199105085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0405816199105085"
[1] "Starting iterative with newton 0.0405816199105085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405013990930318, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0405745887293661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0405745889683847, diff to last: 0"
[1] "Final threshold is: 0.000565100911285748"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.256956443153062, diff to last: 0.257"
[1] "Newton iter: 2, lambda:0.267854083172218, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.267873363966223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267873364026497, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267873363966223"
[1] "Starting iterative with newton 0.267873363966223"
[1] "Starting newton at: 0.129926656058891"
[1] "Newton iter: 1, lambda:0.114725570050038, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.114747324341486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.114747324386055, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114747324386055"
[1] "Starting iterative with newton 0.114747324386055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103904483615058, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104878646406453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104878731959292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104878731959293, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104878731959293"
[1] "Starting iterative with newton 0.104878731959293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103266772237513, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104226280165182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104226362929143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104226362929144, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104226362929143"
[1] "Starting iterative with newton 0.104226362929143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103224524081199, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104183066817388, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104183149399499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1041831493995, diff to last: 0"
[1] "Final threshold is: 0.00145100651688593"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.2917551941717"
[1] "Newton iter: 1, lambda:0.394196385495232, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.396769277578157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.39677087479963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396770874800245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.39677087479963"
[1] "Starting iterative with newton 0.39677087479963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143201119515418, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145766353718083, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145767175783509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145767175783593, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145767175783509"
[1] "Starting iterative with newton 0.145767175783509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122663944555158, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.1243897962244, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124390137678198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124390137678211, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.124390137678198"
[1] "Starting iterative with newton 0.124390137678198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120894568393579, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122558106842842, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122558421664008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122558421664019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.122558421664019"
[1] "Starting iterative with newton 0.122558421664019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120742805637689, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122401069301589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122401381923335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122401381923346, diff to last: 0"
[1] "Final threshold is: 0.00170474019906577"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.245554309106228"
[1] "Newton iter: 1, lambda:0.377809108128338, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.381961210135912, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.381965226799857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381965226803614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.381965226799857"
[1] "Starting iterative with newton 0.381965226799857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138897631375021, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141198889848872, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141199520334524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141199520334571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141199520334524"
[1] "Starting iterative with newton 0.141199520334524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119628914385948, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121214541960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121214820240179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121214820240188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121214820240188"
[1] "Starting iterative with newton 0.121214820240188"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117999851127662, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119532602109758, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119532860472524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119532860472531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.119532860472524"
[1] "Starting iterative with newton 0.119532860472524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117862615210991, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119390962668742, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.11939121940934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119391219409347, diff to last: 0"
[1] "Final threshold is: 0.00166281628478724"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.96876185767988"
[1] "Starting iterative with newton 2.96876185767988"
[1] "Starting newton at: 0.527590342384914"
[1] "Newton iter: 1, lambda:0.58688794173345, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.588183829821966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588184438570154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588184438570288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588184438570154"
[1] "Starting iterative with newton 0.588184438570154"
[1] "Starting newton at: 0.292690567747258"
[1] "Newton iter: 1, lambda:0.283452048761419, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.283471755065319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283471755155049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.283471755155049"
[1] "Starting iterative with newton 0.283471755155049"
[1] "Starting newton at: 0.332363360342331"
[1] "Newton iter: 1, lambda:0.235306583894629, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.237274672843798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.237275487276867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237275487277007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.237275487276867"
[1] "Starting iterative with newton 0.237275487276867"
[1] "Starting newton at: 0.363842161908045"
[1] "Newton iter: 1, lambda:0.226325390477043, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.230204887552459, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.230208003679853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230208003681863, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230208003679853"
[1] "Starting iterative with newton 0.230208003679853"
[1] "Starting newton at: 0.367875666667582"
[1] "Newton iter: 1, lambda:0.224943633122912, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.229123131796844, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.229126739847613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229126739850302, diff to last: 0"
[1] "Final threshold is: 0.00319115322034323"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.36203441896283"
[1] "Starting iterative with newton 2.36203441896283"
[1] "Starting newton at: 0.525463924062247"
[1] "Newton iter: 1, lambda:0.642472323532953, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.648449597097821, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.648464712247909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648464712344378, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648464712247909"
[1] "Starting iterative with newton 0.648464712247909"
[1] "Starting newton at: 0.283293718862957"
[1] "Newton iter: 1, lambda:0.3628739382634, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.36472696886348, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.36472796594093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364727965941219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36472796594093"
[1] "Starting iterative with newton 0.36472796594093"
[1] "Starting newton at: 0.26941120906302"
[1] "Newton iter: 1, lambda:0.312017022350146, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.312502704508369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312502767418311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312502767418312, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312502767418311"
[1] "Starting iterative with newton 0.312502767418311"
[1] "Starting newton at: 0.27581938822701"
[1] "Newton iter: 1, lambda:0.302526795463092, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.302714244187453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302714253403163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.302714244187453"
[1] "Starting iterative with newton 0.302714244187453"
[1] "Starting newton at: 0.281705693248387"
[1] "Newton iter: 1, lambda:0.300777938988063, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.30087317616174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300873178533111, diff to last: 0"
[1] "Final threshold is: 0.00419039875337987"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.37927255861777"
[1] "Starting iterative with newton 2.37927255861777"
[1] "Starting newton at: 0.501925289968259"
[1] "Newton iter: 1, lambda:0.627728936388357, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.634404124760833, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.63442231322319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.634422313357945, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63442231322319"
[1] "Starting iterative with newton 0.63442231322319"
[1] "Starting newton at: 0.266258156907991"
[1] "Newton iter: 1, lambda:0.359910986999637, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.362425221620739, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.362427017886877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362427017887794, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.362427017886877"
[1] "Starting iterative with newton 0.362427017886877"
[1] "Starting newton at: 0.25362488511271"
[1] "Newton iter: 1, lambda:0.31381990473737, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.314775998073519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.314776238186658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314776238186673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314776238186658"
[1] "Starting iterative with newton 0.314776238186658"
[1] "Starting newton at: 0.259674137208716"
[1] "Newton iter: 1, lambda:0.30567924864648, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.306229019846028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306229098091958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30622909809196, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.306229098091958"
[1] "Starting iterative with newton 0.306229098091958"
[1] "Starting newton at: 0.255428675494076"
[1] "Newton iter: 1, lambda:0.304076281670055, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.304689488023228, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.304689585112556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.304689585112558, diff to last: 0"
[1] "Final threshold is: 0.00424355163165869"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.25091439273716"
[1] "Starting iterative with newton 1.25091439273716"
[1] "Starting newton at: 0.900772416154557"
[1] "Newton iter: 1, lambda:0.761430648972867, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.771098498144613, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.771148225102292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771148226412903, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771148225102292"
[1] "Starting iterative with newton 0.771148225102292"
[1] "Starting newton at: 0.587321409899485"
[1] "Newton iter: 1, lambda:0.65094681489797, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.652930101553769, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.652931994953922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652931994955647, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652931994953922"
[1] "Starting iterative with newton 0.652931994953922"
[1] "Starting newton at: 0.581909350581991"
[1] "Newton iter: 1, lambda:0.620440166050485, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.621143013955992, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.621143245401189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621143245401215, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.621143245401189"
[1] "Starting iterative with newton 0.621143245401189"
[1] "Starting newton at: 0.581723007845885"
[1] "Newton iter: 1, lambda:0.611974518122234, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.612403558334288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612403643933519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612403643933522, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.612403643933519"
[1] "Starting iterative with newton 0.612403643933519"
[1] "Starting newton at: 0.583458765660848"
[1] "Newton iter: 1, lambda:0.609665059849661, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.609986014184176, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609986061987087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609986061987088, diff to last: 0"
[1] "Final threshold is: 0.00849555572330488"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.04342492617302"
[1] "Starting iterative with newton 1.04342492617302"
[1] "Starting newton at: 0.751652238149932"
[1] "Newton iter: 1, lambda:0.851407098528194, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.857708689158171, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.857732909818939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85773291017573, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.85773291017573"
[1] "Starting iterative with newton 0.85773291017573"
[1] "Starting newton at: 0.765003161064554"
[1] "Newton iter: 1, lambda:0.80131011038414, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.802092841909745, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.802093200570351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802093200570427, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.802093200570351"
[1] "Starting iterative with newton 0.802093200570351"
[1] "Starting newton at: 0.768174177264787"
[1] "Newton iter: 1, lambda:0.784654643983135, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.784812701169459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.784812715613218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.784812715613218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.784812715613218"
[1] "Starting iterative with newton 0.784812715613218"
[1] "Starting newton at: 0.763947613018392"
[1] "Newton iter: 1, lambda:0.779251746822198, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.779387451378498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.779387461984795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779387461984795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.779387461984795"
[1] "Starting iterative with newton 0.779387461984795"
[1] "Starting newton at: 0.7649218884849"
[1] "Newton iter: 1, lambda:0.77758565829905, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.777678367401033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.777678372345097, diff to last: 0"
[1] "Final threshold is: 0.0108310834604065"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.07811208771004"
[1] "Starting iterative with newton 1.07811208771004"
[1] "Starting newton at: 0.823450997792281"
[1] "Newton iter: 1, lambda:0.819936605595874, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.819943678651617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.81994367868031, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.819943678651617"
[1] "Starting iterative with newton 0.819943678651617"
[1] "Starting newton at: 0.803771051763612"
[1] "Newton iter: 1, lambda:0.747416998949459, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.749106442876135, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.749107997348449, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749107997349764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.749107997348449"
[1] "Starting iterative with newton 0.749107997348449"
[1] "Starting newton at: 0.805977934348719"
[1] "Newton iter: 1, lambda:0.725282227200789, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.728661622478991, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.728667751479754, diff to last: 0"
[1] "Newton iter: 4, lambda:0.728667751499889, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.728667751499889"
[1] "Starting iterative with newton 0.728667751499889"
[1] "Starting newton at: 0.806381921147612"
[1] "Newton iter: 1, lambda:0.718717083947062, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.722676972768228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.722685352074233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.722685352111699, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.722685352074233"
[1] "Starting iterative with newton 0.722685352074233"
[1] "Starting newton at: 0.806234816654504"
[1] "Newton iter: 1, lambda:0.716805522223088, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.720918282132523, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.720927309375437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720927309418864, diff to last: 0"
[1] "Final threshold is: 0.0100406853718403"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.12120443831183"
[1] "Newton iter: 1, lambda:1.01564732595253, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.02353260133805, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02357990191051, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0235799036049, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02357990191051"
[1] "Starting iterative with newton 1.02357990191051"
[1] "Starting newton at: 1.25930906094557"
[1] "Newton iter: 1, lambda:1.14655061463151, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.15615520075514, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.15623143605755, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1562314408302, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15623143605755"
[1] "Starting iterative with newton 1.15623143605755"
[1] "Starting newton at: 1.29847659556003"
[1] "Newton iter: 1, lambda:1.19526624954579, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.20358546292204, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.20364432156861, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20364432449787, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20364432449787"
[1] "Starting iterative with newton 1.20364432449787"
[1] "Starting newton at: 1.2936745178018"
[1] "Newton iter: 1, lambda:1.21534563245923, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.22028110642497, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.22030198868302, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22030198905554, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22030198905554"
[1] "Starting iterative with newton 1.22030198905554"
[1] "Starting newton at: 1.29491626718753"
[1] "Newton iter: 1, lambda:1.22176848101296, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.22610499251106, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22612116538876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22612116561301, diff to last: 0"
[1] "Final threshold is: 0.017076751967333"
threshold is:
[{'ad': 0.00018714959151092242, 'da': 0.00014104379836121767, 'dd': 0.00037064384734490223}, {'ad': 0.0007507172234282153, 'da': 0.0005651009112857485, 'dd': 0.001451006516885932}, {'ad': 0.0017047401990657716, 'da': 0.001662816284787238, 'dd': 0.0031911532203432345}, {'ad': 0.004190398753379871, 'da': 0.004243551631658693, 'dd': 0.008495555723304885}, {'ad': 0.010831083460406472, 'da': 0.0100406853718403, 'dd': 0.017076751967332996}]
Number of points in noise estimation: 128
Estimated noise: 0.013927458761319577
0.013927458761319577
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.6333198788468"
[1] "Starting iterative with newton 37.6333198788468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.7479124120104"
[1] "Starting iterative with newton 32.7479124120104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.369591015805"
[1] "Starting iterative with newton 29.369591015805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5261922305312"
[1] "Starting iterative with newton 15.5261922305312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.7260606281282"
[1] "Starting iterative with newton 14.7260606281282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.73467721969634"
[1] "Starting iterative with newton 8.73467721969634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.7578150348518"
[1] "Starting iterative with newton 5.7578150348518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.89965472847814"
[1] "Starting iterative with newton 5.89965472847814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.96876185767988"
[1] "Starting iterative with newton 2.96876185767988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36203441896283"
[1] "Starting iterative with newton 2.36203441896283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.37927255861777"
[1] "Starting iterative with newton 2.37927255861777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.25091439273716"
[1] "Starting iterative with newton 1.25091439273716"
[1] "Starting newton at: 1.45771595499624"
[1] "Newton iter: 1, lambda:1.34571839840836, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.33437499358703, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.33424298832585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33424297030106, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33424297030106, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33424297030106"
[1] "Starting iterative with newton 1.33424297030106"
[1] "Starting newton at: 1.53644966549235"
[1] "Newton iter: 1, lambda:1.42224076241062, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.41235751107371, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.41227126130893, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41227125467741, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41227125467741"
[1] "Starting iterative with newton 1.41227125467741"
[1] "Starting newton at: 1.62853839327577"
[1] "Newton iter: 1, lambda:1.50581451747668, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.49664240741174, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.49657981474921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49657981180082, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.49657981180082"
[1] "Starting iterative with newton 1.49657981180082"
[1] "Starting newton at: 1.72582809531338"
[1] "Newton iter: 1, lambda:1.57763295341659, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.56719628826959, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.56712682458504, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56712682145917, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56712682145917"
[1] "Starting iterative with newton 1.56712682145917"
[1] "Starting newton at: 1.79401464944889"
[1] "Newton iter: 1, lambda:1.63037622683482, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.61993824313518, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.61987659838613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61987659619723, diff to last: 0"
[1] "Final threshold is: 0.0225607644919637"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04342492617302"
[1] "Starting iterative with newton 1.04342492617302"
[1] "Starting newton at: 1.21184161681729"
[1] "Newton iter: 1, lambda:1.26497638266089, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.26166999017002, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.26165740958865, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26165740940618, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26165740940618"
[1] "Starting iterative with newton 1.26165740940618"
[1] "Starting newton at: 1.44355969889988"
[1] "Newton iter: 1, lambda:1.50956712805597, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.50630822684699, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.50630091646368, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50630091642671, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50630091642671"
[1] "Starting iterative with newton 1.50630091642671"
[1] "Starting newton at: 1.67454688492667"
[1] "Newton iter: 1, lambda:1.69828272098892, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.69803324398243, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69803321797403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69803321797403, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69803321797403"
[1] "Starting iterative with newton 1.69803321797403"
[1] "Starting newton at: 1.8832892624685"
[1] "Newton iter: 1, lambda:1.83332407750205, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.8327877800254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83278770361215, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83278770361215, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83278770361215"
[1] "Starting iterative with newton 1.83278770361215"
[1] "Starting newton at: 2.02487943413412"
[1] "Newton iter: 1, lambda:1.91522906281013, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.9142177204568, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.91421752826298, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91421752826298, diff to last: 0"
[1] "Final threshold is: 0.0266601856850778"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07811208771004"
[1] "Starting iterative with newton 1.07811208771004"
[1] "Starting newton at: 1.26271480131663"
[1] "Newton iter: 1, lambda:1.29982596914568, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.29830277960023, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.29830025898241, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29830025897551, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29830025897551"
[1] "Starting iterative with newton 1.29830025897551"
[1] "Starting newton at: 1.49385310099984"
[1] "Newton iter: 1, lambda:1.52007324274348, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.51958455158755, diff to last: 0"
[1] "Newton iter: 3, lambda:1.51958438774842, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5195843877484, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5195843877484"
[1] "Starting iterative with newton 1.5195843877484"
[1] "Starting newton at: 1.7129858119103"
[1] "Newton iter: 1, lambda:1.68798480918843, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.68771910055471, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68771906870536, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68771906870536, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68771906870536"
[1] "Starting iterative with newton 1.68771906870536"
[1] "Starting newton at: 1.88548638240309"
[1] "Newton iter: 1, lambda:1.79857646473229, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.79677794926236, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.7967768966535, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79677689665314, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79677689665314"
[1] "Starting iterative with newton 1.79677689665314"
[1] "Starting newton at: 2.00186083752374"
[1] "Newton iter: 1, lambda:1.86752162205544, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.86516790178477, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.86516647431292, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86516647431239, diff to last: 0"
[1] "Final threshold is: 0.025977029153989"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0139274587613196"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.51388640532548"
[1] "Newton iter: 1, lambda:1.69533924392606, diff to last: 0.181"
[1] "Newton iter: 2, lambda:1.67513331753598, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.67494304281391, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67494302522168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67494302522168, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67494302522168"
[1] "Starting iterative with newton 1.67494302522168"
[1] "Starting newton at: 2.20188728819818"
[1] "Newton iter: 1, lambda:2.15260404466105, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.15307410760756, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15307414182008, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15307414182008, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15307414182008"
[1] "Starting iterative with newton 2.15307414182008"
[1] "Starting newton at: 2.30596559292597"
[1] "Newton iter: 1, lambda:2.33432902425863, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.33451871924433, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33451872838921, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33451872838921"
[1] "Starting iterative with newton 2.33451872838921"
[1] "Starting newton at: 2.48260417896779"
[1] "Newton iter: 1, lambda:2.4027537847932, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.40479054999183, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.40479171284008, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40479171284046, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40479171284008"
[1] "Starting iterative with newton 2.40479171284008"
[1] "Starting newton at: 2.55208318062202"
[1] "Newton iter: 1, lambda:2.42805852765043, diff to last: 0.124"
[1] "Newton iter: 2, lambda:2.4333166468568, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.43332462592166, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4333246259402, diff to last: 0"
[1] "Final threshold is: 0.0338900283804273"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.02256076449196368}, {'ad': 0.026660185685077796, 'da': 0.025977029153988963, 'dd': 0.033890028380427255}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545270302687036. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006794570951756125
0.006794570951756125
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.1404867777147"
[1] "Starting iterative with newton 77.1404867777147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.1264164987045"
[1] "Starting iterative with newton 67.1264164987045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.2015595412577"
[1] "Starting iterative with newton 60.2015595412577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.8254682372777"
[1] "Starting iterative with newton 31.8254682372777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.1853646935482"
[1] "Starting iterative with newton 30.1853646935482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.904273519922"
[1] "Starting iterative with newton 17.904273519922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.8023245356615"
[1] "Starting iterative with newton 11.8023245356615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.0930664379428"
[1] "Starting iterative with newton 12.0930664379428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.08534499655617"
[1] "Starting iterative with newton 6.08534499655617"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.84167980531864"
[1] "Starting iterative with newton 4.84167980531864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.87701441008923"
[1] "Starting iterative with newton 4.87701441008923"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.56411460598333"
[1] "Starting iterative with newton 2.56411460598333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.13880430905673"
[1] "Starting iterative with newton 2.13880430905673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20990578334911"
[1] "Starting iterative with newton 2.20990578334911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38256385097586"
[1] "Starting iterative with newton 1.38256385097586"
[1] "Starting newton at: 1.59292573864771"
[1] "Newton iter: 1, lambda:1.38682124715178, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.35645284160732, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.35555353438177, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35555272522629, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35555272522563, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35555272522629"
[1] "Starting iterative with newton 1.35555272522629"
[1] "Starting newton at: 1.56639167298958"
[1] "Newton iter: 1, lambda:1.35930833471392, diff to last: 0.207"
[1] "Newton iter: 2, lambda:1.32656922064224, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.3254645646259, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32546327484792, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32546327484616, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32546327484616"
[1] "Starting iterative with newton 1.32546327484616"
[1] "Starting newton at: 1.53799904356236"
[1] "Newton iter: 1, lambda:1.32965442827152, diff to last: 0.208"
[1] "Newton iter: 2, lambda:1.29414792639142, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.2927690714687, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29276694014414, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29276694013905, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29276694013905"
[1] "Starting iterative with newton 1.29276694013905"
[1] "Starting newton at: 1.50752603114344"
[1] "Newton iter: 1, lambda:1.29615541069944, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.25681815393265, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.25500749569522, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.25500356591616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25500356589764, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.25500356591616"
[1] "Starting iterative with newton 1.25500356591616"
[1] "Starting newton at: 1.47054768113949"
[1] "Newton iter: 1, lambda:1.2546478860245, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.20983725288798, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.20728132061485, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.20727280933226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2072728092378, diff to last: 0"
[1] "Final threshold is: 0.00820290076049219"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008202900760492186}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.545270302687036. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.006794570951756125
0.006794570951756125
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391098220585178, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0391542109477021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0391542110048582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0391542109477021"
[1] "Starting iterative with newton 0.0391542109477021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000431324002907607, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000431324362519445, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000431324002907607"
[1] "Starting iterative with newton 0.000431324002907607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000386622915371857, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000386623180132962, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000386622915371857"
[1] "Starting iterative with newton 0.000386622915371857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000386573779148692, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000386574043815571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.000386573779148692"
[1] "Starting iterative with newton 0.000386573779148692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000386573725140335, diff to last: 0"
[1] "Newton iter: 2, lambda:0.00038657398980711, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.62660260355067e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152928105579419, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152960381842438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152960381843876, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0152960381843876"
[1] "Starting iterative with newton 0.0152960381843876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00281325764712206, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00281330193924163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00281330193924164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00281330193924163"
[1] "Starting iterative with newton 0.00281330193924163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00275308983172988, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00275313179307127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00275313179307128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00275313179307127"
[1] "Starting iterative with newton 0.00275313179307127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00275280190704731, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00275284385740471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00275284385740472, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00275284385740471"
[1] "Starting iterative with newton 0.00275284385740471"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00275280052927319, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00275284247957803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00275284247957804, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.87043835465012e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369871750304668, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0370279216648232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370279217142619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0370279216648232"
[1] "Starting iterative with newton 0.0370279216648232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161628648070165, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161668045350634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161668045352975, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0161668045352975"
[1] "Starting iterative with newton 0.0161668045352975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158510988648732, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158548911392463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158548911394633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0158548911392463"
[1] "Starting iterative with newton 0.0158548911392463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01584643161972, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158502216961034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158502216963202, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0158502216961034"
[1] "Starting iterative with newton 0.0158502216961034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158463617484439, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158501517919243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158501517921411, diff to last: 0"
[1] "Final threshold is: 0.000107694980946334"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.114622874967706"
[1] "Newton iter: 1, lambda:0.0915287028920727, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0915589818361829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0915589818882882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0915589818361829"
[1] "Starting iterative with newton 0.0915589818361829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0266268985993437, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0266456675979087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0266456676072344, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0266456675979087"
[1] "Starting iterative with newton 0.0266456675979087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253289629739508, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.025345474841791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253454748488081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.025345474841791"
[1] "Starting iterative with newton 0.025345474841791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253030034974167, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253194721078341, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253194721148105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0253194721078341"
[1] "Starting iterative with newton 0.0253194721078341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253024843434541, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253189520895297, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253189520965053, diff to last: 0"
[1] "Final threshold is: 0.000172031416396423"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0769188543015576, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0772167396040101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0772167440655479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0772167440655479"
[1] "Starting iterative with newton 0.0772167440655479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152106136535051, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152151904389649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152151904393792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0152151904393792"
[1] "Starting iterative with newton 0.0152151904393792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141766584803382, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014180488698413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141804886986926, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141804886986926"
[1] "Starting iterative with newton 0.0141804886986926"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141597148120986, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141635334339334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141635334342111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141635334342111"
[1] "Starting iterative with newton 0.0141635334342111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141594372495521, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.014163255681593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141632556818707, diff to last: 0"
[1] "Final threshold is: 9.62332456383334e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154320709096638, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156645625294569, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156646149947637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156646149947663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156646149947637"
[1] "Starting iterative with newton 0.156646149947637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0600145725197396, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0602088960713229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0602088981074822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0602088960713229"
[1] "Starting iterative with newton 0.0602088960713229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0558940678865109, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0560587466683321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0560587480971813, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0560587466683321"
[1] "Starting iterative with newton 0.0560587466683321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0557155516085163, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558790064287604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0558790078349619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0558790064287604"
[1] "Starting iterative with newton 0.0558790064287604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.055707818751337, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0558712206642992, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055871222069526, diff to last: 0"
[1] "Final threshold is: 0.000379620982512717"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.416036208939046"
[1] "Newton iter: 1, lambda:0.203533705642374, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.209351768674157, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.209356243790101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209356243792747, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.209356243792747"
[1] "Starting iterative with newton 0.209356243792747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0653586027784196, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.065614047882132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656140517833573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0656140517833573"
[1] "Starting iterative with newton 0.0656140517833573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0591855081807154, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0593842455758074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0593842478164334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0593842455758074"
[1] "Starting iterative with newton 0.0593842455758074"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0589176622009542, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0591141427679853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0591141449528822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0591141449528822"
[1] "Starting iterative with newton 0.0591141449528822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0589060480415554, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0591024311254839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0591024333079911, diff to last: 0"
[1] "Final threshold is: 0.00040157566170338"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.197299022640458, diff to last: 0.197"
[1] "Newton iter: 2, lambda:0.202119662399506, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.202122512364552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202122512365547, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.202122512365547"
[1] "Starting iterative with newton 0.202122512365547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0628143682732281, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0630463107752935, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0630463139371577, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0630463139371577"
[1] "Starting iterative with newton 0.0630463139371577"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.056800283516398, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0569804375247795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0569804393369357, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0569804375247795"
[1] "Starting iterative with newton 0.0569804375247795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565385366556298, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567166191739802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567166209405929, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0567166191739802"
[1] "Starting iterative with newton 0.0567166191739802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565271530104417, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567051457781442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.056705147542798, diff to last: 0"
[1] "Final threshold is: 0.000385287136319275"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.438007871793166"
[1] "Newton iter: 1, lambda:0.367738309798178, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.368851262124049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.368851545077486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368851545077505, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.368851545077505"
[1] "Starting iterative with newton 0.368851545077505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121416878810124, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.1230402597069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123040549729324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123040549729333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123040549729324"
[1] "Starting iterative with newton 0.123040549729324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103678229084521, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.10475209285581, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104752208060612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104752208060613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104752208060612"
[1] "Starting iterative with newton 0.104752208060612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102360099352371, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.10339893130551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103399038306346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103399038306347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103399038306346"
[1] "Starting iterative with newton 0.103399038306346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102262540432468, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103298810430184, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103298916844322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103298916844323, diff to last: 0"
[1] "Final threshold is: 0.000701871819738303"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.441122549837224"
[1] "Newton iter: 1, lambda:0.482707890383938, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.483220947897609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483221025260801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483221025260802, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.483221025260801"
[1] "Starting iterative with newton 0.483221025260801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164362750182216, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168255149792615, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168257328844033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168257328844716, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.168257328844033"
[1] "Starting iterative with newton 0.168257328844033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135311153476944, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137671598602627, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137672316539687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137672316539753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137672316539687"
[1] "Starting iterative with newton 0.137672316539687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132458624279357, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134694767650802, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13469540466852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134695404668572, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134695404668572"
[1] "Starting iterative with newton 0.134695404668572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132180740436625, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134405007497716, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134405637063895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134405637063945, diff to last: 0"
[1] "Final threshold is: 0.000913228637346617"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.344295009344171"
[1] "Newton iter: 1, lambda:0.472320219410102, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.477187135611358, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.477193996377896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477193996391514, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.477193996377896"
[1] "Starting iterative with newton 0.477193996377896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171884129549493, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176221489178926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.17622424351339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176224243514501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17622424351339"
[1] "Starting iterative with newton 0.17622424351339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143842811210528, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146603055670705, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146604070814567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146604070814704, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146604070814704"
[1] "Starting iterative with newton 0.146604070814704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141014626109338, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143640923512165, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143641833463749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143641833463858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143641833463749"
[1] "Starting iterative with newton 0.143641833463749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140731116196644, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143344224370842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14334512430772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143345124307826, diff to last: 0"
[1] "Final threshold is: 0.000973968617697828"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.56411460598333"
[1] "Starting iterative with newton 2.56411460598333"
[1] "Starting newton at: 0.522733214851364"
[1] "Newton iter: 1, lambda:0.611370599386122, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.614492784099693, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.614496565289775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614496565295316, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.614496565295316"
[1] "Starting iterative with newton 0.614496565295316"
[1] "Starting newton at: 0.303000155891994"
[1] "Newton iter: 1, lambda:0.329376168028597, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.329560291039002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.329560299988675, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.329560299988675"
[1] "Starting iterative with newton 0.329560299988675"
[1] "Starting newton at: 0.294874004379075"
[1] "Newton iter: 1, lambda:0.281577340765001, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.281620141691437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281620142135355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281620142135355"
[1] "Starting iterative with newton 0.281620142135355"
[1] "Starting newton at: 0.29135864101412"
[1] "Newton iter: 1, lambda:0.273357516960282, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.27343473604769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273434737470416, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.27343473604769"
[1] "Starting iterative with newton 0.27343473604769"
[1] "Starting newton at: 0.28976858580043"
[1] "Newton iter: 1, lambda:0.271958622708523, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.272034010584703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272034011937124, diff to last: 0"
[1] "Final threshold is: 0.00184835438620854"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.13880430905673"
[1] "Starting iterative with newton 2.13880430905673"
[1] "Starting newton at: 0.517312772117245"
[1] "Newton iter: 1, lambda:0.652492229087664, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.660703276495683, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.660732509588445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.660732509957976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.660732509957976"
[1] "Starting iterative with newton 0.660732509957976"
[1] "Starting newton at: 0.259775256030822"
[1] "Newton iter: 1, lambda:0.394697086997085, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.40051840301773, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.400529100105812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400529100141904, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.400529100105812"
[1] "Starting iterative with newton 0.400529100105812"
[1] "Starting newton at: 0.279824076512999"
[1] "Newton iter: 1, lambda:0.348177656024773, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.349551552625792, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349552104390438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349552104390527, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.349552104390438"
[1] "Starting iterative with newton 0.349552104390438"
[1] "Starting newton at: 0.279247906030158"
[1] "Newton iter: 1, lambda:0.338371447684091, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.339382096868973, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33938239072318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339382390723205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.33938239072318"
[1] "Starting iterative with newton 0.33938239072318"
[1] "Starting newton at: 0.278039788371868"
[1] "Newton iter: 1, lambda:0.33636576764417, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.33734605908595, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.337346334665385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337346334665407, diff to last: 0"
[1] "Final threshold is: 0.00229212360619883"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.20990578334911"
[1] "Starting iterative with newton 2.20990578334911"
[1] "Starting newton at: 0.544246594913647"
[1] "Newton iter: 1, lambda:0.637060499959754, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.640719440675109, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.640724981028387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640724981041075, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640724981028387"
[1] "Starting iterative with newton 0.640724981028387"
[1] "Starting newton at: 0.267131625228722"
[1] "Newton iter: 1, lambda:0.379503018883251, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.383349418059356, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.383353874271013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383353874276991, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383353874271013"
[1] "Starting iterative with newton 0.383353874271013"
[1] "Starting newton at: 0.279654544639176"
[1] "Newton iter: 1, lambda:0.333690255412289, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.334512151339094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.334512340582631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334512340582641, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.334512340582631"
[1] "Starting iterative with newton 0.334512340582631"
[1] "Starting newton at: 0.282004465691584"
[1] "Newton iter: 1, lambda:0.324531608908245, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.325032721307951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325032790633833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325032790633834, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.325032790633833"
[1] "Starting iterative with newton 0.325032790633833"
[1] "Starting newton at: 0.281107074134861"
[1] "Newton iter: 1, lambda:0.322707379550933, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.323185454373736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.323185517290606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323185517290608, diff to last: 0"
[1] "Final threshold is: 0.00219590692781104"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00679457095175613"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38256385097586"
[1] "Starting iterative with newton 1.38256385097586"
[1] "Starting newton at: 0.901392909182413"
[1] "Newton iter: 1, lambda:0.74724463204361, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.758677300000059, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.758744955350859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758744957709703, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.758744957709703"
[1] "Starting iterative with newton 0.758744957709703"
[1] "Starting newton at: 0.62831971155433"
[1] "Newton iter: 1, lambda:0.609947663320186, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.610100722600682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61010073328188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61010073328188, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.61010073328188"
[1] "Starting iterative with newton 0.61010073328188"
[1] "Starting newton at: 0.637219776673837"
[1] "Newton iter: 1, lambda:0.568351608632156, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.570400803801311, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.570402654724358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570402654725868, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.570402654724358"
[1] "Starting iterative with newton 0.570402654724358"
[1] "Starting newton at: 0.641863105675262"
[1] "Newton iter: 1, lambda:0.556407460493152, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.55951844390255, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.559522670037442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559522670045235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.559522670037442"
[1] "Starting iterative with newton 0.559522670037442"
[1] "Starting newton at: 0.645977459114449"
[1] "Newton iter: 1, lambda:0.552837011947533, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.556514755672246, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.556520646902792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556520646917895, diff to last: 0"
[1] "Final threshold is: 0.00378131902149824"
threshold is:
[{'ad': 2.6266026035506737e-06, 'da': 1.870438354650116e-05, 'dd': 0.00010769498094633405}, {'ad': 0.00017203141639642326, 'da': 9.62332456383334e-05, 'dd': 0.0003796209825127174}, {'ad': 0.0004015756617033798, 'da': 0.0003852871363192751, 'dd': 0.0007018718197383026}, {'ad': 0.0009132286373466173, 'da': 0.0009739686176978284, 'dd': 0.0018483543862085412}, {'ad': 0.0022921236061988278, 'da': 0.002195906927811039, 'dd': 0.0037813190214982372}]
Number of points in noise estimation: 128
Estimated noise: 0.013927458761319577
0.013927458761319577
threshold is:
[{'ad': 0.01844902761831335, 'da': 0.01182837200419544, 'dd': 0.005923474778563795}, {'ad': 0.0004442745829669192, 'da': 0.001983353456972814, 'dd': 0.0016265505162254695}, {'ad': 0.0014478987979287261, 'da': 0.0016566975847257248, 'dd': 0.0032428569811622406}, {'ad': 0.003760197078361671, 'da': 0.004419511810400742, 'dd': 0.008085968222901297}, {'ad': 0.00941174229055286, 'da': 0.009758729032809506, 'dd': 0.014058611999618595}]
['stjerten256', 0.05, 2, 0.0004033237752727166, 0.0002973854420144665, 0.00031681639091834396, 0.0007281641898534579, 0.0002897959575551676, 0.00039413271771065106, 0.0003636041965440613, 0.00040216815725341884, 33.94346176292888, 35.266802954224524, 34.99192357697302, 31.377706829020067, 35.37907676917739, 34.04357512022454, 34.39371113003944, 33.955923188128565]
stjerten256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.013777881549660028
0.013777881549660028
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0656626599682129, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0658987466770346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0658987497273638, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0658987497273638"
[1] "Starting iterative with newton 0.0658987497273638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0283464572255509, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283640829982737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0283640830050864, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0283640830050864"
[1] "Starting iterative with newton 0.0283640830050864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276100970639078, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276268780574107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276268780636078, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0276268780574107"
[1] "Starting iterative with newton 0.0276268780574107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275954683241356, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276122326113115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276122326174967, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0276122326174967"
[1] "Starting iterative with newton 0.0276122326174967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027595177645292, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276119416005379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276119416067229, diff to last: 0"
[1] "Final threshold is: 0.000380434060813557"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0553295764808223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0554546745119282, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0554546751508974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0554546745119282"
[1] "Starting iterative with newton 0.0554546745119282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0114040351838233, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0114052971357527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0114052971357681, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0114052971357681"
[1] "Starting iterative with newton 0.0114052971357681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110603996449405, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110615696089021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110615696089152, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110615696089021"
[1] "Starting iterative with newton 0.0110615696089021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110576942545646, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110588635191098, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110588635191229, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110588635191098"
[1] "Starting iterative with newton 0.0110588635191098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110576729542285, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110588422132685, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110588422132816, diff to last: 0"
[1] "Final threshold is: 0.000152367418090793"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.100928431094966"
[1] "Newton iter: 1, lambda:0.0778500989756069, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0778736974421562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0778736974668566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0778736974421562"
[1] "Starting iterative with newton 0.0778736974421562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248836088796252, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248936637259474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0248936637275892, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0248936637275892"
[1] "Starting iterative with newton 0.0248936637275892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0244622606554179, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0244718289407817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0244718289422456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0244718289407817"
[1] "Starting iterative with newton 0.0244718289407817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0244587131803891, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0244682776509608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0244682776524235, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0244682776509608"
[1] "Starting iterative with newton 0.0244682776509608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0244586833025345, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0244682477409944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024468247742457, diff to last: 0"
[1] "Final threshold is: 0.00033712061912331"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157938575204547, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160452629479322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160453262435072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160453262435112, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.160453262435072"
[1] "Starting iterative with newton 0.160453262435072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0547179923232509, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0548722888448999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0548722900716078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0548722888448999"
[1] "Starting iterative with newton 0.0548722888448999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0509830323810583, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511112951915683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511112960033253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0511112951915683"
[1] "Starting iterative with newton 0.0511112951915683"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508509493507671, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0509783447217158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0509783455212541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0509783447217158"
[1] "Starting iterative with newton 0.0509783447217158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508462808962469, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0509736456754498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0509736464745591, diff to last: 0"
[1] "Final threshold is: 0.000702308852270688"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164293642465777, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.167054467527291, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.167055240971963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167055240972024, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.167055240971963"
[1] "Starting iterative with newton 0.167055240971963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0424318913120098, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0425197915630129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425197919402906, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0425197919402906"
[1] "Starting iterative with newton 0.0425197919402906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376506063317963, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377150810819356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.037715081271045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0377150810819356"
[1] "Starting iterative with newton 0.0377150810819356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374711831028315, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375348635180844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375348637020392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0375348635180844"
[1] "Starting iterative with newton 0.0375348635180844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374644601308696, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0375281109000813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375281110838453, diff to last: 0"
[1] "Final threshold is: 0.000517057866763825"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246319644294835"
[1] "Newton iter: 1, lambda:0.284301323360066, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.284533544185508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28453355281676, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.28453355281676"
[1] "Starting iterative with newton 0.28453355281676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122659716613783, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124260634263374, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124260906365079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124260906365087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.124260906365079"
[1] "Starting iterative with newton 0.124260906365079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11044516136899, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111689942350637, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111690100232848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11169010023285, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111690100232848"
[1] "Starting iterative with newton 0.111690100232848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109480950250208, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110699732720748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110699883545554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110699883545556, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110699883545556"
[1] "Starting iterative with newton 0.110699883545556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109404987199333, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110621734322068, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110621884601616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110621884601619, diff to last: 0"
[1] "Final threshold is: 0.00152413522284123"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.309251483421957"
[1] "Newton iter: 1, lambda:0.398388794112853, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.40034550483809, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.400346433814312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400346433814521, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.400346433814312"
[1] "Starting iterative with newton 0.400346433814312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147789979933001, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150534071982809, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1505350164359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150535016436012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1505350164359"
[1] "Starting iterative with newton 0.1505350164359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127395346346142, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129279184979563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129279596522563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129279596522583, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129279596522563"
[1] "Starting iterative with newton 0.129279596522563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125604663939171, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127423343399716, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127423724352999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127423724353016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.127423724352999"
[1] "Starting iterative with newton 0.127423724352999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125447920575541, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.127260969986822, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127261348358642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127261348358659, diff to last: 0"
[1] "Final threshold is: 0.0017533917835354"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.332778339648014"
[1] "Newton iter: 1, lambda:0.388814316914913, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.389566498832074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389566633058353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389566633058357, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.389566633058357"
[1] "Starting iterative with newton 0.389566633058357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130756275899935, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132729702476917, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132730151601628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132730151601651, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.132730151601651"
[1] "Starting iterative with newton 0.132730151601651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11081380222886, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112107895708181, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112108072140555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112108072140558, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.112108072140555"
[1] "Starting iterative with newton 0.112108072140555"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109191658324614, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110438653481147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110438816073467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11043881607347, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11043881607347"
[1] "Starting iterative with newton 0.11043881607347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109060253071979, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110303482850294, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110303644363153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110303644363156, diff to last: 0"
[1] "Final threshold is: 0.00151975054653135"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.01192899262025"
[1] "Starting iterative with newton 3.01192899262025"
[1] "Starting newton at: 0.511154876318432"
[1] "Newton iter: 1, lambda:0.584406484267365, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.586377074735604, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586378473026344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586378473027048, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586378473027048"
[1] "Starting iterative with newton 0.586378473027048"
[1] "Starting newton at: 0.322100475138814"
[1] "Newton iter: 1, lambda:0.275424983883151, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.275918742544389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.275918798004107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.275918798004108, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.275918798004108"
[1] "Starting iterative with newton 0.275918798004108"
[1] "Starting newton at: 0.305586854431629"
[1] "Newton iter: 1, lambda:0.230166132643663, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.231325821497453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.231326096758329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231326096758344, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.231326096758329"
[1] "Starting iterative with newton 0.231326096758329"
[1] "Starting newton at: 0.275138831850986"
[1] "Newton iter: 1, lambda:0.22442339274297, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.224940127071329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.224940180836171, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224940180836172, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.224940180836171"
[1] "Starting iterative with newton 0.224940180836171"
[1] "Starting newton at: 0.26654064612121"
[1] "Newton iter: 1, lambda:0.223656176110518, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.224024934784975, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224024962101294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224024962101294, diff to last: 0"
[1] "Final threshold is: 0.00308658939199871"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.34823211191607"
[1] "Starting iterative with newton 2.34823211191607"
[1] "Starting newton at: 0.5088496324269"
[1] "Newton iter: 1, lambda:0.636483730954296, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.643488140334278, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.643508535646035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.643508535818565, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.643508535646035"
[1] "Starting iterative with newton 0.643508535646035"
[1] "Starting newton at: 0.283954371420539"
[1] "Newton iter: 1, lambda:0.361077141535899, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.362812980654441, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.362813853637817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362813853638038, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.362813853637817"
[1] "Starting iterative with newton 0.362813853637817"
[1] "Starting newton at: 0.280103804613137"
[1] "Newton iter: 1, lambda:0.312011939039045, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.312282868791163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312282888277548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312282888277548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.312282888277548"
[1] "Starting iterative with newton 0.312282888277548"
[1] "Starting newton at: 0.264583376769413"
[1] "Newton iter: 1, lambda:0.302696076398667, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.303076286303068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303076324043513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303076324043514, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303076324043513"
[1] "Starting iterative with newton 0.303076324043513"
[1] "Starting newton at: 0.264257525603505"
[1] "Newton iter: 1, lambda:0.301041207061224, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.301394232660749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301394265097282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301394265097282, diff to last: 0"
[1] "Final threshold is: 0.00415257448425718"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.39237338203189"
[1] "Starting iterative with newton 2.39237338203189"
[1] "Starting newton at: 0.521968274665789"
[1] "Newton iter: 1, lambda:0.621725007903919, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.625827404918287, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.625834159936314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625834159954605, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625834159936314"
[1] "Starting iterative with newton 0.625834159936314"
[1] "Starting newton at: 0.268477615086273"
[1] "Newton iter: 1, lambda:0.352835124567154, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.35484522744702, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354846359742024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354846359742383, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354846359742024"
[1] "Starting iterative with newton 0.354846359742024"
[1] "Starting newton at: 0.269474921611013"
[1] "Newton iter: 1, lambda:0.307108945078784, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.307476756906909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307476791938224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.307476791938224, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.307476791938224"
[1] "Starting iterative with newton 0.307476791938224"
[1] "Starting newton at: 0.276220773588702"
[1] "Newton iter: 1, lambda:0.298892170458228, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.299023547349931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299023551754044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.299023551754044"
[1] "Starting iterative with newton 0.299023551754044"
[1] "Starting newton at: 0.274390181234293"
[1] "Newton iter: 1, lambda:0.297374991077622, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.297509668268858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297509672884774, diff to last: 0"
[1] "Final threshold is: 0.00409905296928697"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27085015430943"
[1] "Starting iterative with newton 1.27085015430943"
[1] "Starting newton at: 0.884699035100278"
[1] "Newton iter: 1, lambda:0.763279362283434, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.770694349887259, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.770723605498575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770723605952674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.770723605952674"
[1] "Starting iterative with newton 0.770723605952674"
[1] "Starting newton at: 0.598315820376071"
[1] "Newton iter: 1, lambda:0.647114529871178, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.648269565359449, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.64827020365104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648270203651235, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.64827020365104"
[1] "Starting iterative with newton 0.64827020365104"
[1] "Starting newton at: 0.622467897085583"
[1] "Newton iter: 1, lambda:0.615727639482558, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.615748720221999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.615748720428609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.615748720221999"
[1] "Starting iterative with newton 0.615748720221999"
[1] "Starting newton at: 0.615969971345934"
[1] "Newton iter: 1, lambda:0.606895169659736, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.606933062689768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606933063352171, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.606933062689768"
[1] "Starting iterative with newton 0.606933062689768"
[1] "Starting newton at: 0.619959051758006"
[1] "Newton iter: 1, lambda:0.604419424924277, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.604530098440415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.604530104079071, diff to last: 0"
[1] "Final threshold is: 0.00832914408951635"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.03925451160909"
[1] "Starting iterative with newton 1.03925451160909"
[1] "Starting newton at: 0.775592005190439"
[1] "Newton iter: 1, lambda:0.846025577503418, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.849096737617503, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.849102415949395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84910241596878, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.849102415949395"
[1] "Starting iterative with newton 0.849102415949395"
[1] "Starting newton at: 0.765378206684628"
[1] "Newton iter: 1, lambda:0.792768933106528, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.793207270391415, diff to last: 0"
[1] "Newton iter: 3, lambda:0.793207381451019, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793207381451026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.793207381451019"
[1] "Starting iterative with newton 0.793207381451019"
[1] "Starting newton at: 0.759137778019238"
[1] "Newton iter: 1, lambda:0.775993592705787, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.776156861259783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.776156876478259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776156876478259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.776156861259783"
[1] "Starting iterative with newton 0.776156861259783"
[1] "Starting newton at: 0.762216065109289"
[1] "Newton iter: 1, lambda:0.770854067245488, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.770896644963783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.770896645994783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.770896644963783"
[1] "Starting iterative with newton 0.770896644963783"
[1] "Starting newton at: 0.761695067557593"
[1] "Newton iter: 1, lambda:0.769235771394368, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.769268166449111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.769268167045236, diff to last: 0"
[1] "Final threshold is: 0.0105988856854734"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.08582735600272"
[1] "Starting iterative with newton 1.08582735600272"
[1] "Starting newton at: 0.803095992990749"
[1] "Newton iter: 1, lambda:0.823119538409104, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.823352512466889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.823352543743197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823352543743198, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.823352543743197"
[1] "Starting iterative with newton 0.823352543743197"
[1] "Starting newton at: 0.780529474821712"
[1] "Newton iter: 1, lambda:0.751063549475038, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.751531818223487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.751531937885267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751531937885275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.751531937885275"
[1] "Starting iterative with newton 0.751531937885275"
[1] "Starting newton at: 0.773509787644361"
[1] "Newton iter: 1, lambda:0.729794142196786, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.730803437472822, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.730803984799846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730803984800007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.730803984799846"
[1] "Starting iterative with newton 0.730803984799846"
[1] "Starting newton at: 0.76682255887458"
[1] "Newton iter: 1, lambda:0.723753431286544, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.724729011647792, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.724729520654368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724729520654507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.724729520654507"
[1] "Starting iterative with newton 0.724729520654507"
[1] "Starting newton at: 0.76555647939804"
[1] "Newton iter: 1, lambda:0.721941911939518, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.722940836097441, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.722941369033003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.722941369033155, diff to last: 0"
[1] "Final threshold is: 0.00996060054988578"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674481534090522"
[1] "Starting iterative with newton 0.674481534090522"
[1] "Starting newton at: 1.1343860119683"
[1] "Newton iter: 1, lambda:1.00482505593745, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.01647464682678, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01657775299666, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01657776102091, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01657775299666"
[1] "Starting iterative with newton 1.01657775299666"
[1] "Starting newton at: 1.25461408827889"
[1] "Newton iter: 1, lambda:1.13685717661956, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.14726402188476, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14735328174064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14735328826266, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14735328826266"
[1] "Starting iterative with newton 1.14735328826266"
[1] "Starting newton at: 1.29679833707632"
[1] "Newton iter: 1, lambda:1.18473672552395, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.19444486856457, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.19452482636154, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19452483174936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19452483174936"
[1] "Starting iterative with newton 1.19452483174936"
[1] "Starting newton at: 1.29008651317966"
[1] "Newton iter: 1, lambda:1.20553186485059, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.21123656345634, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21126438193124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21126438259009, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21126438259009"
[1] "Starting iterative with newton 1.21126438259009"
[1] "Starting newton at: 1.29160270031215"
[1] "Newton iter: 1, lambda:1.21206568483599, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.21715055049061, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.21717272284338, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21717272326343, diff to last: 0"
[1] "Final threshold is: 0.0167700616008132"
threshold is:
[{'ad': 0.00038043406081355707, 'da': 0.00015236741809079325, 'dd': 0.00033712061912330953}, {'ad': 0.0007023088522706881, 'da': 0.0005170578667638251, 'dd': 0.0015241352228412318}, {'ad': 0.0017533917835353965, 'da': 0.0015197505465313526, 'dd': 0.00308658939199871}, {'ad': 0.004152574484257182, 'da': 0.004099052969286973, 'dd': 0.008329144089516355}, {'ad': 0.010598885685473352, 'da': 0.009960600549885778, 'dd': 0.016770061600813204}]
Number of points in noise estimation: 128
Estimated noise: 0.013777881549660028
0.013777881549660028
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.578495727136"
[1] "Starting iterative with newton 38.578495727136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.3611928205702"
[1] "Starting iterative with newton 32.3611928205702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.2139052828505"
[1] "Starting iterative with newton 29.2139052828505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7808431418672"
[1] "Starting iterative with newton 15.7808431418672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1271320134172"
[1] "Starting iterative with newton 15.1271320134172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.19014288410528"
[1] "Starting iterative with newton 9.19014288410528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.65224210798615"
[1] "Starting iterative with newton 5.65224210798615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.79994276495204"
[1] "Starting iterative with newton 5.79994276495204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.01192899262025"
[1] "Starting iterative with newton 3.01192899262025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.34823211191607"
[1] "Starting iterative with newton 2.34823211191607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.39237338203189"
[1] "Starting iterative with newton 2.39237338203189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27085015430943"
[1] "Starting iterative with newton 1.27085015430943"
[1] "Starting newton at: 1.47632286799482"
[1] "Newton iter: 1, lambda:1.34921698728298, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.33492948361376, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.33471996787093, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33471992234599, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33471992234598, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33471992234598"
[1] "Starting iterative with newton 1.33471992234598"
[1] "Starting newton at: 1.56264000745207"
[1] "Newton iter: 1, lambda:1.42409138476935, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.41006060464046, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.40988586172467, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40988583425504, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40988583425504, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40988583425504"
[1] "Starting iterative with newton 1.40988583425504"
[1] "Starting newton at: 1.65104083809024"
[1] "Newton iter: 1, lambda:1.49438942274005, diff to last: 0.157"
[1] "Newton iter: 2, lambda:1.47984204368858, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.4796790661358, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47967904532521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47967904532521, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4796790661358"
[1] "Starting iterative with newton 1.4796790661358"
[1] "Starting newton at: 1.70572259666645"
[1] "Newton iter: 1, lambda:1.55058966402924, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.5382827271961, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.53817930474708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53817929731857, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53817929731857"
[1] "Starting iterative with newton 1.53817929731857"
[1] "Starting newton at: 1.7630612065002"
[1] "Newton iter: 1, lambda:1.5924574370976, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.57973671781492, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.57963585022835, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57963584376166, diff to last: 0"
[1] "Final threshold is: 0.0217640355469454"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03925451160909"
[1] "Starting iterative with newton 1.03925451160909"
[1] "Starting newton at: 1.20429407846102"
[1] "Newton iter: 1, lambda:1.28253015881183, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.27550781115525, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.27545242749849, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27545242403873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27545242403873"
[1] "Starting iterative with newton 1.27545242403873"
[1] "Starting newton at: 1.45060405965037"
[1] "Newton iter: 1, lambda:1.53027106164856, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.52563297892617, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.52561879364341, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52561879350976, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52561879364341"
[1] "Starting iterative with newton 1.52561879364341"
[1] "Starting newton at: 1.7128556697982"
[1] "Newton iter: 1, lambda:1.71388061442864, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.71388019199894, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71388019199887, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71388019199894"
[1] "Starting iterative with newton 1.71388019199894"
[1] "Starting newton at: 1.90656502057849"
[1] "Newton iter: 1, lambda:1.83332497045428, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.8322844250162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83228413459441, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83228413459439, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83228413459439"
[1] "Starting iterative with newton 1.83228413459439"
[1] "Starting newton at: 2.03109615374047"
[1] "Newton iter: 1, lambda:1.9047485584422, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.90346166168797, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.90346132998859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90346132998857, diff to last: 0"
[1] "Final threshold is: 0.0262256647389411"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08582735600272"
[1] "Starting iterative with newton 1.08582735600272"
[1] "Starting newton at: 1.25305087387561"
[1] "Newton iter: 1, lambda:1.30832015240209, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.30494822310392, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.30493595398089, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30493595381811, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30493595381811"
[1] "Starting iterative with newton 1.30493595381811"
[1] "Starting newton at: 1.48690256338505"
[1] "Newton iter: 1, lambda:1.54140457759697, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.53929553776397, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.53929259851459, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53929259850886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53929259850886"
[1] "Starting iterative with newton 1.53929259850886"
[1] "Starting newton at: 1.74144275845337"
[1] "Newton iter: 1, lambda:1.71343624507552, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.71312581959, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71312577866451, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71312577866451, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71312577866451"
[1] "Starting iterative with newton 1.71312577866451"
[1] "Starting newton at: 1.91365989776124"
[1] "Newton iter: 1, lambda:1.8186974627373, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.8167679772987, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81676682949967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81676682949926, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81676682949926"
[1] "Starting iterative with newton 1.81676682949926"
[1] "Starting newton at: 2.03149893075959"
[1] "Newton iter: 1, lambda:1.87995335029228, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.87749512392637, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87749361794638, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87749361794581, diff to last: 0"
[1] "Final threshold is: 0.0258678846783001"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.01377788154966"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674481534090522"
[1] "Starting iterative with newton 0.674481534090522"
[1] "Starting newton at: 1.52501158207614"
[1] "Newton iter: 1, lambda:1.66365883009359, diff to last: 0.139"
[1] "Newton iter: 2, lambda:1.65169580099272, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.65162346133297, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65162345862615, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65162345862615"
[1] "Starting iterative with newton 1.65162345862615"
[1] "Starting newton at: 2.18486019199748"
[1] "Newton iter: 1, lambda:2.12214161181153, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.12285968734748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12285975500665, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12285975500665, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.12285975500665"
[1] "Starting iterative with newton 2.12285975500665"
[1] "Starting newton at: 2.27104857862603"
[1] "Newton iter: 1, lambda:2.30574523178408, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.30600659024796, diff to last: 0"
[1] "Newton iter: 3, lambda:2.30600660671985, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30600660671985, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.30600659024796"
[1] "Starting iterative with newton 2.30600659024796"
[1] "Starting newton at: 2.46196384385574"
[1] "Newton iter: 1, lambda:2.38346242681519, diff to last: 0.079"
[1] "Newton iter: 2, lambda:2.38540599759003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.38540703429908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38540703429938, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.38540703429908"
[1] "Starting iterative with newton 2.38540703429908"
[1] "Starting newton at: 2.5277605347329"
[1] "Newton iter: 1, lambda:2.40974655652125, diff to last: 0.118"
[1] "Newton iter: 2, lambda:2.41446320781944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.41446952760747, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41446952761892, diff to last: 0"
[1] "Final threshold is: 0.0332662751567971"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.021764035546945427}, {'ad': 0.02622566473894111, 'da': 0.025867884678300077, 'dd': 0.033266275156797094}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546186040957616. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0068230127444873605
0.0068230127444873605
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.9025284573876"
[1] "Starting iterative with newton 77.9025284573876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 65.3477720450931"
[1] "Starting iterative with newton 65.3477720450931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.9923750201558"
[1] "Starting iterative with newton 58.9923750201558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.8666541753246"
[1] "Starting iterative with newton 31.8666541753246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.5465988225398"
[1] "Starting iterative with newton 30.5465988225398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.5578870835257"
[1] "Starting iterative with newton 18.5578870835257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.413714904278"
[1] "Starting iterative with newton 11.413714904278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.7119705624001"
[1] "Starting iterative with newton 11.7119705624001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.08206410428252"
[1] "Starting iterative with newton 6.08206410428252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74184427036689"
[1] "Starting iterative with newton 4.74184427036689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8309798493087"
[1] "Starting iterative with newton 4.8309798493087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.56625973732634"
[1] "Starting iterative with newton 2.56625973732634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09859282066689"
[1] "Starting iterative with newton 2.09859282066689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19263853881458"
[1] "Starting iterative with newton 2.19263853881458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36199755623209"
[1] "Starting iterative with newton 1.36199755623209"
[1] "Starting newton at: 1.58025502629355"
[1] "Newton iter: 1, lambda:1.3814652916825, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.35267213162068, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.35185966441376, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35185900161107, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35185900161063, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35185900161063"
[1] "Starting iterative with newton 1.35185900161063"
[1] "Starting newton at: 1.56817913734851"
[1] "Newton iter: 1, lambda:1.36975937893349, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.34021220141796, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.33933632474374, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33933553643402, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33933553643339, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33933553643339"
[1] "Starting iterative with newton 1.33933553643339"
[1] "Starting newton at: 1.54966582397097"
[1] "Newton iter: 1, lambda:1.35369180121918, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.32358810408948, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3226498389656, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32264890625657, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32264890625564, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.32264890625657"
[1] "Starting iterative with newton 1.32264890625657"
[1] "Starting newton at: 1.52845165697692"
[1] "Newton iter: 1, lambda:1.33290319220051, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.30137736102295, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.30030504274482, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30030377406756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30030377406578, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.30030377406578"
[1] "Starting iterative with newton 1.30030377406578"
[1] "Starting newton at: 1.50416673453363"
[1] "Newton iter: 1, lambda:1.3077078766676, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.27399603489269, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.27270678130999, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27270485432843, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27270485432412, diff to last: 0"
[1] "Final threshold is: 0.0086836814410244"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008683681441024396}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546186040957616. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.0068230127444873605
0.0068230127444873605
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374060076125267, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374322672814845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374322672944187, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374322672814845"
[1] "Starting iterative with newton 0.0374322672814845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129613881088462, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129642730623704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129642730625134, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0129642730625134"
[1] "Starting iterative with newton 0.0129642730625134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125767955792456, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125794798681956, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125794798683179, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0125794798681956"
[1] "Starting iterative with newton 0.0125794798681956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125707887095023, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125734699250158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125734699251377, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0125734699250158"
[1] "Starting iterative with newton 0.0125734699250158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125706949007226, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125733760682533, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0125733760683752, diff to last: 0"
[1] "Final threshold is: 8.57883051557566e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136283129205079, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136301033939051, diff to last: 0"
[1] "Newton iter: 3, lambda:0.013630103393936, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0136301033939051"
[1] "Starting iterative with newton 0.0136301033939051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00595848810334359, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00595875009410088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00595875009410139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00595875009410088"
[1] "Starting iterative with newton 0.00595875009410088"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00590302828985626, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00590328495592259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00590328495592307, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00590328495592259"
[1] "Starting iterative with newton 0.00590328495592259"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00590262792703278, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00590288455482386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00590288455482435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00590288455482386"
[1] "Starting iterative with newton 0.00590288455482386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00590262503685878, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00590288166437357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00590288166437405, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.02754368252216e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253298861540425, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253391900504383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253391900516935, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0253391900516935"
[1] "Starting iterative with newton 0.0253391900516935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206150593756196, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206210330832567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206210330837582, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0206210330832567"
[1] "Starting iterative with newton 0.0206210330832567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205604826866536, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205664309150952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.020566430915593, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0205664309150952"
[1] "Starting iterative with newton 0.0205664309150952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205598493838019, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205657973163574, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205657973168551, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0205657973168551"
[1] "Starting iterative with newton 0.0205657973168551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02055984203479, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0205657899639118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205657899644095, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000140320647027617"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0890027738626934, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.089446794642411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0894468056709632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894468056709632, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0894468056709632"
[1] "Starting iterative with newton 0.0894468056709632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028820275208875, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0288389623266972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.028838962334554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0288389623266972"
[1] "Starting iterative with newton 0.0288389623266972"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280139084203585, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280311813042118, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280311813107787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0280311813042118"
[1] "Starting iterative with newton 0.0280311813042118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280028984264049, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028020152894359, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02802015290091, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.028020152894359"
[1] "Starting iterative with newton 0.028020152894359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0280027480555828, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0280200022721813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0280200022787321, diff to last: 0"
[1] "Final threshold is: 0.000191180832648354"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0820065795618143, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823931021619039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0823931107359899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0823931107359899"
[1] "Starting iterative with newton 0.0823931107359899"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145603425786675, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145638812571279, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145638812573369, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0145638812573369"
[1] "Starting iterative with newton 0.0145638812573369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136332770674238, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136362732561614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0136362732563061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0136362732561614"
[1] "Starting iterative with newton 0.0136362732561614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.013620749670126, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136237388984751, diff to last: 0"
[1] "Newton iter: 3, lambda:0.013623738898619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0136237388984751"
[1] "Starting iterative with newton 0.0136237388984751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136205804221913, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136235695565705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0136235695567145, diff to last: 0"
[1] "Final threshold is: 9.29537887098909e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.253846695316526"
[1] "Newton iter: 1, lambda:0.178192947280139, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.178795283506289, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.17879532199404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17879532199404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.17879532199404"
[1] "Starting iterative with newton 0.17879532199404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566106571881197, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567883591538642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567883609048728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0567883591538642"
[1] "Starting iterative with newton 0.0567883591538642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0519384034782771, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0520797402344322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0520797412811558, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0520797402344322"
[1] "Starting iterative with newton 0.0520797402344322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517608988294424, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519009543432127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519009553687277, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0519009543432127"
[1] "Starting iterative with newton 0.0519009543432127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517541632625553, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.051894170300911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0518941713256282, diff to last: 0"
[1] "Final threshold is: 0.000354074585327713"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.397839490498541"
[1] "Newton iter: 1, lambda:0.209300033057416, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.213907387603103, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.213910200695175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213910200696223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213910200695175"
[1] "Starting iterative with newton 0.213910200695175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0697855496182226, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0701008436833878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.070100850116986, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0701008436833878"
[1] "Starting iterative with newton 0.0701008436833878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0626562033519831, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0628985468880075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0628985505127304, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0628985468880075"
[1] "Starting iterative with newton 0.0628985468880075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0622974197557429, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0625363990014968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625364025175243, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0625363990014968"
[1] "Starting iterative with newton 0.0625363990014968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0622793769351503, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0625181877481414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0625181912587745, diff to last: 0"
[1] "Final threshold is: 0.000426562415720916"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.383468323724424"
[1] "Newton iter: 1, lambda:0.19103462012886, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.195549772838114, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195552310783308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19555231078411, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195552310783308"
[1] "Starting iterative with newton 0.195552310783308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0578462589407385, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.058031716141234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0580317180471806, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.058031716141234"
[1] "Starting iterative with newton 0.058031716141234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0520503959846203, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0521930359734187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0521930370445647, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0521930370445647"
[1] "Starting iterative with newton 0.0521930370445647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0518052446665685, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519462227046917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519462237486459, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0519462227046917"
[1] "Starting iterative with newton 0.0519462227046917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0517948839149821, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519357919747158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519357930175334, diff to last: 0"
[1] "Final threshold is: 0.00035435857053853"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.341192994937695"
[1] "Newton iter: 1, lambda:0.368652254096247, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.368825856331442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.368825863238297, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.368825863238297"
[1] "Starting iterative with newton 0.368825863238297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127485878765891, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12923936365328, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129239694954465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129239694954477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.129239694954465"
[1] "Starting iterative with newton 0.129239694954465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110768472637458, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111994042645861, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111994192571338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111994192571341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111994192571338"
[1] "Starting iterative with newton 0.111994192571338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109539384208826, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110731087771416, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110731228724026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110731228724028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110731228724026"
[1] "Starting iterative with newton 0.110731228724026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109449245075089, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110638489877186, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110638630190335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110638630190337, diff to last: 0"
[1] "Final threshold is: 0.000754888783821277"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.665359832838334"
[1] "Newton iter: 1, lambda:0.481707398515199, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.491281055861768, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.491308536958316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.491308537184225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.491308536958316"
[1] "Starting iterative with newton 0.491308536958316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172382100757457, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176727280230952, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176730033874184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17673003387529, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.17673003387529"
[1] "Starting iterative with newton 0.17673003387529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143681236685287, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146410318805349, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146411302224538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146411302224666, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146411302224666"
[1] "Starting iterative with newton 0.146411302224666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140848018103036, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.14344366459926, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14344454519049, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143444545190591, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.14344454519049"
[1] "Starting iterative with newton 0.14344454519049"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140570127284278, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143152921905227, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143153792924098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143153792924197, diff to last: 0"
[1] "Final threshold is: 0.000976740153543499"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.629049857091387"
[1] "Newton iter: 1, lambda:0.473121016154212, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.479843215387888, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.479856284259595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479856284308911, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.479856284259595"
[1] "Starting iterative with newton 0.479856284259595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169935644885289, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.174130270899926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174132820187838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174132820188779, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174132820187838"
[1] "Starting iterative with newton 0.174132820187838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142009786119144, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.14466216364397, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144663087893789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144663087893902, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.144663087893902"
[1] "Starting iterative with newton 0.144663087893902"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139272403232297, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141797572912292, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141798402211434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141798402211523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.141798402211523"
[1] "Starting iterative with newton 0.141798402211523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139005802148651, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141518799793163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141519620304879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141519620304966, diff to last: 0"
[1] "Final threshold is: 0.000965590172935797"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.56625973732634"
[1] "Starting iterative with newton 2.56625973732634"
[1] "Starting newton at: 0.523427518860777"
[1] "Newton iter: 1, lambda:0.613601895660982, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.616848898248028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.616853005324066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61685300533063, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.61685300533063"
[1] "Starting iterative with newton 0.61685300533063"
[1] "Starting newton at: 0.262215956784885"
[1] "Newton iter: 1, lambda:0.33516533646254, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.33658770780597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.336588245027824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3365882450279, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3365882450279"
[1] "Starting iterative with newton 0.3365882450279"
[1] "Starting newton at: 0.276224732285837"
[1] "Newton iter: 1, lambda:0.289699629541993, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.289744168018195, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28974416850428, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.28974416850428"
[1] "Starting iterative with newton 0.28974416850428"
[1] "Starting newton at: 0.27841692194418"
[1] "Newton iter: 1, lambda:0.281708643485571, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.281711261670679, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281711261672335, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.281711261670679"
[1] "Starting iterative with newton 0.281711261670679"
[1] "Starting newton at: 0.276673042217125"
[1] "Newton iter: 1, lambda:0.28032492389559, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.280328138475654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280328138478144, diff to last: 0"
[1] "Final threshold is: 0.0019126824614578"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.09859282066689"
[1] "Starting iterative with newton 2.09859282066689"
[1] "Starting newton at: 0.511252233868832"
[1] "Newton iter: 1, lambda:0.649913086548604, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.658502957700259, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.658534758003224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658534758437838, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.658534758003224"
[1] "Starting iterative with newton 0.658534758003224"
[1] "Starting newton at: 0.272648128379863"
[1] "Newton iter: 1, lambda:0.400308832387615, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.405576633308156, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.405585485375727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.405585485400705, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.405585485375727"
[1] "Starting iterative with newton 0.405585485375727"
[1] "Starting newton at: 0.256540681047679"
[1] "Newton iter: 1, lambda:0.352812726065651, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.355582269519267, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.355584543251339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.355584543252871, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.355584543251339"
[1] "Starting iterative with newton 0.355584543251339"
[1] "Starting newton at: 0.259611993713345"
[1] "Newton iter: 1, lambda:0.343445713558667, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.345511021415146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.345512266412061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345512266412513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345512266412061"
[1] "Starting iterative with newton 0.345512266412061"
[1] "Starting newton at: 0.259801146066372"
[1] "Newton iter: 1, lambda:0.341518431345217, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.34347416248519, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.34347527536147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343475275361831, diff to last: 0"
[1] "Final threshold is: 0.00234353618120762"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.19263853881458"
[1] "Starting iterative with newton 2.19263853881458"
[1] "Starting newton at: 0.798887719362041"
[1] "Newton iter: 1, lambda:0.638568828201383, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.648634684268679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.648676962464567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.64867696320796, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648676962464567"
[1] "Starting iterative with newton 0.648676962464567"
[1] "Starting newton at: 0.264914709665518"
[1] "Newton iter: 1, lambda:0.383988743230724, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.388400441446599, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.388406426364219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388406426375227, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.388406426364219"
[1] "Starting iterative with newton 0.388406426364219"
[1] "Starting newton at: 0.276224241908884"
[1] "Newton iter: 1, lambda:0.33695689331043, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.338013528367881, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.338013846555568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338013846555597, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.338013846555568"
[1] "Starting iterative with newton 0.338013846555568"
[1] "Starting newton at: 0.281739172075927"
[1] "Newton iter: 1, lambda:0.327486207942995, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.328075547752715, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328075645189291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328075645189294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.328075645189291"
[1] "Starting iterative with newton 0.328075645189291"
[1] "Starting newton at: 0.282669523725098"
[1] "Newton iter: 1, lambda:0.325592055006303, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.326109104561841, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326109179324956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326109179324958, diff to last: 0"
[1] "Final threshold is: 0.00222504708662849"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00682301274448736"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36199755623209"
[1] "Starting iterative with newton 1.36199755623209"
[1] "Starting newton at: 0.638585017254029"
[1] "Newton iter: 1, lambda:0.750211672756111, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.756875081506798, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.756897992316305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.756897992586455, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.756897992316305"
[1] "Starting iterative with newton 0.756897992316305"
[1] "Starting newton at: 0.616071363298617"
[1] "Newton iter: 1, lambda:0.612032465828891, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.612039918553805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612039918579211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.612039918579211"
[1] "Starting iterative with newton 0.612039918579211"
[1] "Starting newton at: 0.624553663248353"
[1] "Newton iter: 1, lambda:0.572115950131708, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.57331467601755, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.57331531186583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573315311866008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.57331531186583"
[1] "Starting iterative with newton 0.57331531186583"
[1] "Starting newton at: 0.626179428149599"
[1] "Newton iter: 1, lambda:0.560853045711988, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.562689856508246, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.562691335715175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562691335716134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.562691335716134"
[1] "Starting iterative with newton 0.562691335716134"
[1] "Starting newton at: 0.626838529554198"
[1] "Newton iter: 1, lambda:0.557705024254681, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.559754769370326, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.559756606697044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55975660669852, diff to last: 0"
[1] "Final threshold is: 0.003819226461315"
threshold is:
[{'ad': 8.578830515575663e-05, 'da': 4.0275436825221635e-05, 'dd': 0.00014032064702761656}, {'ad': 0.00019118083264835418, 'da': 9.295378870989086e-05, 'dd': 0.000354074585327713}, {'ad': 0.0004265624157209164, 'da': 0.00035435857053853047, 'dd': 0.0007548887838212768}, {'ad': 0.000976740153543499, 'da': 0.0009655901729357972, 'dd': 0.0019126824614578042}, {'ad': 0.0023435361812076186, 'da': 0.0022250470866284904, 'dd': 0.0038192264613149994}]
Number of points in noise estimation: 128
Estimated noise: 0.013777881549660028
0.013777881549660028
threshold is:
[{'ad': 0.0066702979214916525, 'da': 0.008383843373499011, 'dd': 0.0026577391527312227}, {'ad': 0.0011639553298237182, 'da': 0.000976327557642505, 'dd': 0.0011460658525488596}, {'ad': 0.0014838488895977386, 'da': 0.0014094689279347625, 'dd': 0.004421131853886772}, {'ad': 0.003205817348728157, 'da': 0.0031482415681343716, 'dd': 0.008349192785690117}, {'ad': 0.0093159501104369, 'da': 0.008981637319714467, 'dd': 0.013695998628749687}]
['stjerten256', 0.05, 3, 0.00039901377761653614, 0.00029564230722776595, 0.0003147117917095684, 0.0007116334296281607, 0.00028741845194798566, 0.00039055697163425425, 0.00035902467532019744, 0.00039753840310126386, 33.99012108224202, 35.2923341709443, 35.02086984514624, 31.47743658730283, 35.41485354079477, 34.08315605418774, 34.44875701875353, 34.00620911160058]
stjerten256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.0137499031244344
0.0137499031244344
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.084560769990347, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.084972523608138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0849725333509055, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.084972523608138"
[1] "Starting iterative with newton 0.084972523608138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0245867602848543, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246046472472709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246046472567376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0246046472472709"
[1] "Starting iterative with newton 0.0246046472472709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0230022776014205, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230175106572172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230175106638978, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0230175106572172"
[1] "Starting iterative with newton 0.0230175106572172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.022961160678283, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0229763279396582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0229763279462763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0229763279396582"
[1] "Starting iterative with newton 0.0229763279396582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0229600941706732, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0229752597275107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0229752597341271, diff to last: 0"
[1] "Final threshold is: 0.000315907595511991"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047177798802723, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472606712368523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472606714924847, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0472606712368523"
[1] "Starting iterative with newton 0.0472606712368523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124744666941853, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124761404602842, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124761404603143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124761404603143"
[1] "Starting iterative with newton 0.0124761404603143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0121925751425542, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121941522702356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012194152270262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0121941522702356"
[1] "Starting iterative with newton 0.0121941522702356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0121902737909418, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121918501512999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121918501513262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0121918501512999"
[1] "Starting iterative with newton 0.0121918501512999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012190255001936, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121918313560308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121918313560571, diff to last: 0"
[1] "Final threshold is: 0.000167636500054865"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106672172954427, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107342412262192, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107342438596638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107342438596639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107342438596638"
[1] "Starting iterative with newton 0.107342438596638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262541609472109, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262780113788971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262780113985822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0262780113985822"
[1] "Starting iterative with newton 0.0262780113985822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239279734251606, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239467602913882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0239467603029706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0239467602913882"
[1] "Starting iterative with newton 0.0239467602913882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023862761679796, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238814168484134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023881416859816, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0238814168484134"
[1] "Starting iterative with newton 0.0238814168484134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0238609352219102, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238795867098642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238795867212618, diff to last: 0"
[1] "Final threshold is: 0.00032834200406888"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.258613752663102"
[1] "Newton iter: 1, lambda:0.156364549172914, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.157391283350996, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.157391387671932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157391387671933, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.157391387671932"
[1] "Starting iterative with newton 0.157391387671932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0552223185796536, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553912008186071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553912023976735, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0553912008186071"
[1] "Starting iterative with newton 0.0553912008186071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0507062244309338, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0508434498194609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0508434508243397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0508434498194609"
[1] "Starting iterative with newton 0.0508434498194609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0505058753980454, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0506417819495291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0506417829334777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0506417819495291"
[1] "Starting iterative with newton 0.0506417819495291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0504969933660599, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0506328416174637, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0506328426004926, diff to last: 0"
[1] "Final threshold is: 0.000696196667154957"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161098082041455, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.163733799465803, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.163734499901112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163734499901161, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163734499901112"
[1] "Starting iterative with newton 0.163734499901112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0409655756691287, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.041041416636615, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0410414168965874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.041041416636615"
[1] "Starting iterative with newton 0.041041416636615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363767428354305, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364330539890166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364330541239726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0364330539890166"
[1] "Starting iterative with newton 0.0364330539890166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362075670288934, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362632251642337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362632252957695, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0362632251642337"
[1] "Starting iterative with newton 0.0362632251642337"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362013374538623, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362569716311626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362569717625738, diff to last: 0"
[1] "Final threshold is: 0.000498529847513852"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.425651097304654"
[1] "Newton iter: 1, lambda:0.273216981140264, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.276899470101499, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.27690167692279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.276901676923582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.27690167692279"
[1] "Starting iterative with newton 0.27690167692279"
[1] "Starting newton at: 0.241174322868816"
[1] "Newton iter: 1, lambda:0.119367918672727, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.120784964230012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120785156938389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120785156938392, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120785156938389"
[1] "Starting iterative with newton 0.120785156938389"
[1] "Starting newton at: 0.204320018765481"
[1] "Newton iter: 1, lambda:0.110301998741426, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.111113598322808, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111113658978728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111113658978729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111113658978728"
[1] "Starting iterative with newton 0.111113658978728"
[1] "Starting newton at: 0.197582806747826"
[1] "Newton iter: 1, lambda:0.109790592537554, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.110496633297283, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11049667908294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11049667908294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11049667908294"
[1] "Starting iterative with newton 0.11049667908294"
[1] "Starting newton at: 0.198199786643614"
[1] "Newton iter: 1, lambda:0.109740516058363, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.110457192356828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110457239524529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110457239524529, diff to last: 0"
[1] "Final threshold is: 0.00151877634285472"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.260230749775235"
[1] "Newton iter: 1, lambda:0.399931011655544, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.404821394650599, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.404827255457669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404827255466078, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.404827255457669"
[1] "Starting iterative with newton 0.404827255457669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149087888133822, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151902533820333, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151903535178807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151903535178934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.151903535178807"
[1] "Starting iterative with newton 0.151903535178807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128485092661329, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130414280995725, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130414715490623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130414715490645, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130414715490623"
[1] "Starting iterative with newton 0.130414715490623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126693086852781, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128555615578742, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128556017736415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128556017736434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128556017736415"
[1] "Starting iterative with newton 0.128556017736415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126537790380592, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128394615337444, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128395014792537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128395014792555, diff to last: 0"
[1] "Final threshold is: 0.00176541901505796"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.249296041455273"
[1] "Newton iter: 1, lambda:0.379014988419402, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.382978157837755, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.382981786366609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382981786369648, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.382981786366609"
[1] "Starting iterative with newton 0.382981786366609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131058058042595, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133000949460526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133001376185125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133001376185145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.133001376185145"
[1] "Starting iterative with newton 0.133001376185145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112857448015681, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114175305857216, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114175485508364, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114175485508367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.114175485508367"
[1] "Starting iterative with newton 0.114175485508367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111462197585535, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11273898015401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112739147644282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112739147644285, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.112739147644282"
[1] "Starting iterative with newton 0.112739147644282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111355591381146, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11262927263658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112629439228088, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112629439228091, diff to last: 0"
[1] "Final threshold is: 0.00154864387834562"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.06099969636002"
[1] "Starting iterative with newton 3.06099969636002"
[1] "Starting newton at: 0.523236607400646"
[1] "Newton iter: 1, lambda:0.590146793434137, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.591824904728473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.591825940848432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591825940848826, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591825940848432"
[1] "Starting iterative with newton 0.591825940848432"
[1] "Starting newton at: 0.290466791881532"
[1] "Newton iter: 1, lambda:0.274248675046911, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.274307289839215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.274307290605781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.274307289839215"
[1] "Starting iterative with newton 0.274307289839215"
[1] "Starting newton at: 0.376155381965612"
[1] "Newton iter: 1, lambda:0.224099322172966, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.228718198009153, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.228722503816917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228722503820658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228722503816917"
[1] "Starting iterative with newton 0.228722503816917"
[1] "Starting newton at: 0.392686490486369"
[1] "Newton iter: 1, lambda:0.215996319821826, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.222128254553268, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.222135726701247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222135726712339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222135726712339"
[1] "Starting iterative with newton 0.222135726712339"
[1] "Starting newton at: 0.397299534298102"
[1] "Newton iter: 1, lambda:0.214639747358293, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.221175526556889, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.221183996166791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.22118399618101, diff to last: 0"
[1] "Final threshold is: 0.00304125851996864"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32963622600864"
[1] "Starting iterative with newton 2.32963622600864"
[1] "Starting newton at: 0.803498168016242"
[1] "Newton iter: 1, lambda:0.633339009533406, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.644625151694823, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.644678226670395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.644678227839924, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.644678226670395"
[1] "Starting iterative with newton 0.644678226670395"
[1] "Starting newton at: 0.283927341143508"
[1] "Newton iter: 1, lambda:0.361200959650904, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.362964280612346, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.36296519202863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.362965192028873, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36296519202863"
[1] "Starting iterative with newton 0.36296519202863"
[1] "Starting newton at: 0.31494551994681"
[1] "Newton iter: 1, lambda:0.310376906530578, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.310382504030658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310382504039064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.310382504030658"
[1] "Starting iterative with newton 0.310382504030658"
[1] "Starting newton at: 0.311988244650683"
[1] "Newton iter: 1, lambda:0.300480810847989, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.300515677149718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300515677470085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.300515677149718"
[1] "Starting iterative with newton 0.300515677149718"
[1] "Starting newton at: 0.308136505478059"
[1] "Newton iter: 1, lambda:0.298638855029733, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.298662529433316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298662529580519, diff to last: 0"
[1] "Final threshold is: 0.00410658084660663"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.31930142276898"
[1] "Starting iterative with newton 2.31930142276898"
[1] "Starting newton at: 0.554949144466353"
[1] "Newton iter: 1, lambda:0.624928511907706, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.626938400212385, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.62694002528415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626940025285211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.62694002528415"
[1] "Starting iterative with newton 0.62694002528415"
[1] "Starting newton at: 0.264784117248403"
[1] "Newton iter: 1, lambda:0.362042838228537, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.364787010807004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.364789174510598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364789174511942, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.364789174510598"
[1] "Starting iterative with newton 0.364789174510598"
[1] "Starting newton at: 0.254564017461505"
[1] "Newton iter: 1, lambda:0.316201962613893, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.317221404827422, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.317221682327438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.317221682327459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317221682327438"
[1] "Starting iterative with newton 0.317221682327438"
[1] "Starting newton at: 0.27354348757795"
[1] "Newton iter: 1, lambda:0.308084887734637, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.30839980486944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308399830972938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308399830972939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.308399830972938"
[1] "Starting iterative with newton 0.308399830972938"
[1] "Starting newton at: 0.278150313269553"
[1] "Newton iter: 1, lambda:0.306545156152543, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.306757292446814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306757304259966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306757304259966, diff to last: 0"
[1] "Final threshold is: 0.00421788321628718"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.25698898101294"
[1] "Starting iterative with newton 1.25698898101294"
[1] "Starting newton at: 0.893995459296167"
[1] "Newton iter: 1, lambda:0.76302849433942, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.77163479643683, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.771674353369457, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771674354202281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771674353369457"
[1] "Starting iterative with newton 0.771674353369457"
[1] "Starting newton at: 0.605524776653679"
[1] "Newton iter: 1, lambda:0.649577946226451, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.650525952146734, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.650526385675239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65052638567533, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.65052638567533"
[1] "Starting iterative with newton 0.65052638567533"
[1] "Starting newton at: 0.583921540840089"
[1] "Newton iter: 1, lambda:0.617373638100174, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.617902960638435, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.617903091985617, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617903091985626, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.617903091985617"
[1] "Starting iterative with newton 0.617903091985617"
[1] "Starting newton at: 0.575223443741087"
[1] "Newton iter: 1, lambda:0.60841676721234, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.608933657847675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608933782104851, diff to last: 0"
[1] "Newton iter: 4, lambda:0.608933782104858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.608933782104851"
[1] "Starting iterative with newton 0.608933782104851"
[1] "Starting newton at: 0.576690360086217"
[1] "Newton iter: 1, lambda:0.606050359379967, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.606453451857316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606453527255443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606453527255445, diff to last: 0"
[1] "Final threshold is: 0.00833867724923387"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.02242204591125"
[1] "Starting iterative with newton 1.02242204591125"
[1] "Starting newton at: 0.787703980742278"
[1] "Newton iter: 1, lambda:0.849035106542654, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.851382150501041, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.851385503830894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.851385503837732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.851385503830894"
[1] "Starting iterative with newton 0.851385503830894"
[1] "Starting newton at: 0.778842731531008"
[1] "Newton iter: 1, lambda:0.799675923540327, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.7999323685889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.799932407124551, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799932407124552, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.799932407124551"
[1] "Starting iterative with newton 0.799932407124551"
[1] "Starting newton at: 0.776848875796941"
[1] "Newton iter: 1, lambda:0.783963680587111, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.783993076158449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.783993076658819, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.783993076158449"
[1] "Starting iterative with newton 0.783993076158449"
[1] "Starting newton at: 0.77554692139897"
[1] "Newton iter: 1, lambda:0.779003032192487, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.779009932812978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.77900993284045, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.779009932812978"
[1] "Starting iterative with newton 0.779009932812978"
[1] "Starting newton at: 0.775700942695984"
[1] "Newton iter: 1, lambda:0.777445790759541, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.77744754636943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.777447546371206, diff to last: 0"
[1] "Final threshold is: 0.0106898284469089"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.08630762708017"
[1] "Starting iterative with newton 1.08630762708017"
[1] "Starting newton at: 0.818116446531787"
[1] "Newton iter: 1, lambda:0.818878247090181, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.818878579601204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.818878579601268, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.818878579601204"
[1] "Starting iterative with newton 0.818878579601204"
[1] "Starting newton at: 0.798913180182119"
[1] "Newton iter: 1, lambda:0.744171272831542, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.745760890718526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.745762261733021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74576226173404, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.745762261733021"
[1] "Starting iterative with newton 0.745762261733021"
[1] "Starting newton at: 0.800583174294789"
[1] "Newton iter: 1, lambda:0.721471724575406, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.724708728018135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.724714326499216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724714326515943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.724714326515943"
[1] "Starting iterative with newton 0.724714326515943"
[1] "Starting newton at: 0.799879473329295"
[1] "Newton iter: 1, lambda:0.714843276999388, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.718557765271081, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.718565103965073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.718565103993681, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.718565103993681"
[1] "Starting iterative with newton 0.718565103993681"
[1] "Starting newton at: 0.800258601606476"
[1] "Newton iter: 1, lambda:0.712835807463471, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.716752770690179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.716760920588004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.716760920623238, diff to last: 0"
[1] "Final threshold is: 0.00985539322146548"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674446308356654"
[1] "Starting iterative with newton 0.674446308356654"
[1] "Starting newton at: 1.13387994044303"
[1] "Newton iter: 1, lambda:1.00179517172429, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.01381620347999, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01392542420942, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0139254331653, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01392542420942"
[1] "Starting iterative with newton 1.01392542420942"
[1] "Starting newton at: 1.22458811702328"
[1] "Newton iter: 1, lambda:1.13705173140152, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.14288848123605, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.14291621876989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14291621939391, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14291621876989"
[1] "Starting iterative with newton 1.14291621876989"
[1] "Starting newton at: 1.2678060345807"
[1] "Newton iter: 1, lambda:1.18310317923658, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.18871866288184, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.18874506191132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1887450624925, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18874506191132"
[1] "Starting iterative with newton 1.18874506191132"
[1] "Starting newton at: 1.28706910001124"
[1] "Newton iter: 1, lambda:1.19850152325761, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.2046755556395, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.20470779318568, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20470779406082, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20470779318568"
[1] "Starting iterative with newton 1.20470779318568"
[1] "Starting newton at: 1.29226618248849"
[1] "Newton iter: 1, lambda:1.20405575489792, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.21020030065298, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.21023233855752, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21023233942475, diff to last: 0"
[1] "Final threshold is: 0.0166405774132236"
threshold is:
[{'ad': 0.0003159075955119908, 'da': 0.00016763650005486463, 'dd': 0.0003283420040688803}, {'ad': 0.0006961966671549566, 'da': 0.0004985298475138519, 'dd': 0.0015187763428547239}, {'ad': 0.0017654190150579571, 'da': 0.0015486438783456238, 'dd': 0.0030412585199686413}, {'ad': 0.004106580846606633, 'da': 0.004217883216287176, 'dd': 0.008338677249233872}, {'ad': 0.010689828446908878, 'da': 0.009855393221465477, 'dd': 0.016640577413223567}]
Number of points in noise estimation: 128
Estimated noise: 0.0137499031244344
0.0137499031244344
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.3253244425283"
[1] "Starting iterative with newton 38.3253244425283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5741094372588"
[1] "Starting iterative with newton 32.5741094372588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.7678839502428"
[1] "Starting iterative with newton 29.7678839502428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.794896427072"
[1] "Starting iterative with newton 15.794896427072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.9259454372686"
[1] "Starting iterative with newton 14.9259454372686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.17338488266236"
[1] "Starting iterative with newton 9.17338488266236"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.4805531412323"
[1] "Starting iterative with newton 5.4805531412323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.96709084165669"
[1] "Starting iterative with newton 5.96709084165669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.06099969636002"
[1] "Starting iterative with newton 3.06099969636002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32963622600864"
[1] "Starting iterative with newton 2.32963622600864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31930142276898"
[1] "Starting iterative with newton 2.31930142276898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.25698898101294"
[1] "Starting iterative with newton 1.25698898101294"
[1] "Starting newton at: 1.49184125966196"
[1] "Newton iter: 1, lambda:1.33933641366117, diff to last: 0.153"
[1] "Newton iter: 2, lambda:1.31933270548669, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.31891463461834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31891444929399, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31891444929395, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31891444929395"
[1] "Starting iterative with newton 1.31891444929395"
[1] "Starting newton at: 1.53273660281365"
[1] "Newton iter: 1, lambda:1.38402050855224, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.3668109899494, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.36652818532328, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36652810779887, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36652810779886, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36652810779887"
[1] "Starting iterative with newton 1.36652810779887"
[1] "Starting newton at: 1.58296275644034"
[1] "Newton iter: 1, lambda:1.43243107268067, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.41682335046256, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.41661244037908, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4166124012444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4166124012444, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4166124012444"
[1] "Starting iterative with newton 1.4166124012444"
[1] "Starting newton at: 1.63523033264148"
[1] "Newton iter: 1, lambda:1.47397840985476, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.45821771277349, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.4580201555798, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45802012396506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45802012396506, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.45802012396506"
[1] "Starting iterative with newton 1.45802012396506"
[1] "Starting newton at: 1.67053665439324"
[1] "Newton iter: 1, lambda:1.50806470800805, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.493509430507, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.49335273458102, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49335271607846, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49335271607846, diff to last: 0"
[1] "Final threshold is: 0.0205334551766898"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02242204591125"
[1] "Starting iterative with newton 1.02242204591125"
[1] "Starting newton at: 1.19957136303551"
[1] "Newton iter: 1, lambda:1.27109442817803, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.26511492833661, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26507388497868, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26507388303834, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26507388303834"
[1] "Starting iterative with newton 1.26507388303834"
[1] "Starting newton at: 1.43529120203296"
[1] "Newton iter: 1, lambda:1.50580102087826, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.50201548954296, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.50200546883651, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50200546876591, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50200546876591"
[1] "Starting iterative with newton 1.50200546876591"
[1] "Starting newton at: 1.684811063898"
[1] "Newton iter: 1, lambda:1.69514126620252, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.69509466262992, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69509466170511, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69509466170511"
[1] "Starting iterative with newton 1.69509466170511"
[1] "Starting newton at: 1.87941992898353"
[1] "Newton iter: 1, lambda:1.81923752568961, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.81843331536179, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.81843313177014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81843313177013, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81843313177014"
[1] "Starting iterative with newton 1.81843313177014"
[1] "Starting newton at: 2.00920427643343"
[1] "Newton iter: 1, lambda:1.89443209650459, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.89311871371068, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.8931183507545, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89311835075448, diff to last: 0"
[1] "Final threshold is: 0.0260301939259631"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08630762708017"
[1] "Starting iterative with newton 1.08630762708017"
[1] "Starting newton at: 1.27903630153678"
[1] "Newton iter: 1, lambda:1.29935213063489, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.29889790715217, diff to last: 0"
[1] "Newton iter: 3, lambda:1.29889768256766, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29889768256761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29889768256761"
[1] "Starting iterative with newton 1.29889768256761"
[1] "Starting newton at: 1.47809029770393"
[1] "Newton iter: 1, lambda:1.50737879626084, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.5067469378387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.5067466545372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50674665453714, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50674665453714"
[1] "Starting iterative with newton 1.50674665453714"
[1] "Starting newton at: 1.70080428900757"
[1] "Newton iter: 1, lambda:1.67672325480018, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.6764660364972, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67646600549587, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67646600549586, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67646600549586"
[1] "Starting iterative with newton 1.67646600549586"
[1] "Starting newton at: 1.87450464379284"
[1] "Newton iter: 1, lambda:1.79044106321268, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.78865700416765, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.78865593071524, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78865593071485, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78865593071524"
[1] "Starting iterative with newton 1.78865593071524"
[1] "Starting newton at: 2.00195832734913"
[1] "Newton iter: 1, lambda:1.86104917926365, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.85841230105582, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.8584104452378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85841044523687, diff to last: 0"
[1] "Final threshold is: 0.0255529635874567"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0137499031244344"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674446308356654"
[1] "Starting iterative with newton 0.674446308356654"
[1] "Starting newton at: 1.53676014520604"
[1] "Newton iter: 1, lambda:1.65451612785282, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.64601577740467, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.64597882902077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64597882831129, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.64597882831129"
[1] "Starting iterative with newton 1.64597882831129"
[1] "Starting newton at: 2.15639818283177"
[1] "Newton iter: 1, lambda:2.13227642645096, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.13236783763427, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13236783878064, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13236783878064"
[1] "Starting iterative with newton 2.13236783878064"
[1] "Starting newton at: 2.30688063793676"
[1] "Newton iter: 1, lambda:2.328226532181, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.32833332429741, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32833332712905, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32833332712905"
[1] "Starting iterative with newton 2.32833332712905"
[1] "Starting newton at: 2.49491863364056"
[1] "Newton iter: 1, lambda:2.3939511540627, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.3972484238581, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39725140284197, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39725140284442, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39725140284197"
[1] "Starting iterative with newton 2.39725140284197"
[1] "Starting newton at: 2.56234370195763"
[1] "Newton iter: 1, lambda:2.41813578489738, diff to last: 0.144"
[1] "Newton iter: 2, lambda:2.42529630592353, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.42531077015522, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42531077021503, diff to last: 0"
[1] "Final threshold is: 0.0333477881362816"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.020533455176689818}, {'ad': 0.026030193925963074, 'da': 0.025552963587456706, 'dd': 0.03334778813628163}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549794639046168. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00671532506289718
0.00671532506289718
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.4726715924503"
[1] "Starting iterative with newton 78.4726715924503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.6968233007325"
[1] "Starting iterative with newton 66.6968233007325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.9509616737241"
[1] "Starting iterative with newton 60.9509616737241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.3406973897132"
[1] "Starting iterative with newton 32.3406973897132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.5614846460604"
[1] "Starting iterative with newton 30.5614846460604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.782881286962"
[1] "Starting iterative with newton 18.782881286962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2216570388549"
[1] "Starting iterative with newton 11.2216570388549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2178629089448"
[1] "Starting iterative with newton 12.2178629089448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.26752225613264"
[1] "Starting iterative with newton 6.26752225613264"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.77002559411058"
[1] "Starting iterative with newton 4.77002559411058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.74886466116624"
[1] "Starting iterative with newton 4.74886466116624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57373642460024"
[1] "Starting iterative with newton 2.57373642460024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.09345101717245"
[1] "Starting iterative with newton 2.09345101717245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.22425936135436"
[1] "Starting iterative with newton 2.22425936135436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38095644152415"
[1] "Starting iterative with newton 1.38095644152415"
[1] "Starting newton at: 1.61026342757705"
[1] "Newton iter: 1, lambda:1.39474880794683, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.36232694483139, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.36130699005056, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36130595254374, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36130595254267, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36130595254267"
[1] "Starting iterative with newton 1.36130595254267"
[1] "Starting newton at: 1.58848689935111"
[1] "Newton iter: 1, lambda:1.37733310632253, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.34456565469726, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.34348792252389, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34348672575231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34348672575083, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34348672575083"
[1] "Starting iterative with newton 1.34348672575083"
[1] "Starting newton at: 1.57258995195911"
[1] "Newton iter: 1, lambda:1.35982703662628, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.32520048035924, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.32395350042955, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32395184055815, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3239518405552, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3239518405552"
[1] "Starting iterative with newton 1.3239518405552"
[1] "Starting newton at: 1.55332302615462"
[1] "Newton iter: 1, lambda:1.34015539771712, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.30373125416247, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.30229603556226, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3022937495768, diff to last: 0"
[1] "Newton iter: 5, lambda:1.302293749571, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.302293749571"
[1] "Starting iterative with newton 1.302293749571"
[1] "Starting newton at: 1.52552603048661"
[1] "Newton iter: 1, lambda:1.31411114767944, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.27589021131253, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.27422699839758, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.27422377146431, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27422377145215, diff to last: 0"
[1] "Final threshold is: 0.00855682682817198"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.008556826828171982}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549794639046168. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00671532506289718
0.00671532506289718
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0457398667955762, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0458052041690027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0458052043022476, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0458052041690027"
[1] "Starting iterative with newton 0.0458052041690027"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00558945808370637, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00558976390907865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00558976390907956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00558976390907865"
[1] "Starting iterative with newton 0.00558976390907865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525315263666277, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525341348149533, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525341348149598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00525341348149533"
[1] "Starting iterative with newton 0.00525341348149533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525039715191295, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0052506576456894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525065764569004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0052506576456894"
[1] "Starting iterative with newton 0.0052506576456894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525037457919327, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525063507009506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0052506350700957, diff to last: 0"
[1] "Final threshold is: 3.52597212823363e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154556307276483, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154585464792874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154585464793912, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0154585464793912"
[1] "Starting iterative with newton 0.0154585464793912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00737398677181447, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00737439807385036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00737439807385164, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00737439807385164"
[1] "Starting iterative with newton 0.00737439807385164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00731289527588867, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00731329968782716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0073132996878284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00731329968782716"
[1] "Starting iterative with newton 0.00731329968782716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00731243367243629, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00731283803243896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0073128380324402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0073128380324402"
[1] "Starting iterative with newton 0.0073128380324402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00731243018459803, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00731283454420828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00731283454420952, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.91080610955422e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498518220313742, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.049947301974074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499473023241493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.049947301974074"
[1] "Starting iterative with newton 0.049947301974074"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00675300394370636, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00675342537227539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00675342537227704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00675342537227539"
[1] "Starting iterative with newton 0.00675342537227539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00639083859684581, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00639120671337399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00639120671337521, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00639120671337399"
[1] "Starting iterative with newton 0.00639120671337399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00638784219126068, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0063882098841476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00638820988414882, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0063882098841476"
[1] "Starting iterative with newton 0.0063882098841476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00638781740325984, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00638818509264334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00638818509264456, diff to last: 0"
[1] "Final threshold is: 4.28987394590539e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.116011209435057"
[1] "Newton iter: 1, lambda:0.0946094045989433, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0946359500365865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0946359500774668, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0946359500365865"
[1] "Starting iterative with newton 0.0946359500365865"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0212924648639469, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0213029927936834, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0213029927962573, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0213029927936834"
[1] "Starting iterative with newton 0.0213029927936834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0199644803701934, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0199733697934039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199733697951664, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0199733697951664"
[1] "Starting iterative with newton 0.0199733697951664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0199406190072794, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.019949480647796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199494806495462, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.019949480647796"
[1] "Starting iterative with newton 0.019949480647796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0199401903686807, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0199490515106396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0199490515123896, diff to last: 0"
[1] "Final threshold is: 0.000133964365602176"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0726069444073224, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728644395000768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728644427359102, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0728644427359102"
[1] "Starting iterative with newton 0.0728644427359102"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122695197051364, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122721011145034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122721011146176, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0122721011146176"
[1] "Starting iterative with newton 0.0122721011146176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113493192083238, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113514466645954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113514466646701, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0113514466646701"
[1] "Starting iterative with newton 0.0113514466646701"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113356245827776, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113377456626658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.01133774566274, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01133774566274"
[1] "Starting iterative with newton 0.01133774566274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011335420848106, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.011337541833216, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113375418332903, diff to last: 0"
[1] "Final threshold is: 7.61352788242407e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.207588816856405"
[1] "Newton iter: 1, lambda:0.162495304243955, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.162691566963766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.162691570696267, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162691570696267"
[1] "Starting iterative with newton 0.162691570696267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067705338914057, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0679618375263539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.06796184120485, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0679618375263539"
[1] "Starting iterative with newton 0.0679618375263539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638921198707976, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0641160365044718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0641160392528568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0641160392528568"
[1] "Starting iterative with newton 0.0641160392528568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637354387262253, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639580710898319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639580738045089, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0639580738045089"
[1] "Starting iterative with newton 0.0639580738045089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637289991471757, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639515788211715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639515815344703, diff to last: 0"
[1] "Final threshold is: 0.000429455640069657"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.380485878401284"
[1] "Newton iter: 1, lambda:0.210122117990221, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.213844424846901, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.213846239028935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213846239029366, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.213846239028935"
[1] "Starting iterative with newton 0.213846239028935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0702374592802688, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0705529112645737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0705529176252482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0705529112645737"
[1] "Starting iterative with newton 0.0705529112645737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0635835090957051, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0638295984981508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0638296021836989, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0638295984981508"
[1] "Starting iterative with newton 0.0638295984981508"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.063270525896981, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0635136131769472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.063513616764507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.063513616764507"
[1] "Starting iterative with newton 0.063513616764507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632558147268405, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634987614620488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634987650450567, diff to last: 0"
[1] "Final threshold is: 0.000426414824309026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.185680053107372, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.189885478489227, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189887619912448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189887619913003, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.189887619912448"
[1] "Starting iterative with newton 0.189887619912448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0621917184404418, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0624101701595101, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0624101728538503, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0624101701595101"
[1] "Starting iterative with newton 0.0624101701595101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.056908038672425, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0570834210980311, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570834227634305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0570834210980311"
[1] "Starting iterative with newton 0.0570834210980311"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566866081541139, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568603104832405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568603121139085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0568603104832405"
[1] "Starting iterative with newton 0.0568603104832405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566773321103733, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568509642749056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568509659041318, diff to last: 0"
[1] "Final threshold is: 0.000381772705245146"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.438175205831818"
[1] "Newton iter: 1, lambda:0.353160199080553, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.354721777938951, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354722312989766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354722312989829, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354722312989766"
[1] "Starting iterative with newton 0.354722312989766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120265411560436, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121797586300347, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121797834765334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12179783476534, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121797834765334"
[1] "Starting iterative with newton 0.121797834765334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104136156665565, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105191939540638, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105192048029286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105192048029287, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105192048029286"
[1] "Starting iterative with newton 0.105192048029286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102978068729275, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104004055880296, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104004157695789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10400415769579, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.104004157695789"
[1] "Starting iterative with newton 0.104004157695789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102895167225152, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103919043223937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10391914457556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103919144575561, diff to last: 0"
[1] "Final threshold is: 0.00069785083608309"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.665101741535504"
[1] "Newton iter: 1, lambda:0.481098481922908, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.490676371126152, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.49070379709685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4907037973212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.4907037973212"
[1] "Starting iterative with newton 0.4907037973212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164813323849788, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.168667469448928, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168669573133882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168669573134509, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.168669573133882"
[1] "Starting iterative with newton 0.168669573133882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136503921782475, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.138867602610259, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138868310874323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138868310874386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138868310874386"
[1] "Starting iterative with newton 0.138868310874386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133842158639089, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136089908392753, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136090541993702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136090541993752, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136090541993702"
[1] "Starting iterative with newton 0.136090541993702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133593667522467, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135830792212458, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135831419201805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135831419201854, diff to last: 0"
[1] "Final threshold is: 0.000912152133695103"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.310152313441284"
[1] "Newton iter: 1, lambda:0.477719482155089, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.486115554367543, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.486135965226193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486135965346566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.486135965346566"
[1] "Starting iterative with newton 0.486135965346566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170292662676973, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.17455427206534, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174556934905835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174556934906875, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174556934906875"
[1] "Starting iterative with newton 0.174556934906875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141308777005625, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143952603501356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143953528132726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143953528132839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.143953528132726"
[1] "Starting iterative with newton 0.143953528132726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138412887533937, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140921959002668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.140922782841455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140922782841544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.140922782841455"
[1] "Starting iterative with newton 0.140922782841455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138125616293934, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140621569713663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140622384083786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140622384083873, diff to last: 0"
[1] "Final threshold is: 0.000944325020242203"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.57373642460024"
[1] "Starting iterative with newton 2.57373642460024"
[1] "Starting newton at: 0.586945717356932"
[1] "Newton iter: 1, lambda:0.610418774508743, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.610634030328195, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610634048304632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610634048304632, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.610634048304632"
[1] "Starting iterative with newton 0.610634048304632"
[1] "Starting newton at: 0.282479536443931"
[1] "Newton iter: 1, lambda:0.329164947708631, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.329739933267466, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.329740020096977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329740020096979, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.329740020096977"
[1] "Starting iterative with newton 0.329740020096977"
[1] "Starting newton at: 0.322946360167812"
[1] "Newton iter: 1, lambda:0.28153636607146, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.281950787545852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281950829198909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28195082919891, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.281950829198909"
[1] "Starting iterative with newton 0.281950829198909"
[1] "Starting newton at: 0.327345513830227"
[1] "Newton iter: 1, lambda:0.272961317215789, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.273665011961006, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.273665130305387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27366513030539, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.273665130305387"
[1] "Starting iterative with newton 0.273665130305387"
[1] "Starting newton at: 0.322770996193162"
[1] "Newton iter: 1, lambda:0.271603384150372, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.272224898396323, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272224990473753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272224990473755, diff to last: 0"
[1] "Final threshold is: 0.00182807930127534"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.09345101717245"
[1] "Starting iterative with newton 2.09345101717245"
[1] "Starting newton at: 0.567736541474949"
[1] "Newton iter: 1, lambda:0.65039755738472, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.65339362672166, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.653397470588229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65339747059455, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.653397470588229"
[1] "Starting iterative with newton 0.653397470588229"
[1] "Starting newton at: 0.279367314339322"
[1] "Newton iter: 1, lambda:0.398275576356155, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.402804187919432, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.402810674456409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402810674469708, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.402810674456409"
[1] "Starting iterative with newton 0.402810674456409"
[1] "Starting newton at: 0.27313079802405"
[1] "Newton iter: 1, lambda:0.351580095071422, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.353405109198131, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.353406090009492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353406090009776, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.353406090009492"
[1] "Starting iterative with newton 0.353406090009492"
[1] "Starting newton at: 0.272836336615417"
[1] "Newton iter: 1, lambda:0.342082650607408, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.343481920638819, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.343482488617237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34348248861733, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.343482488617237"
[1] "Starting iterative with newton 0.343482488617237"
[1] "Starting newton at: 0.274923129691855"
[1] "Newton iter: 1, lambda:0.340240911841154, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.341481678848966, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341482124072142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341482124072199, diff to last: 0"
[1] "Final threshold is: 0.00229316346631302"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.22425936135436"
[1] "Starting iterative with newton 2.22425936135436"
[1] "Starting newton at: 0.543954257445045"
[1] "Newton iter: 1, lambda:0.637382136150424, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.641083373386521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.641089031248165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.64108903126137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64108903126137"
[1] "Starting iterative with newton 0.64108903126137"
[1] "Starting newton at: 0.268398335381931"
[1] "Newton iter: 1, lambda:0.378237754809392, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.381899911329915, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.381903938004156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381903938009022, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.381903938004156"
[1] "Starting iterative with newton 0.381903938004156"
[1] "Starting newton at: 0.276124705413566"
[1] "Newton iter: 1, lambda:0.332335614884662, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.33322092062904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.333221139175138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333221139175151, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333221139175138"
[1] "Starting iterative with newton 0.333221139175138"
[1] "Starting newton at: 0.280467215222598"
[1] "Newton iter: 1, lambda:0.323373444985245, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.323881058058354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32388112885273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323881128852731, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.32388112885273"
[1] "Starting iterative with newton 0.32388112885273"
[1] "Starting newton at: 0.281545041911855"
[1] "Newton iter: 1, lambda:0.32164018407083, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.322082079358621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322082132854993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322082132854994, diff to last: 0"
[1] "Final threshold is: 0.00216288621907252"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00671532506289718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38095644152415"
[1] "Starting iterative with newton 1.38095644152415"
[1] "Starting newton at: 0.674522803439556"
[1] "Newton iter: 1, lambda:0.746425181439225, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.749141298196655, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.749145080437213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74914508044454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.74914508044454"
[1] "Starting iterative with newton 0.74914508044454"
[1] "Starting newton at: 0.636088565417716"
[1] "Newton iter: 1, lambda:0.599471951010656, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.600068465699441, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.60006862571434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600068625714351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.600068625714351"
[1] "Starting iterative with newton 0.600068625714351"
[1] "Starting newton at: 0.636213977972077"
[1] "Newton iter: 1, lambda:0.558689064626135, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.561240744550601, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.561243570045412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561243570048874, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.561243570045412"
[1] "Starting iterative with newton 0.561243570045412"
[1] "Starting newton at: 0.63303548449479"
[1] "Newton iter: 1, lambda:0.547828835531287, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.550876024675315, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.550880015133023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550880015139861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.550880015133023"
[1] "Starting iterative with newton 0.550880015133023"
[1] "Starting newton at: 0.633736159190289"
[1] "Newton iter: 1, lambda:0.544781930233694, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.548091166901785, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.548095861009934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548095861019372, diff to last: 0"
[1] "Final threshold is: 0.0036806418723736"
threshold is:
[{'ad': 3.525972128233627e-05, 'da': 4.910806109554216e-05, 'dd': 4.289873945905395e-05}, {'ad': 0.00013396436560217647, 'da': 7.613527882424069e-05, 'dd': 0.00042945564006965746}, {'ad': 0.0004264148243090259, 'da': 0.00038177270524514565, 'dd': 0.0006978508360830903}, {'ad': 0.0009121521336951033, 'da': 0.0009443250202422029, 'dd': 0.0018280793012753393}, {'ad': 0.0022931634663130177, 'da': 0.0021628862190725172, 'dd': 0.0036806418723735954}]
Number of points in noise estimation: 128
Estimated noise: 0.0137499031244344
0.0137499031244344
threshold is:
[{'ad': 0.009511321818873153, 'da': 0.006986100001686389, 'dd': 0.008131010356448698}, {'ad': 0.001813665660272079, 'da': 0.006895222187424999, 'dd': 0.0031164556356702566}, {'ad': 0.00155272050168076, 'da': 0.0008178698597233643, 'dd': 0.003028359301627089}, {'ad': 0.00340653545642311, 'da': 0.0033399875621448996, 'dd': 0.007075840595382978}, {'ad': 0.009371499265744071, 'da': 0.009196155163638796, 'dd': 0.01430045639196036}]
['stjerten256', 0.05, 4, 0.0003943855417480427, 0.00029101450275272533, 0.00031098466574905814, 0.0007136485656220406, 0.00028417143453561723, 0.00038529593518338783, 0.0003557739071813607, 0.0003930445174650703, 34.040790147605904, 35.36085367342148, 35.0726102494343, 31.46515602768745, 35.464195803390986, 34.14205572707053, 34.488259066812425, 34.055582572721825]
stjerten256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.019193617821800363
0.019193617821800363
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106177682221398, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106928699099534, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106928736577185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106928736577185, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.106928736577185"
[1] "Starting iterative with newton 0.106928736577185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0411496029871192, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0412138085935184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0412138087498019, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0412138087498019"
[1] "Starting iterative with newton 0.0412138087498019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391603786484768, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392174358324184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392174359535273, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0392174358324184"
[1] "Starting iterative with newton 0.0392174358324184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0390996124779364, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0391564593035262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0391564594236732, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0391564594236732"
[1] "Starting iterative with newton 0.0391564594236732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0390977562053092, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0391545966122437, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0391545967323615, diff to last: 0"
[1] "Final threshold is: 0.000751518363342165"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0757980211415843"
[1] "Newton iter: 1, lambda:0.0995190707772161, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0995557772507407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0995557773385611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0995557772507407"
[1] "Starting iterative with newton 0.0995557772507407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168699996637154, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168751326089422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168751326094175, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0168751326089422"
[1] "Starting iterative with newton 0.0168751326089422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161362860520616, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.016140637659432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161406376597486, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.016140637659432"
[1] "Starting iterative with newton 0.016140637659432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161298162275448, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161341614471394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161341614474547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0161341614471394"
[1] "Starting iterative with newton 0.0161341614471394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161297591843066, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161341043476196, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016134104347935, diff to last: 0"
[1] "Final threshold is: 0.000309671832745258"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115536358008064, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.116478278671445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116478341082434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116478341082434, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.116478341082434"
[1] "Starting iterative with newton 0.116478341082434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0442373869699171, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.04432239933439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443223996482952, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0443223996482952"
[1] "Starting iterative with newton 0.0443223996482952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0416802380736375, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.041753898379596, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0417538986096298, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.041753898379596"
[1] "Starting iterative with newton 0.041753898379596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415892282415786, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416625018986004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416625021260231, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0416625021260231"
[1] "Starting iterative with newton 0.0416625021260231"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415859899415883, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416592498626215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416592500899518, diff to last: 0"
[1] "Final threshold is: 0.000799591720606047"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.315434412486694"
[1] "Newton iter: 1, lambda:0.209224398109329, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.210661452161329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210661718544176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210661718544185, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210661718544176"
[1] "Starting iterative with newton 0.210661718544176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733114458342755, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736548924769781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736549000124257, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0736549000124257"
[1] "Starting iterative with newton 0.0736549000124257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067599691210871, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0678773944554062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0678773991412321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0678773991412321"
[1] "Starting iterative with newton 0.0678773991412321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673564516618684, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676315695254316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676315741145872, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676315695254316"
[1] "Starting iterative with newton 0.0676315695254316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673460935303329, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067621101692905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676211062779841, diff to last: 0"
[1] "Final threshold is: 0.00129789358258272"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.411789127469944"
[1] "Newton iter: 1, lambda:0.201725102490002, diff to last: 0.21"
[1] "Newton iter: 2, lambda:0.207047791145342, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.207051298217708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20705129821923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.20705129821923"
[1] "Starting iterative with newton 0.20705129821923"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0623882689181486, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626334606994742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626334644872951, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0626334606994742"
[1] "Starting iterative with newton 0.0626334606994742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0555063105030975, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0556877047958044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0556877067335073, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0556877047958044"
[1] "Starting iterative with newton 0.0556877047958044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551775014266315, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.055356158295778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0553561601692051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.055356158295778"
[1] "Starting iterative with newton 0.055356158295778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0551618135886017, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0553403405275628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055340342397969, diff to last: 0"
[1] "Final threshold is: 0.00106218138211419"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.489360737216005"
[1] "Newton iter: 1, lambda:0.338527935152432, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.343011621815201, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.34301571158697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34301571159037, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34301571158697"
[1] "Starting iterative with newton 0.34301571158697"
[1] "Starting newton at: 0.244789998238947"
[1] "Newton iter: 1, lambda:0.145602957990571, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.146807096352529, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.146807274802439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146807274802443, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146807274802439"
[1] "Starting iterative with newton 0.146807274802439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126790660503338, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128684115414786, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128684536803118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128684536803139, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.128684536803139"
[1] "Starting iterative with newton 0.128684536803139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125142858874044, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126978587211727, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126978981440549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126978981440567, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.126978981440549"
[1] "Starting iterative with newton 0.126978981440549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124987601973408, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126817942763705, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126818334506775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126818334506793, diff to last: 0"
[1] "Final threshold is: 0.00243410264532028"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.524254614948709"
[1] "Newton iter: 1, lambda:0.509172411050869, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.509241415828072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.509241417278493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509241415828072"
[1] "Starting iterative with newton 0.509241415828072"
[1] "Starting newton at: 0.366741358613934"
[1] "Newton iter: 1, lambda:0.206704923720513, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.211052115015935, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.211055361906738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211055361908549, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211055361908549"
[1] "Starting iterative with newton 0.211055361908549"
[1] "Starting newton at: 0.275485109573442"
[1] "Newton iter: 1, lambda:0.176284632679502, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.177822504549805, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177822875780027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177822875780049, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177822875780049"
[1] "Starting iterative with newton 0.177822875780049"
[1] "Starting newton at: 0.302669122397241"
[1] "Newton iter: 1, lambda:0.171373890249022, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.174035046844064, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174036146587794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174036146587982, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174036146587794"
[1] "Starting iterative with newton 0.174036146587794"
[1] "Starting newton at: 0.306455851589496"
[1] "Newton iter: 1, lambda:0.170764181567859, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.17360242402498, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.173603673466463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173603673466705, diff to last: 0"
[1] "Final threshold is: 0.00333208256097591"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.35471340910338"
[1] "Newton iter: 1, lambda:0.494940064630027, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.501173466388363, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.501185448571939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.501185448616147, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.501185448571939"
[1] "Starting iterative with newton 0.501185448571939"
[1] "Starting newton at: 0.296315638984745"
[1] "Newton iter: 1, lambda:0.196173804671818, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.197834436385289, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.197834895664529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197834895664564, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.197834895664564"
[1] "Starting iterative with newton 0.197834895664564"
[1] "Starting newton at: 0.299270161050125"
[1] "Newton iter: 1, lambda:0.161291511282942, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.164144226388372, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164145451950298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164145451950524, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164145451950524"
[1] "Starting iterative with newton 0.164145451950524"
[1] "Starting newton at: 0.319539871942561"
[1] "Newton iter: 1, lambda:0.156447385921216, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.160381953219714, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160384256608928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160384256609717, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160384256608928"
[1] "Starting iterative with newton 0.160384256608928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156327225808864, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159961969502405, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159963932531418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15996393253199, diff to last: 0"
[1] "Final threshold is: 0.00307028658628029"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.37609186632791"
[1] "Starting iterative with newton 2.37609186632791"
[1] "Starting newton at: 0.491238239153842"
[1] "Newton iter: 1, lambda:0.633898741478499, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.6426268357457, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.642658299604703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642658300012408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642658300012408"
[1] "Starting iterative with newton 0.642658300012408"
[1] "Starting newton at: 0.477655432646963"
[1] "Newton iter: 1, lambda:0.362968322412843, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.366680159635038, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.366684113598026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36668411360251, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.366684113598026"
[1] "Starting iterative with newton 0.366684113598026"
[1] "Starting newton at: 0.287152468170175"
[1] "Newton iter: 1, lambda:0.317737217084773, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.317985446590878, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317985462901236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.317985462901237, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317985462901236"
[1] "Starting iterative with newton 0.317985462901236"
[1] "Starting newton at: 0.234241818145003"
[1] "Newton iter: 1, lambda:0.307772187284519, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.309189345241056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.309189869058273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309189869058345, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.309189869058345"
[1] "Starting iterative with newton 0.309189869058345"
[1] "Starting newton at: 0.2323999361212"
[1] "Newton iter: 1, lambda:0.306169683027729, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.307592159765162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.307592686095126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.307592686095198, diff to last: 0"
[1] "Final threshold is: 0.00590381646169224"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.8240077975603"
[1] "Starting iterative with newton 1.8240077975603"
[1] "Starting newton at: 0.724076804794061"
[1] "Newton iter: 1, lambda:0.703747309818698, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.703942495306097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.703942513433152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.703942513433153, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.703942513433152"
[1] "Starting iterative with newton 0.703942513433152"
[1] "Starting newton at: 0.518270878254021"
[1] "Newton iter: 1, lambda:0.468185295398184, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.469101466584237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469101776163428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469101776163463, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.469101776163463"
[1] "Starting iterative with newton 0.469101776163463"
[1] "Starting newton at: 0.515183677751803"
[1] "Newton iter: 1, lambda:0.412404012735301, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.41597380508839, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.415978189016192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4159781890228, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415978189016192"
[1] "Starting iterative with newton 0.415978189016192"
[1] "Starting newton at: 0.51548708166329"
[1] "Newton iter: 1, lambda:0.399330027933153, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.403806232198873, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.403813010671395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.403813010686931, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.403813010671395"
[1] "Starting iterative with newton 0.403813010671395"
[1] "Starting newton at: 0.517640983080696"
[1] "Newton iter: 1, lambda:0.396135884149904, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.401010831514405, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.40101884045155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401018840473153, diff to last: 0"
[1] "Final threshold is: 0.00769700236296858"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.84149437192454"
[1] "Starting iterative with newton 1.84149437192454"
[1] "Starting newton at: 0.731459816281338"
[1] "Newton iter: 1, lambda:0.681289500708197, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.68239761978388, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.682398170514167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682398170514303, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.682398170514167"
[1] "Starting iterative with newton 0.682398170514167"
[1] "Starting newton at: 0.486379540373322"
[1] "Newton iter: 1, lambda:0.45971001709143, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.459962201587933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.459962224252809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459962224252809, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.459962224252809"
[1] "Starting iterative with newton 0.459962224252809"
[1] "Starting newton at: 0.496036574232664"
[1] "Newton iter: 1, lambda:0.40849178891689, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.411026908071936, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.411029066864914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411029066866479, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.411029066866479"
[1] "Starting iterative with newton 0.411029066866479"
[1] "Starting newton at: 0.506111170160673"
[1] "Newton iter: 1, lambda:0.396076155329038, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.400011209978663, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.400016339754372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400016339763085, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.400016339763085"
[1] "Starting iterative with newton 0.400016339763085"
[1] "Starting newton at: 0.506043711565813"
[1] "Newton iter: 1, lambda:0.393412316540013, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.397520813617252, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.397526387747128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397526387757383, diff to last: 0"
[1] "Final threshold is: 0.0076299695604992"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.06674135166607"
[1] "Starting iterative with newton 1.06674135166607"
[1] "Starting newton at: 0.759891353148078"
[1] "Newton iter: 1, lambda:0.830959221563327, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.834001433980178, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.834006859153686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834006859170916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.834006859153686"
[1] "Starting iterative with newton 0.834006859153686"
[1] "Starting newton at: 0.730157023698428"
[1] "Newton iter: 1, lambda:0.768099270190328, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.768913353483728, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.768913723085139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768913723085215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.768913723085139"
[1] "Starting iterative with newton 0.768913723085139"
[1] "Starting newton at: 0.725737138295914"
[1] "Newton iter: 1, lambda:0.749429057801798, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.74974029141707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.749740344667343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749740344667345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.749740344667343"
[1] "Starting iterative with newton 0.749740344667343"
[1] "Starting newton at: 0.72860171625052"
[1] "Newton iter: 1, lambda:0.743874738569733, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.744003135413476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744003144437305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.744003144437305"
[1] "Starting iterative with newton 0.744003144437305"
[1] "Starting newton at: 0.724854304753337"
[1] "Newton iter: 1, lambda:0.742114473889396, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.742278361094183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.742278375777574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742278375777574, diff to last: 0"
[1] "Final threshold is: 0.0142470074620615"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.883415789209967"
[1] "Starting iterative with newton 0.883415789209967"
[1] "Starting newton at: 0.980911514497291"
[1] "Newton iter: 1, lambda:0.898857353435101, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.903043295011818, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.903054698538484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.903054698622943, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.903054698622943"
[1] "Starting iterative with newton 0.903054698622943"
[1] "Starting newton at: 0.984981525628181"
[1] "Newton iter: 1, lambda:0.905407983355891, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.909365032913319, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.909375264486663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909375264554934, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.909375264486663"
[1] "Starting iterative with newton 0.909375264486663"
[1] "Starting newton at: 0.988083885302781"
[1] "Newton iter: 1, lambda:0.907310819406929, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.911390156420347, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.911401045207429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.911401045284855, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.911401045207429"
[1] "Starting iterative with newton 0.911401045207429"
[1] "Starting newton at: 0.990232473932613"
[1] "Newton iter: 1, lambda:0.907790447881756, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.912037649347338, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.912049458695869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912049458786978, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.912049458695869"
[1] "Starting iterative with newton 0.912049458695869"
[1] "Starting newton at: 0.992055088261914"
[1] "Newton iter: 1, lambda:0.907813481386747, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.912244061276183, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.912256915311639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912256915419595, diff to last: 0"
[1] "Final threshold is: 0.0175095105898582"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915680184810074"
[1] "Starting iterative with newton 0.915680184810074"
[1] "Starting newton at: 0.770410469214968"
[1] "Newton iter: 1, lambda:0.862514780340729, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.867991558019577, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.86801025223357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.868010252450832, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86801025223357"
[1] "Starting iterative with newton 0.86801025223357"
[1] "Starting newton at: 0.755038692481979"
[1] "Newton iter: 1, lambda:0.847962033917507, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.853475535706033, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.853494285068413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853494285284702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.853494285284702"
[1] "Starting iterative with newton 0.853494285284702"
[1] "Starting newton at: 0.750565060200215"
[1] "Newton iter: 1, lambda:0.84351804936069, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.849015966454071, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.849034550091937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.849034550303741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.849034550091937"
[1] "Starting iterative with newton 0.849034550091937"
[1] "Starting newton at: 0.751401889549556"
[1] "Newton iter: 1, lambda:0.842385330879834, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.847643559967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.847660539969927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.84766054014658, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.84766054014658"
[1] "Starting iterative with newton 0.84766054014658"
[1] "Starting newton at: 0.750780398699126"
[1] "Newton iter: 1, lambda:0.841942295260832, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.847219751025664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.847236850359447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.847236850538538, diff to last: 0"
[1] "Final threshold is: 0.0162615403103451"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.10362770971831"
[1] "Newton iter: 1, lambda:1.0197381222178, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.02479018813282, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.02480955893535, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02480955921931, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02480955893535"
[1] "Starting iterative with newton 1.02480955893535"
[1] "Starting newton at: 1.28107807343557"
[1] "Newton iter: 1, lambda:1.14258743602626, diff to last: 0.138"
[1] "Newton iter: 2, lambda:1.15679792306608, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.15696552395713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15696554705596, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15696554705596, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15696554705596"
[1] "Starting iterative with newton 1.15696554705596"
[1] "Starting newton at: 1.31072305102728"
[1] "Newton iter: 1, lambda:1.19312176859959, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.2038151733464, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.20391276484993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20391277291859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20391277291859"
[1] "Starting iterative with newton 1.20391277291859"
[1] "Starting newton at: 1.34168047715404"
[1] "Newton iter: 1, lambda:1.20603199710735, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.22016629478738, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.22033901575547, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22033904129482, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22033904129482, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.22033904129482"
[1] "Starting iterative with newton 1.22033904129482"
[1] "Starting newton at: 1.34089777447183"
[1] "Newton iter: 1, lambda:1.21328647413215, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.22592113105473, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.22605950792951, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22605952438105, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22605952438105, diff to last: 0"
[1] "Final threshold is: 0.0235325176219837"
threshold is:
[{'ad': 0.0007515183633421652, 'da': 0.0003096718327452582, 'dd': 0.0007995917206060472}, {'ad': 0.0012978935825827154, 'da': 0.0010621813821141922, 'dd': 0.0024341026453202764}, {'ad': 0.0033320825609759134, 'da': 0.0030702865862802923, 'dd': 0.005903816461692242}, {'ad': 0.007697002362968583, 'da': 0.007629969560499199, 'dd': 0.01424700746206147}, {'ad': 0.017509510589858158, 'da': 0.016261540310345095, 'dd': 0.023532517621983697}]
Number of points in noise estimation: 128
Estimated noise: 0.019193617821800363
0.019193617821800363
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.2751175104517"
[1] "Starting iterative with newton 27.2751175104517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.2240628540744"
[1] "Starting iterative with newton 24.2240628540744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.2098827856912"
[1] "Starting iterative with newton 21.2098827856912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2336599108951"
[1] "Starting iterative with newton 11.2336599108951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.4986665847582"
[1] "Starting iterative with newton 10.4986665847582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.71678370270373"
[1] "Starting iterative with newton 6.71678370270373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.15277924401704"
[1] "Starting iterative with newton 4.15277924401704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.28307742431499"
[1] "Starting iterative with newton 4.28307742431499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.37609186632791"
[1] "Starting iterative with newton 2.37609186632791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8240077975603"
[1] "Starting iterative with newton 1.8240077975603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.84149437192454"
[1] "Starting iterative with newton 1.84149437192454"
[1] "Starting newton at: 2.13516193992756"
[1] "Newton iter: 1, lambda:1.60455076310225, diff to last: 0.531"
[1] "Newton iter: 2, lambda:1.55959050393142, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.55817530288096, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55817382217873, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5581738221771, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5581738221771"
[1] "Starting iterative with newton 1.5581738221771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06674135166607"
[1] "Starting iterative with newton 1.06674135166607"
[1] "Starting newton at: 1.23131454085591"
[1] "Newton iter: 1, lambda:1.30637999847513, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.30011751195046, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.30007498909152, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30007498712313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30007498909152"
[1] "Starting iterative with newton 1.30007498909152"
[1] "Starting newton at: 1.48881252030027"
[1] "Newton iter: 1, lambda:1.55560480788057, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.55249764737497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.55249150273893, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55249150271478, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55249150271478"
[1] "Starting iterative with newton 1.55249150271478"
[1] "Starting newton at: 1.73872301516506"
[1] "Newton iter: 1, lambda:1.73504177586528, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.73503646016575, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73503646015456, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73503646015456"
[1] "Starting iterative with newton 1.73503646015456"
[1] "Starting newton at: 1.94177594413557"
[1] "Newton iter: 1, lambda:1.84949539096408, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.84791715910426, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84791647505648, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84791647505635, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84791647505635"
[1] "Starting iterative with newton 1.84791647505635"
[1] "Starting newton at: 2.07188122411086"
[1] "Newton iter: 1, lambda:1.91747507439108, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.9157132910958, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.91571263046617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91571263046608, diff to last: 0"
[1] "Final threshold is: 0.0367694560855617"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.883415789209967"
[1] "Starting iterative with newton 0.883415789209967"
[1] "Starting newton at: 1.40969525617134"
[1] "Newton iter: 1, lambda:1.34803422248073, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.34452258511143, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.34451044092161, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34451044077596, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34451044077596"
[1] "Starting iterative with newton 1.34451044077596"
[1] "Starting newton at: 1.69305365972333"
[1] "Newton iter: 1, lambda:1.74689120160554, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.74578744452315, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74578705071846, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74578705071841, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.74578705071841"
[1] "Starting iterative with newton 1.74578705071841"
[1] "Starting newton at: 1.92396114804056"
[1] "Newton iter: 1, lambda:1.97113286367653, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.97083597694229, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97083596922908, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97083596922908"
[1] "Starting iterative with newton 1.97083596922908"
[1] "Starting newton at: 2.14366004406978"
[1] "Newton iter: 1, lambda:2.07756854090445, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.07778488855632, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07778488827492, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07778488855632"
[1] "Starting iterative with newton 2.07778488855632"
[1] "Starting newton at: 2.24853702669416"
[1] "Newton iter: 1, lambda:2.12951430987654, diff to last: 0.119"
[1] "Newton iter: 2, lambda:2.13118652614084, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.1311866033048, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1311866033048, diff to last: 0"
[1] "Final threshold is: 0.0409051811707731"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915680184810074"
[1] "Starting iterative with newton 0.915680184810074"
[1] "Starting newton at: 1.27358251875688"
[1] "Newton iter: 1, lambda:1.33453145711213, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.33061671810583, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.33060104592485, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33060104567295, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33060104567295"
[1] "Starting iterative with newton 1.33060104567295"
[1] "Starting newton at: 1.70496356580675"
[1] "Newton iter: 1, lambda:1.67908588466828, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.67881328066204, diff to last: 0"
[1] "Newton iter: 3, lambda:1.6788132483431, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6788132483431, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6788132483431"
[1] "Starting iterative with newton 1.6788132483431"
[1] "Starting newton at: 1.85452668188472"
[1] "Newton iter: 1, lambda:1.88524487351443, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.88502835935913, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88502835003174, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88502835003174"
[1] "Starting iterative with newton 1.88502835003174"
[1] "Starting newton at: 2.08632333423369"
[1] "Newton iter: 1, lambda:1.99650115264406, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.99630435999468, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99630435598386, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99630435598386"
[1] "Starting iterative with newton 1.99630435598386"
[1] "Starting newton at: 2.18422281349967"
[1] "Newton iter: 1, lambda:2.04607008692394, diff to last: 0.138"
[1] "Newton iter: 2, lambda:2.0469284447672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04692839508915, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04692839508915, diff to last: 0"
[1] "Final threshold is: 0.0392879613239323"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191936178218004"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.86315254382756"
[1] "Newton iter: 1, lambda:1.69512250533129, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.68644064432342, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.68640469984898, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68640469922213, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68640469984898"
[1] "Starting iterative with newton 1.68640469984898"
[1] "Starting newton at: 2.24312877881068"
[1] "Newton iter: 1, lambda:2.15915701966988, diff to last: 0.084"
[1] "Newton iter: 2, lambda:2.16070196067483, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.16070233128069, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16070233128072, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.16070233128072"
[1] "Starting iterative with newton 2.16070233128072"
[1] "Starting newton at: 2.32751016340966"
[1] "Newton iter: 1, lambda:2.33152440808878, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.33152841233966, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33152841234368, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.33152841233966"
[1] "Starting iterative with newton 2.33152841233966"
[1] "Starting newton at: 2.48797423136339"
[1] "Newton iter: 1, lambda:2.39168623723707, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.39468746945153, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.39468995050566, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39468995050736, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39468995050736"
[1] "Starting iterative with newton 2.39468995050736"
[1] "Starting newton at: 2.56009689590976"
[1] "Newton iter: 1, lambda:2.40915536270095, diff to last: 0.151"
[1] "Newton iter: 2, lambda:2.41708485556274, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.41710254291007, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41710254299942, diff to last: 0"
[1] "Final threshold is: 0.0463929424447177"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03676945608556173}, {'ad': 0.0409051811707731, 'da': 0.03928796132393233, 'dd': 0.04639294244471766}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546984171382603. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009377055199395004
0.009377055199395004
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 55.8286338736793"
[1] "Starting iterative with newton 55.8286338736793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 49.5835200524758"
[1] "Starting iterative with newton 49.5835200524758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.4138837382556"
[1] "Starting iterative with newton 43.4138837382556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.9938472670728"
[1] "Starting iterative with newton 22.9938472670728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.489411097778"
[1] "Starting iterative with newton 21.489411097778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.7483865286098"
[1] "Starting iterative with newton 13.7483865286098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.5002013972479"
[1] "Starting iterative with newton 8.5002013972479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.76690490088903"
[1] "Starting iterative with newton 8.76690490088903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.86355238633218"
[1] "Starting iterative with newton 4.86355238633218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.73350778319136"
[1] "Starting iterative with newton 3.73350778319136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.76930053669689"
[1] "Starting iterative with newton 3.76930053669689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18348142174852"
[1] "Starting iterative with newton 2.18348142174852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80823773298618"
[1] "Starting iterative with newton 1.80823773298618"
[1] "Starting newton at: 2.11534994191255"
[1] "Newton iter: 1, lambda:1.59265017331837, diff to last: 0.523"
[1] "Newton iter: 2, lambda:1.54359473691819, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.54185970741786, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.54185740848836, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54185740848432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54185740848432"
[1] "Starting iterative with newton 1.54185740848432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.87427877308155"
[1] "Starting iterative with newton 1.87427877308155"
[1] "Starting newton at: 2.21368971156995"
[1] "Newton iter: 1, lambda:1.63980382340957, diff to last: 0.574"
[1] "Newton iter: 2, lambda:1.60015693504559, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.5991146699874, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.59911391329363, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59911391329323, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59911391329323"
[1] "Starting iterative with newton 1.59911391329323"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38059318354236"
[1] "Starting iterative with newton 1.38059318354236"
[1] "Starting newton at: 1.60637280972103"
[1] "Newton iter: 1, lambda:1.37831915336679, diff to last: 0.228"
[1] "Newton iter: 2, lambda:1.34256705334083, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.34130280246273, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34130117237395, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34130117237124, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34130117237124"
[1] "Starting iterative with newton 1.34130117237124"
[1] "Starting newton at: 1.56239235040496"
[1] "Newton iter: 1, lambda:1.33744500973839, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.29863442647806, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.2970164452044, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29701355042681, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29701355041753, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29701355042681"
[1] "Starting iterative with newton 1.29701355042681"
[1] "Starting newton at: 1.51917293044995"
[1] "Newton iter: 1, lambda:1.29053336543411, diff to last: 0.229"
[1] "Newton iter: 2, lambda:1.24588441214378, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.24352650727781, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.24351974308307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24351974302734, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.24351974302734"
[1] "Starting iterative with newton 1.24351974302734"
[1] "Starting newton at: 1.4636691870517"
[1] "Newton iter: 1, lambda:1.22837019037261, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.17430047396596, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.17036663868573, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.17034524376398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17034524313057, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.17034524313057"
[1] "Starting iterative with newton 1.17034524313057"
[1] "Starting newton at: 1.39579129477159"
[1] "Newton iter: 1, lambda:1.15096935951467, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.08249205165436, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.07505432253175, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.07496422395708, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07496421073866, diff to last: 0"
[1] "Newton iter: 6, lambda:1.07496421073866, diff to last: 0"
[1] "Final threshold is: 0.0100799988654204"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.010079998865420351}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.546984171382603. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009377055199395004
0.009377055199395004
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0617688473576882, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0619058687017394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0619058693753, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0619058693753"
[1] "Starting iterative with newton 0.0619058693753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0189792674698627, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.018986455957229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0189864559582602, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0189864559582602"
[1] "Starting iterative with newton 0.0189864559582602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018240969344865, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182475044626232, diff to last: 0"
[1] "Newton iter: 3, lambda:0.018247504463462, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0182475044626232"
[1] "Starting iterative with newton 0.0182475044626232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018228298187238, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182348224019357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182348224027715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0182348224027715"
[1] "Starting iterative with newton 0.0182348224027715"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0182280807350976, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0182346047627766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0182346047636123, diff to last: 0"
[1] "Final threshold is: 0.000170986895407544"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234492800238059, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234607551228539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234607551256018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0234607551256018"
[1] "Starting iterative with newton 0.0234607551256018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123006760605395, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123016416959431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012301641695949, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0123016416959431"
[1] "Starting iterative with newton 0.0123016416959431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122766188349438, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122775820798278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122775820798337, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0122775820798278"
[1] "Starting iterative with newton 0.0122775820798278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122765653795073, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012277528619107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012277528619113, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.012277528619113"
[1] "Starting iterative with newton 0.012277528619113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122765652607212, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122775285003092, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122775285003151, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000115127062459544"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0666102924970692, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.066811436569029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0668114384008272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0668114384008272"
[1] "Starting iterative with newton 0.0668114384008272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176365522845256, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176429199629097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176429199637398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0176429199629097"
[1] "Starting iterative with newton 0.0176429199629097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168173435170164, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168229713926094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168229713932397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0168229713926094"
[1] "Starting iterative with newton 0.0168229713926094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168038046194739, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168094207448952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168094207455225, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0168094207448952"
[1] "Starting iterative with newton 0.0168094207448952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0168035809074031, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0168091968387973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0168091968394246, diff to last: 0"
[1] "Final threshold is: 0.000157620766614898"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.119060166955351"
[1] "Newton iter: 1, lambda:0.107726967035133, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.107735483592913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107735483597725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107735483597725"
[1] "Starting iterative with newton 0.107735483597725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.040962659840181, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0410163010550022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0410163011469678, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0410163010550022"
[1] "Starting iterative with newton 0.0410163010550022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394639193292695, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0395130874397479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0395130875160538, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0395130874397479"
[1] "Starting iterative with newton 0.0395130874397479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394293428462621, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394784113742737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03947841145025, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.03947841145025"
[1] "Starting iterative with newton 0.03947841145025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394285448151133, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394776110465854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394776111225541, diff to last: 0"
[1] "Final threshold is: 0.00037018373863644"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101583424957874, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102320140095307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102320178747596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102320178747596, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.102320178747596"
[1] "Starting iterative with newton 0.102320178747596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0252862163245131, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253033459583822, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253033459662431, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0253033459662431"
[1] "Starting iterative with newton 0.0253033459662431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235254583548295, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0235398293484991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0235398293538618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0235398293538618"
[1] "Starting iterative with newton 0.0235398293538618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234854334920777, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.02349974507357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234997450788846, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.02349974507357"
[1] "Starting iterative with newton 0.02349974507357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234845239124087, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234988341454132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0234988341507267, diff to last: 0"
[1] "Final threshold is: 0.000220349864902968"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.299683488944672"
[1] "Newton iter: 1, lambda:0.200321582539204, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.201476804289088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.201476962330014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201476962330017, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.201476962330014"
[1] "Starting iterative with newton 0.201476962330014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0610102194272568, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0612451344007806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0612451378837372, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0612451344007806"
[1] "Starting iterative with newton 0.0612451344007806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0542984005040416, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0544728403766132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0544728421772396, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0544728403766132"
[1] "Starting iterative with newton 0.0544728403766132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539838117219879, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541556688471278, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541556705890852, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0541556688471278"
[1] "Starting iterative with newton 0.0541556688471278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539690991640917, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541408360496144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541408377888662, diff to last: 0"
[1] "Final threshold is: 0.000507681608178629"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.378636658800226"
[1] "Newton iter: 1, lambda:0.282610218361932, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.284186391984253, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.284186823121554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284186823121587, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284186823121554"
[1] "Starting iterative with newton 0.284186823121554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961074274746763, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968868646822816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968869159141161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968869159141163, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968869159141161"
[1] "Starting iterative with newton 0.0968869159141161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849567566018902, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0855300043067718, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0855300303961278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0855300303961279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0855300303961278"
[1] "Starting iterative with newton 0.0855300303961278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842749874818316, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848369206226348, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848369455970585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848369455970586, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0848369455970585"
[1] "Starting iterative with newton 0.0848369455970585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842333588781157, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0847946058037631, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0847946307114286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847946307114286, diff to last: 0"
[1] "Final threshold is: 0.00079512393279338"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.468168461984806"
[1] "Newton iter: 1, lambda:0.267019862878419, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.273595290641092, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.273602549527414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273602549536253, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.273602549527414"
[1] "Starting iterative with newton 0.273602549527414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0855976946697158, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0861613350499467, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0861613594786196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0861613594786197, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0861613594786196"
[1] "Starting iterative with newton 0.0861613594786196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0752965855252445, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0757053016022396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0757053136422261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0757053136422261, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0757053136422261"
[1] "Starting iterative with newton 0.0757053136422261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0747176162540784, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0751185609205055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0751185724636305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0751185724636305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0751185724636305"
[1] "Starting iterative with newton 0.0751185724636305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0746851137248067, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.075085624953137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0750856364688903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0750856364688903, diff to last: 0"
[1] "Final threshold is: 0.000704082157850491"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.38237413944686"
[1] "Newton iter: 1, lambda:0.452068861331701, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.453443589759145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453444117284412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45344411728449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.45344411728449"
[1] "Starting iterative with newton 0.45344411728449"
[1] "Starting newton at: 0.300495926643076"
[1] "Newton iter: 1, lambda:0.172469211268662, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.17488066580308, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174881527021305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174881527021414, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174881527021305"
[1] "Starting iterative with newton 0.174881527021305"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143910920112792, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146715147609201, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14671621123199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146716211232143, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146716211232143"
[1] "Starting iterative with newton 0.146716211232143"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141170952067524, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143842611866628, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143843567835197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143843567835319, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143843567835197"
[1] "Starting iterative with newton 0.143843567835197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14089115369386, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143549506155388, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143550451666375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143550451666494, diff to last: 0"
[1] "Final threshold is: 0.00134608050917368"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.73350778319136"
[1] "Starting iterative with newton 3.73350778319136"
[1] "Starting newton at: 0.709390929940058"
[1] "Newton iter: 1, lambda:0.564180814629351, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.571242146629528, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.571259683209037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571259683316977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571259683209037"
[1] "Starting iterative with newton 0.571259683209037"
[1] "Starting newton at: 0.342711573637433"
[1] "Newton iter: 1, lambda:0.224490057018897, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.227055735023836, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22705695326931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227056953269585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227056953269585"
[1] "Starting iterative with newton 0.227056953269585"
[1] "Starting newton at: 0.359499443819986"
[1] "Newton iter: 1, lambda:0.18084376513736, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.18608965232544, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18609421570328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186094215706732, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.18609421570328"
[1] "Starting iterative with newton 0.18609421570328"
[1] "Starting newton at: 0.35707227144476"
[1] "Newton iter: 1, lambda:0.175815855924187, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.181142903047967, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181147543573106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181147543576627, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181147543573106"
[1] "Starting iterative with newton 0.181147543573106"
[1] "Starting newton at: 0.358775104370335"
[1] "Newton iter: 1, lambda:0.1750828629575, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.180544302765226, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180549172132654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180549172136524, diff to last: 0"
[1] "Final threshold is: 0.00169301955329297"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.76930053669689"
[1] "Starting iterative with newton 3.76930053669689"
[1] "Starting newton at: 0.611259112736147"
[1] "Newton iter: 1, lambda:0.56541469847555, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.566123824029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56612399612252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56612399612253, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.56612399612253"
[1] "Starting iterative with newton 0.56612399612253"
[1] "Starting newton at: 0.346239042147845"
[1] "Newton iter: 1, lambda:0.221581294572196, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.224434223705675, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.224435730626445, diff to last: 0"
[1] "Newton iter: 4, lambda:0.224435730626865, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.224435730626445"
[1] "Starting iterative with newton 0.224435730626445"
[1] "Starting newton at: 0.368173002517864"
[1] "Newton iter: 1, lambda:0.176913762820056, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.182919045010113, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182925020379152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182925020385067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.182925020379152"
[1] "Starting iterative with newton 0.182925020379152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172920850567512, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177809937957242, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177813841586148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177813841588636, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177813841586148"
[1] "Starting iterative with newton 0.177813841586148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.17233285798467, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.17717991826565, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177183748187586, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177183748189977, diff to last: 0"
[1] "Final threshold is: 0.0016614617871907"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.18348142174852"
[1] "Starting iterative with newton 2.18348142174852"
[1] "Starting newton at: 0.774587108772844"
[1] "Newton iter: 1, lambda:0.645972366446601, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.652597947105154, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.652616429386394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652616429529899, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652616429386394"
[1] "Starting iterative with newton 0.652616429386394"
[1] "Starting newton at: 0.243589703782446"
[1] "Newton iter: 1, lambda:0.381864468106557, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.387857626465661, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.387868745596224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387868745634468, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387868745596224"
[1] "Starting iterative with newton 0.387868745596224"
[1] "Starting newton at: 0.253634898350382"
[1] "Newton iter: 1, lambda:0.334606221376123, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.336489653723747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.336490666539077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33649066653937, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.33649066653937"
[1] "Starting iterative with newton 0.33649066653937"
[1] "Starting newton at: 0.262777994430828"
[1] "Newton iter: 1, lambda:0.325265974251866, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.32636737784762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326367718436299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326367718436332, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326367718436299"
[1] "Starting iterative with newton 0.326367718436299"
[1] "Starting newton at: 0.26813312173974"
[1] "Newton iter: 1, lambda:0.323505605515756, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.324367130392537, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324367338081878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32436733808189, diff to last: 0"
[1] "Final threshold is: 0.00304161043407459"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.80823773298618"
[1] "Starting iterative with newton 1.80823773298618"
[1] "Starting newton at: 0.758611219357766"
[1] "Newton iter: 1, lambda:0.684149489442396, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.686604422399258, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.686607167903048, diff to last: 0"
[1] "Newton iter: 4, lambda:0.686607167906479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.686607167906479"
[1] "Starting iterative with newton 0.686607167906479"
[1] "Starting newton at: 0.494298277026574"
[1] "Newton iter: 1, lambda:0.465702019883494, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.465995975960687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465996007196324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465996007196324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.465996007196324"
[1] "Starting iterative with newton 0.465996007196324"
[1] "Starting newton at: 0.49637668754998"
[1] "Newton iter: 1, lambda:0.414399118110207, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.416655486733282, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.416657221020969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416657221021993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.416657221020969"
[1] "Starting iterative with newton 0.416657221020969"
[1] "Starting newton at: 0.499815455781806"
[1] "Newton iter: 1, lambda:0.402209635308418, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.405355918349762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.405359243150243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.405359243153954, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.405359243150243"
[1] "Starting iterative with newton 0.405359243150243"
[1] "Starting newton at: 0.5046276003833"
[1] "Newton iter: 1, lambda:0.399093173318084, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.40275429489482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.402758782257733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402758782264471, diff to last: 0"
[1] "Final threshold is: 0.00377669133327188"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.87427877308155"
[1] "Starting iterative with newton 1.87427877308155"
[1] "Starting newton at: 0.511353236756091"
[1] "Newton iter: 1, lambda:0.655683108700792, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.665153053576352, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.665192329302413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665192329975888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665192329302413"
[1] "Starting iterative with newton 0.665192329302413"
[1] "Starting newton at: 0.501388436416257"
[1] "Newton iter: 1, lambda:0.442611493697315, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.443782443838346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.443782913867717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.443782913867792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.443782913867717"
[1] "Starting iterative with newton 0.443782913867717"
[1] "Starting newton at: 0.51124230567908"
[1] "Newton iter: 1, lambda:0.392466284656396, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.396936422157281, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.396942887453739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396942887467255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.396942887453739"
[1] "Starting iterative with newton 0.396942887453739"
[1] "Starting newton at: 0.513241088563686"
[1] "Newton iter: 1, lambda:0.381349036159952, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.38677984345998, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.386789262548316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386789262576629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.386789262576629"
[1] "Starting iterative with newton 0.386789262576629"
[1] "Starting newton at: 0.51483247048284"
[1] "Newton iter: 1, lambda:0.378810693381848, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.384566797656387, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.384577348736284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384577348771709, diff to last: 0"
[1] "Final threshold is: 0.00360620302753712"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.009377055199395"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.38059318354236"
[1] "Starting iterative with newton 1.38059318354236"
[1] "Starting newton at: 0.893374985299721"
[1] "Newton iter: 1, lambda:0.753418553863441, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.762941778796523, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.762988907657209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762988908807117, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.762988907657209"
[1] "Starting iterative with newton 0.762988907657209"
[1] "Starting newton at: 0.626637041810179"
[1] "Newton iter: 1, lambda:0.613310676646293, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.613392042127058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61339204517222, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.613392042127058"
[1] "Starting iterative with newton 0.613392042127058"
[1] "Starting newton at: 0.641180960605469"
[1] "Newton iter: 1, lambda:0.570950280902588, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.573097529397572, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.5730995782578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573099578259665, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.5730995782578"
[1] "Starting iterative with newton 0.5730995782578"
[1] "Starting newton at: 0.641991851468788"
[1] "Newton iter: 1, lambda:0.559019137364035, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.561976714221685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.561980563370735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56198056337725, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.561980563370735"
[1] "Starting iterative with newton 0.561980563370735"
[1] "Starting newton at: 0.644000728608506"
[1] "Newton iter: 1, lambda:0.555540595056172, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.558887906552292, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.558892823646238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55889282365684, diff to last: 0"
[1] "Final threshold is: 0.00524076885797592"
threshold is:
[{'ad': 0.0001709868954075437, 'da': 0.00011512706245954437, 'dd': 0.0001576207666148985}, {'ad': 0.0003701837386364398, 'da': 0.0002203498649029679, 'dd': 0.0005076816081786288}, {'ad': 0.0007951239327933804, 'da': 0.0007040821578504906, 'dd': 0.0013460805091736784}, {'ad': 0.0016930195532929675, 'da': 0.0016614617871906965, 'dd': 0.0030416104340745902}, {'ad': 0.003776691333271877, 'da': 0.003606203027537122, 'dd': 0.005240768857975924}]
Number of points in noise estimation: 128
Estimated noise: 0.019193617821800363
0.019193617821800363
threshold is:
[{'ad': 0.005342067887506907, 'da': 0.001791523360002982, 'dd': 0.0051580399945197475}, {'ad': 0.0022402661724143513, 'da': 0.003983361345833922, 'dd': 0.0006620599786790193}, {'ad': 0.003065187670348024, 'da': 0.004424431111498761, 'dd': 0.007179740148410219}, {'ad': 0.0074694713790208755, 'da': 0.0074287607531593695, 'dd': 0.012765083320396591}, {'ad': 0.01609989226040781, 'da': 0.015478022351070053, 'dd': 0.018810948232333556}]
['stjerten256', 0.075, 0, 0.0008364006046392042, 0.0005708980438026333, 0.0006208666326512286, 0.0010313867529406853, 0.0005511564858855921, 0.0007757506820190531, 0.0007398789692452581, 0.0008340966935665087, 30.775856619000677, 32.43441445112388, 32.070016798944636, 29.86578450941431, 32.58725077540478, 31.10277833923647, 31.308393171445175, 30.787836003835967]
stjerten256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.01906276125466297
0.01906276125466297
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0522891555454192"
[1] "Newton iter: 1, lambda:0.0911806401588524, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0912745503960405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0912745509429818, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0912745503960405"
[1] "Starting iterative with newton 0.0912745503960405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228440665654404, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228553345999612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228553346027028, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0228553346027028"
[1] "Starting iterative with newton 0.0228553346027028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0218019975332442, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0218119646371405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0218119646392236, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0218119646371405"
[1] "Starting iterative with newton 0.0218119646371405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.021786034404033, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.021795982461158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217959824632323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.021795982461158"
[1] "Starting iterative with newton 0.021795982461158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217857898689921, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217957376345454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217957376366195, diff to last: 0"
[1] "Final threshold is: 0.00041548694293615"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668484008705794, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0670401742859532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067040175863388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0670401742859532"
[1] "Starting iterative with newton 0.0670401742859532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242454890904822, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242603560569145, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242603560625043, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0242603560569145"
[1] "Starting iterative with newton 0.0242603560569145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023360487498915, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233740575806729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233740575852519, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0233740575806729"
[1] "Starting iterative with newton 0.0233740575806729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233422037001547, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233557477022329, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233557477067927, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0233557477022329"
[1] "Starting iterative with newton 0.0233557477022329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233418260030712, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233553694667123, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233553694712717, diff to last: 0"
[1] "Final threshold is: 0.000445217832245296"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.14500441558651"
[1] "Newton iter: 1, lambda:0.118133393989992, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.118185588627275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.118185588824558, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.118185588627275"
[1] "Starting iterative with newton 0.118185588627275"
[1] "Starting newton at: 0.0142166662259182"
[1] "Newton iter: 1, lambda:0.0523973886353896, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.052461972266765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524619724514532, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0524619724514532"
[1] "Starting iterative with newton 0.0524619724514532"
[1] "Starting newton at: 0.0799402824017403"
[1] "Newton iter: 1, lambda:0.0502317607123865, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0502703808232514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502703808885599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0502703808232514"
[1] "Starting iterative with newton 0.0502703808232514"
[1] "Starting newton at: 0.082131874029942"
[1] "Newton iter: 1, lambda:0.0501515186525247, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0501962510318901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0501962511194724, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0501962511194724"
[1] "Starting iterative with newton 0.0501962511194724"
[1] "Starting newton at: 0.082206003733721"
[1] "Newton iter: 1, lambda:0.0501487955914793, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.050193742536026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0501937426244494, diff to last: 0"
[1] "Final threshold is: 0.000956831330442286"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.351160524104751"
[1] "Newton iter: 1, lambda:0.201177528133102, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.20423685194231, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.204238144641933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.204238144642164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.204238144641933"
[1] "Starting iterative with newton 0.204238144641933"
[1] "Starting newton at: 0.0999527572004612"
[1] "Newton iter: 1, lambda:0.0718261000161916, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0718738891611635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718738892991887, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0718738891611635"
[1] "Starting iterative with newton 0.0718738891611635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.06601514195648, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0662689772406694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0662689809919182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0662689809919182"
[1] "Starting iterative with newton 0.0662689809919182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657753814046077, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0660269675352146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0660269712143286, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0660269675352146"
[1] "Starting iterative with newton 0.0660269675352146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657650217591751, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.066016511000116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0660165146761399, diff to last: 0"
[1] "Final threshold is: 0.00125845698806104"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.286346688264997"
[1] "Newton iter: 1, lambda:0.201927779735442, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.202827493226894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.202827596380981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202827596380983, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.202827596380983"
[1] "Starting iterative with newton 0.202827596380983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0630659727409042, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0632987899636244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0632987931357119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0632987899636244"
[1] "Starting iterative with newton 0.0632987899636244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565772017391813, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0567565227206604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0567565245217607, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0567565227206604"
[1] "Starting iterative with newton 0.0567565227206604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0562714204392658, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0564484282654673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0564484300166478, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0564484282654673"
[1] "Starting iterative with newton 0.0564484282654673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0562570186629518, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.056433917988153, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0564339197370105, diff to last: 0"
[1] "Final threshold is: 0.00107578633861144"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.356763650412763"
[1] "Newton iter: 1, lambda:0.338339026838283, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.33840954152193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.338409542557792, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.338409542557792"
[1] "Starting iterative with newton 0.338409542557792"
[1] "Starting newton at: 0.230467128678749"
[1] "Newton iter: 1, lambda:0.148121182510827, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.148931489515029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.14893156826736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14893156826736, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14893156826736"
[1] "Starting iterative with newton 0.14893156826736"
[1] "Starting newton at: 0.216263702606753"
[1] "Newton iter: 1, lambda:0.133333028460597, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.134113775620607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.134113845023183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134113845023184, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134113845023183"
[1] "Starting iterative with newton 0.134113845023183"
[1] "Starting newton at: 0.155784606983356"
[1] "Newton iter: 1, lambda:0.132866771227544, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.132926280349961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132926280751466, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.132926280349961"
[1] "Starting iterative with newton 0.132926280349961"
[1] "Starting newton at: 0.156972171656578"
[1] "Newton iter: 1, lambda:0.132764500737702, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.132830871858512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132830872357783, diff to last: 0"
[1] "Final threshold is: 0.00253212319748754"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.380281305189332"
[1] "Newton iter: 1, lambda:0.50744822162127, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.512592639765776, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.512600823651587, diff to last: 0"
[1] "Newton iter: 4, lambda:0.51260082367227, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.512600823651587"
[1] "Starting iterative with newton 0.512600823651587"
[1] "Starting newton at: 0.261694207713256"
[1] "Newton iter: 1, lambda:0.213569845981743, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.213980085677409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.213980115582584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213980115582584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213980115582584"
[1] "Starting iterative with newton 0.213980115582584"
[1] "Starting newton at: 0.345064314658375"
[1] "Newton iter: 1, lambda:0.173372023379497, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.178111188019567, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178114831552448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178114831554601, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178114831552448"
[1] "Starting iterative with newton 0.178114831552448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169156684437038, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.17375066263205, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.173754045192506, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17375404519434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17375404519434"
[1] "Starting iterative with newton 0.17375404519434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.168660118078306, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173220228638562, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.173223556551388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17322355655316, diff to last: 0"
[1] "Final threshold is: 0.00330211930222272"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.619948485745879"
[1] "Newton iter: 1, lambda:0.486067939323596, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.491415706355677, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.491424555138689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.491424555162886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.491424555138689"
[1] "Starting iterative with newton 0.491424555138689"
[1] "Starting newton at: 0.335800917138213"
[1] "Newton iter: 1, lambda:0.177411416998743, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.181299894581643, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.181302257855576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181302257856449, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.181302257856449"
[1] "Starting iterative with newton 0.181302257856449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145503370318293, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148469293981968, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148470525657128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14847052565734, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.148470525657128"
[1] "Starting iterative with newton 0.148470525657128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142214347976301, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.145011748997499, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145012830927731, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145012830927892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145012830927892"
[1] "Starting iterative with newton 0.145012830927892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141867930569608, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144647948004821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14464901509722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144649015097378, diff to last: 0"
[1] "Final threshold is: 0.00275740964052345"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.33517770912329"
[1] "Starting iterative with newton 2.33517770912329"
[1] "Starting newton at: 0.744598840462153"
[1] "Newton iter: 1, lambda:0.634738992402824, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.639473192338008, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.639482358089679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639482358123982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639482358123982"
[1] "Starting iterative with newton 0.639482358123982"
[1] "Starting newton at: 0.238661830918679"
[1] "Newton iter: 1, lambda:0.362168849591537, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.366614452141829, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.366620153931862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366620153941237, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.366620153931862"
[1] "Starting iterative with newton 0.366620153931862"
[1] "Starting newton at: 0.252289106735052"
[1] "Newton iter: 1, lambda:0.317755775156571, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.318898728867025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.318899075633416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318899075633448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318899075633448"
[1] "Starting iterative with newton 0.318899075633448"
[1] "Starting newton at: 0.25982546020259"
[1] "Newton iter: 1, lambda:0.309718888296024, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.310372003693373, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.310372115218498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310372115218501, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.310372115218498"
[1] "Starting iterative with newton 0.310372115218498"
[1] "Starting newton at: 0.261955347207893"
[1] "Newton iter: 1, lambda:0.308280462377911, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.308841824121701, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308841906287897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308841906287898, diff to last: 0"
[1] "Final threshold is: 0.00588737952500117"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.76877784208473"
[1] "Starting iterative with newton 1.76877784208473"
[1] "Starting newton at: 0.740565045606233"
[1] "Newton iter: 1, lambda:0.690225954034607, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.691367402949148, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.691368000932238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691368000932402, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691368000932238"
[1] "Starting iterative with newton 0.691368000932238"
[1] "Starting newton at: 0.495796236886981"
[1] "Newton iter: 1, lambda:0.476222868369004, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.476363555943814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.476363563240795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.476363555943814"
[1] "Starting iterative with newton 0.476363555943814"
[1] "Starting newton at: 0.507398600047296"
[1] "Newton iter: 1, lambda:0.425399755062815, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.427705655518876, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.42770750696674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427707506967933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42770750696674"
[1] "Starting iterative with newton 0.42770750696674"
[1] "Starting newton at: 0.504302951503356"
[1] "Newton iter: 1, lambda:0.413719885737932, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.416492018200727, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.416494657010854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416494657013244, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.416494657010854"
[1] "Starting iterative with newton 0.416494657010854"
[1] "Starting newton at: 0.506134959001799"
[1] "Newton iter: 1, lambda:0.41084256952544, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.413898091411952, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.413901286946155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413901286949649, diff to last: 0"
[1] "Final threshold is: 0.00789010141611891"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.89811731718147"
[1] "Starting iterative with newton 1.89811731718147"
[1] "Starting newton at: 0.756737242248512"
[1] "Newton iter: 1, lambda:0.678400300722655, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.681097966888041, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.681101261736656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681101261741567, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681101261736656"
[1] "Starting iterative with newton 0.681101261736656"
[1] "Starting newton at: 0.489788285421412"
[1] "Newton iter: 1, lambda:0.45056955957764, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.451101443772871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451101542314357, diff to last: 0"
[1] "Newton iter: 4, lambda:0.451101542314361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.451101542314357"
[1] "Starting iterative with newton 0.451101542314357"
[1] "Starting newton at: 0.462657560531552"
[1] "Newton iter: 1, lambda:0.40155445111414, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.402763179810429, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.402763657381467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402763657381542, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.402763657381542"
[1] "Starting iterative with newton 0.402763657381542"
[1] "Starting newton at: 0.470977439896088"
[1] "Newton iter: 1, lambda:0.390253546180226, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.392327798187449, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.392329185079164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.392329185079783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.392329185079164"
[1] "Starting iterative with newton 0.392329185079164"
[1] "Starting newton at: 0.478669949703113"
[1] "Newton iter: 1, lambda:0.387424029225484, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.390061670349272, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.390063906230185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390063906231791, diff to last: 0"
[1] "Final threshold is: 0.00743569511852726"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.09246564839832"
[1] "Starting iterative with newton 1.09246564839832"
[1] "Starting newton at: 0.810826127993112"
[1] "Newton iter: 1, lambda:0.830163156283272, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.830383958692125, diff to last: 0"
[1] "Newton iter: 3, lambda:0.830383987245366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830383987245366, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.830383987245366"
[1] "Starting iterative with newton 0.830383987245366"
[1] "Starting newton at: 0.806732156398208"
[1] "Newton iter: 1, lambda:0.754010222014236, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.75551871048481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.755519973053387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755519973054271, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.755519973053387"
[1] "Starting iterative with newton 0.755519973053387"
[1] "Starting newton at: 0.789012907067657"
[1] "Newton iter: 1, lambda:0.731377709939781, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.733148230491325, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.733149940810466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733149940812061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.733149940812061"
[1] "Starting iterative with newton 0.733149940812061"
[1] "Starting newton at: 0.776438381193679"
[1] "Newton iter: 1, lambda:0.724968991987959, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.726377650732183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.726378727647898, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726378727648527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.726378727647898"
[1] "Starting iterative with newton 0.726378727647898"
[1] "Starting newton at: 0.77838793471777"
[1] "Newton iter: 1, lambda:0.722674380609541, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.724319609476267, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.724321076288224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.72432107628939, diff to last: 0"
[1] "Final threshold is: 0.0138075597490029"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.902417195445181"
[1] "Starting iterative with newton 0.902417195445181"
[1] "Starting newton at: 0.980081112391769"
[1] "Newton iter: 1, lambda:0.894780324462974, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.899252795770113, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.899265689077706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899265689184625, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.899265689077706"
[1] "Starting iterative with newton 0.899265689077706"
[1] "Starting newton at: 0.980997507923091"
[1] "Newton iter: 1, lambda:0.893562968796333, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.898253551544923, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.89826772539727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898267725526399, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898267725526399"
[1] "Starting iterative with newton 0.898267725526399"
[1] "Starting newton at: 0.980211941860202"
[1] "Newton iter: 1, lambda:0.893302723560288, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.897937645953969, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.897951482208453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897951482331478, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897951482331478"
[1] "Starting iterative with newton 0.897951482331478"
[1] "Starting newton at: 0.980071104300544"
[1] "Newton iter: 1, lambda:0.893207535818411, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.897837440352932, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.897851245734594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897851245857063, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.897851245857063"
[1] "Starting iterative with newton 0.897851245857063"
[1] "Starting newton at: 0.979591412585157"
[1] "Newton iter: 1, lambda:0.893228018529718, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.897805975790951, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.897819472502279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897819472619331, diff to last: 0"
[1] "Final threshold is: 0.0171149182540984"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.940090641296907"
[1] "Starting iterative with newton 0.940090641296907"
[1] "Starting newton at: 1.03350783670451"
[1] "Newton iter: 1, lambda:0.863543463556994, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.880081871290669, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.880254980534314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.880254999357372, diff to last: 0"
[1] "Newton iter: 5, lambda:0.880254999357373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.880254999357372"
[1] "Starting iterative with newton 0.880254999357372"
[1] "Starting newton at: 0.719652458590686"
[1] "Newton iter: 1, lambda:0.850626071693337, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.86180835194475, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.861886281718955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861886285484852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.861886285484852"
[1] "Starting iterative with newton 0.861886285484852"
[1] "Starting newton at: 0.718222964973138"
[1] "Newton iter: 1, lambda:0.845590331437724, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.85610695474208, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.8561755859103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.856175588819512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.8561755859103"
[1] "Starting iterative with newton 0.8561755859103"
[1] "Starting newton at: 0.719751197127797"
[1] "Newton iter: 1, lambda:0.844297326255883, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.854330787000099, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.854393165256966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.854393167657231, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.854393165256966"
[1] "Starting iterative with newton 0.854393165256966"
[1] "Starting newton at: 0.719148374304229"
[1] "Newton iter: 1, lambda:0.843737579830978, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.853773763357535, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.853836151129118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853836153529185, diff to last: 0"
[1] "Final threshold is: 0.0162764746995747"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674470677054235"
[1] "Starting iterative with newton 0.674470677054235"
[1] "Starting newton at: 1.15146010462329"
[1] "Newton iter: 1, lambda:0.986265891758831, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.00435524598798, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.00459936405753, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00459940807873, diff to last: 0"
[1] "Newton iter: 5, lambda:1.00459940807873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00459940807873"
[1] "Starting iterative with newton 1.00459940807873"
[1] "Starting newton at: 1.24936254662421"
[1] "Newton iter: 1, lambda:1.11215475593593, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.12569875082767, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.12584584090332, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12584585810336, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12584585810337, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12584585810336"
[1] "Starting iterative with newton 1.12584585810336"
[1] "Starting newton at: 1.2891120412356"
[1] "Newton iter: 1, lambda:1.15395241917801, diff to last: 0.135"
[1] "Newton iter: 2, lambda:1.16740438845194, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.16755331253913, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16755333062975, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16755333062975, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16755331253913"
[1] "Starting iterative with newton 1.16755331253913"
[1] "Starting newton at: 1.30969371115852"
[1] "Newton iter: 1, lambda:1.16629166701878, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.18144128165781, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.18163206009037, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18163209003898, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18163209003899, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18163209003898"
[1] "Starting iterative with newton 1.18163209003898"
[1] "Starting newton at: 1.31878073052012"
[1] "Newton iter: 1, lambda:1.1698256596395, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.18613464304101, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.18635656983651, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18635661048251, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18635661048251, diff to last: 0"
[1] "Final threshold is: 0.0226152328285192"
threshold is:
[{'ad': 0.0004154869429361503, 'da': 0.0004452178322452958, 'dd': 0.000956831330442286}, {'ad': 0.0012584569880610423, 'da': 0.0010757863386114445, 'dd': 0.002532123197487542}, {'ad': 0.003302119302222716, 'da': 0.002757409640523449, 'dd': 0.005887379525001169}, {'ad': 0.007890101416118907, 'da': 0.007435695118527257, 'dd': 0.013807559749002945}, {'ad': 0.01711491825409839, 'da': 0.0162764746995747, 'dd': 0.02261523282851922}]
Number of points in noise estimation: 128
Estimated noise: 0.01906276125466297
0.01906276125466297
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.7758063772546"
[1] "Starting iterative with newton 27.7758063772546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.8192345874597"
[1] "Starting iterative with newton 24.8192345874597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.555732054207"
[1] "Starting iterative with newton 21.555732054207"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.9925197095032"
[1] "Starting iterative with newton 10.9925197095032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.6732237007432"
[1] "Starting iterative with newton 10.6732237007432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.16176220615044"
[1] "Starting iterative with newton 6.16176220615044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18835129736265"
[1] "Starting iterative with newton 4.18835129736265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.48693475294744"
[1] "Starting iterative with newton 4.48693475294744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.33517770912329"
[1] "Starting iterative with newton 2.33517770912329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.76877784208473"
[1] "Starting iterative with newton 1.76877784208473"
[1] "Starting newton at: 2.04820848154166"
[1] "Newton iter: 1, lambda:1.57936306330731, diff to last: 0.469"
[1] "Newton iter: 2, lambda:1.52840232131096, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52649974271879, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52649692838874, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52649692838257, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52649692838257"
[1] "Starting iterative with newton 1.52649692838257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89811731718147"
[1] "Starting iterative with newton 1.89811731718147"
[1] "Starting newton at: 2.18536284301406"
[1] "Newton iter: 1, lambda:1.62645392539787, diff to last: 0.559"
[1] "Newton iter: 2, lambda:1.57851468020036, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.57692228689968, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.57692042821535, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57692042821281, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57692042821535"
[1] "Starting iterative with newton 1.57692042821535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.09246564839832"
[1] "Starting iterative with newton 1.09246564839832"
[1] "Starting newton at: 1.28522750560464"
[1] "Newton iter: 1, lambda:1.26719376631844, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.26682487822259, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26682472210082, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26682472210079, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26682472210079"
[1] "Starting iterative with newton 1.26682472210079"
[1] "Starting newton at: 1.43737757595892"
[1] "Newton iter: 1, lambda:1.44925281989208, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.44913896873011, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4491389584077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4491389584077, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4491389584077"
[1] "Starting iterative with newton 1.4491389584077"
[1] "Starting newton at: 1.65742478839293"
[1] "Newton iter: 1, lambda:1.61553290812505, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.61466364818199, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61466323972421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61466323972412, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.61466323972412"
[1] "Starting iterative with newton 1.61466323972412"
[1] "Starting newton at: 1.81809400106954"
[1] "Newton iter: 1, lambda:1.72156019741867, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.71874306714254, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.71873984939383, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7187398493896, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.71873984939383"
[1] "Starting iterative with newton 1.71873984939383"
[1] "Starting newton at: 1.90842135109396"
[1] "Newton iter: 1, lambda:1.78630214321784, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.78320634421279, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.78320315263364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78320315263022, diff to last: 0"
[1] "Final threshold is: 0.0339927759672175"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.902417195445181"
[1] "Starting iterative with newton 0.902417195445181"
[1] "Starting newton at: 1.42572693129311"
[1] "Newton iter: 1, lambda:1.34434453663279, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.33833550512873, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.33829965882758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33829965754573, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33829965754573"
[1] "Starting iterative with newton 1.33829965754573"
[1] "Starting newton at: 1.68836823567628"
[1] "Newton iter: 1, lambda:1.73522673273347, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.7343695437782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73436929368527, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73436929368525, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73436929368527"
[1] "Starting iterative with newton 1.73436929368527"
[1] "Starting newton at: 1.90715949075594"
[1] "Newton iter: 1, lambda:1.96127112454073, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.96082323620006, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96082321609796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.96082321609796, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.96082321609796"
[1] "Starting iterative with newton 1.96082321609796"
[1] "Starting newton at: 2.14677669049852"
[1] "Newton iter: 1, lambda:2.0749463531233, diff to last: 0.072"
[1] "Newton iter: 2, lambda:2.07518768254127, diff to last: 0"
[1] "Newton iter: 3, lambda:2.07518768177692, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.07518768177692"
[1] "Starting iterative with newton 2.07518768177692"
[1] "Starting newton at: 2.24816739169509"
[1] "Newton iter: 1, lambda:2.12424866172428, diff to last: 0.124"
[1] "Newton iter: 2, lambda:2.1259743236589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.12597437901058, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12597437901058, diff to last: 0"
[1] "Final threshold is: 0.040526942020609"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.940090641296907"
[1] "Starting iterative with newton 0.940090641296907"
[1] "Starting newton at: 1.27684684165244"
[1] "Newton iter: 1, lambda:1.32314153202498, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.32086089451616, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.3208554918685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32085549183814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3208554918685"
[1] "Starting iterative with newton 1.3208554918685"
[1] "Starting newton at: 1.67010132280557"
[1] "Newton iter: 1, lambda:1.6764912252984, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.67647307304975, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67647307290548, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67647307290548"
[1] "Starting iterative with newton 1.67647307290548"
[1] "Starting newton at: 1.86189380157935"
[1] "Newton iter: 1, lambda:1.90301772189979, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.90264184207494, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90264181635612, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90264181635612, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.90264181635612"
[1] "Starting iterative with newton 1.90264181635612"
[1] "Starting newton at: 2.09346854126842"
[1] "Newton iter: 1, lambda:2.01098010430121, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.01083990009305, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01083989828182, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.01083989828182"
[1] "Starting iterative with newton 2.01083989828182"
[1] "Starting newton at: 2.21190439084228"
[1] "Newton iter: 1, lambda:2.06270454559611, diff to last: 0.149"
[1] "Newton iter: 2, lambda:2.0640785147414, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06407840927304, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06407840927304, diff to last: 0"
[1] "Final threshold is: 0.0393470339268765"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019062761254663"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674470677054235"
[1] "Starting iterative with newton 0.674470677054235"
[1] "Starting newton at: 1.5508468169585"
[1] "Newton iter: 1, lambda:1.66877616887321, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.66041704515862, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.66038210727583, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66038210665562, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66038210727583"
[1] "Starting iterative with newton 1.66038210727583"
[1] "Starting newton at: 2.1819380926092"
[1] "Newton iter: 1, lambda:2.13466796901506, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.13504546193716, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13504548061242, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13504548061242, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13504548061242"
[1] "Starting iterative with newton 2.13504548061242"
[1] "Starting newton at: 2.29196833280662"
[1] "Newton iter: 1, lambda:2.32306724143406, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.32327542252987, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32327543274577, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32327543274577, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32327542252987"
[1] "Starting iterative with newton 2.32327542252987"
[1] "Starting newton at: 2.51017127782835"
[1] "Newton iter: 1, lambda:2.3926681676597, diff to last: 0.118"
[1] "Newton iter: 2, lambda:2.39705786184167, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.39706290886229, diff to last: 0"
[1] "Newton iter: 4, lambda:2.39706290886903, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39706290886229"
[1] "Starting iterative with newton 2.39706290886229"
[1] "Starting newton at: 2.57979607572741"
[1] "Newton iter: 1, lambda:2.41175833538639, diff to last: 0.168"
[1] "Newton iter: 2, lambda:2.42131291793168, diff to last: 0.01"
[1] "Newton iter: 3, lambda:2.42133735227247, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4213373524353, diff to last: 0"
[1] "Final threshold is: 0.0461573758633678"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03399277596721748}, {'ad': 0.04052694202060897, 'da': 0.03934703392687651, 'dd': 0.046157375863367836}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553300324008803. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009449440550193103
0.009449440550193103
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 56.0333241754222"
[1] "Starting iterative with newton 56.0333241754222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 50.0689052384745"
[1] "Starting iterative with newton 50.0689052384745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.4853017632284"
[1] "Starting iterative with newton 43.4853017632284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.1756809513081"
[1] "Starting iterative with newton 22.1756809513081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.5315514335629"
[1] "Starting iterative with newton 21.5315514335629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4303868805705"
[1] "Starting iterative with newton 12.4303868805705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.449340509439"
[1] "Starting iterative with newton 8.449340509439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.05168570629712"
[1] "Starting iterative with newton 9.05168570629712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.71085403625492"
[1] "Starting iterative with newton 4.71085403625492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56823131878534"
[1] "Starting iterative with newton 3.56823131878534"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.8291533830574"
[1] "Starting iterative with newton 3.8291533830574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20387775590717"
[1] "Starting iterative with newton 2.20387775590717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.82048486971247"
[1] "Starting iterative with newton 1.82048486971247"
[1] "Starting newton at: 2.12524578297306"
[1] "Newton iter: 1, lambda:1.58877817585559, diff to last: 0.536"
[1] "Newton iter: 2, lambda:1.54019781723036, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.5384847550512, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53848250076881, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5384825007649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5384825007649"
[1] "Starting iterative with newton 1.5384825007649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89648512603423"
[1] "Starting iterative with newton 1.89648512603423"
[1] "Starting newton at: 2.20444806610666"
[1] "Newton iter: 1, lambda:1.61934664888882, diff to last: 0.585"
[1] "Newton iter: 2, lambda:1.57817633756035, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.57700346412384, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57700246420271, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57700246420198, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57700246420271"
[1] "Starting iterative with newton 1.57700246420271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36063859248186"
[1] "Starting iterative with newton 1.36063859248186"
[1] "Starting newton at: 1.58930115650649"
[1] "Newton iter: 1, lambda:1.39032133086248, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.36189304620297, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.36111181112522, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36111120663077, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36111120663041, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36111120663041"
[1] "Starting iterative with newton 1.36111120663041"
[1] "Starting newton at: 1.59025112684562"
[1] "Newton iter: 1, lambda:1.39086249844423, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.36237716214085, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.36159356544794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36159295783849, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36159295783813, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36159295783849"
[1] "Starting iterative with newton 1.36159295783849"
[1] "Starting newton at: 1.59025112684562"
[1] "Newton iter: 1, lambda:1.39086249844423, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.36237716214085, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.36159356544794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36159295783849, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36159295783813, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.0128662917086564"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.012866291708656429}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553300324008803. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009449440550193103
0.009449440550193103
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352346150927708, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035259896782958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352598967959689, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.035259896782958"
[1] "Starting iterative with newton 0.035259896782958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125131339450029, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125146086419425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012514608641963, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0125146086419425"
[1] "Starting iterative with newton 0.0125146086419425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123697859336847, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123712170684178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123712170684369, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123712170684178"
[1] "Starting iterative with newton 0.0123712170684178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012368872239514, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123703031019374, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123703031019566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123703031019374"
[1] "Starting iterative with newton 0.0123703031019374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012368866415302, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123702972759898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123702972760089, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000116892388697862"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414892613211915, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415336907290158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415336907799413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415336907290158"
[1] "Starting iterative with newton 0.0415336907290158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0104988141843398, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0104999389781542, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0104999389781671, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0104999389781542"
[1] "Starting iterative with newton 0.0104999389781542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0102246215741672, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0102256760047107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0102256760047219, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0102256760047107"
[1] "Starting iterative with newton 0.0102256760047107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0102221967251751, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0102232505478473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0102232505478585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0102232505478473"
[1] "Starting iterative with newton 0.0102232505478473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0102221752808209, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0102232290981184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0102232290981296, diff to last: 0"
[1] "Final threshold is: 9.66037955936742e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749684447520585, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0751849685319316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0751849703347384, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0751849703347384"
[1] "Starting iterative with newton 0.0751849703347384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269870160328077, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270044229300857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270044229373283, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0270044229300857"
[1] "Starting iterative with newton 0.0270044229300857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261889676604366, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262049990338109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262049990398187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0262049990338109"
[1] "Starting iterative with newton 0.0262049990338109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261756112245477, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261916204450971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261916204510862, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0261916204450971"
[1] "Starting iterative with newton 0.0261916204450971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261753876698641, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261913965198633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026191396525852, diff to last: 0"
[1] "Final threshold is: 0.000247494044340982"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105222794782614, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105921194585836, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105921225240085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105921225240085, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.105921225240085"
[1] "Starting iterative with newton 0.105921225240085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0386482017592121, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0386980599049674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038698059987927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.038698059987927"
[1] "Starting iterative with newton 0.038698059987927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369164684710604, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369612576850826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369612577510008, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0369612577510008"
[1] "Starting iterative with newton 0.0369612577510008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0368713369844517, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369159984908777, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369159985563938, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0369159985563938"
[1] "Starting iterative with newton 0.0369159985563938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0368701605751858, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369148187557712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369148188212768, diff to last: 0"
[1] "Final threshold is: 0.000348824385253813"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0968698331141817, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974437627362551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09744378283275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974437828327501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.09744378283275"
[1] "Starting iterative with newton 0.09744378283275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250213032173776, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250398474754788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250398474856652, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0250398474856652"
[1] "Starting iterative with newton 0.0250398474856652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023212767551704, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232281521331963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232281521399543, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0232281521331963"
[1] "Starting iterative with newton 0.0232281521331963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231681953726399, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0231835063405874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231835063472745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0231835063472745"
[1] "Starting iterative with newton 0.0231835063472745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0231670974163797, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.023182406573551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0231824065802364, diff to last: 0"
[1] "Final threshold is: 0.000219060772727176"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.193405047472288, diff to last: 0.193"
[1] "Newton iter: 2, lambda:0.197985071854601, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.197987617166823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197987617167609, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197987617167609"
[1] "Starting iterative with newton 0.197987617167609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0788263117223957, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0792379993235897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792380105459492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0792380105459493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0792380105459492"
[1] "Starting iterative with newton 0.0792380105459492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733012767569163, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736459534798782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736459610969771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0736459534798782"
[1] "Starting iterative with newton 0.0736459534798782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0730375515786, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733792232974674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733792307707939, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0733792307707939"
[1] "Starting iterative with newton 0.0733792307707939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0730249625809263, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733664912930549, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733664987595772, diff to last: 0"
[1] "Final threshold is: 0.000693272297849982"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.238785874378862"
[1] "Newton iter: 1, lambda:0.298254674467523, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.298896161764901, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.298896235805944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.298896235805945, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.298896235805945"
[1] "Starting iterative with newton 0.298896235805945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928225260057964, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935564675586923, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935565134246192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935565134246194, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935565134246194"
[1] "Starting iterative with newton 0.0935565134246194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0804547850157551, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0809657770988122, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0809657977090128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0809657977090129, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0809657977090128"
[1] "Starting iterative with newton 0.0809657977090128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0797021358212918, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0802011412426045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0802011608006884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0802011608006884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0802011608006884"
[1] "Starting iterative with newton 0.0802011608006884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796564425537255, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801547259787459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801547454744246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801547454744247, diff to last: 0"
[1] "Final threshold is: 0.000757417502176435"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.299368708813876"
[1] "Newton iter: 1, lambda:0.261159564333949, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.261395674952333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261395684014552, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261395684014552"
[1] "Starting iterative with newton 0.261395684014552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0766149844409946, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0770304317213336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770304439346097, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0770304439346097, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0770304439346097"
[1] "Starting iterative with newton 0.0770304439346097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067396118704953, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676954245729163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676954304758126, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0676954245729163"
[1] "Starting iterative with newton 0.0676954245729163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0669305165335249, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067224593093719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067224598770803, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.067224593093719"
[1] "Starting iterative with newton 0.067224593093719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.066907036597134, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067200851011353, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0672008566772452, diff to last: 0"
[1] "Final threshold is: 0.000635010446554164"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.350667375835527"
[1] "Newton iter: 1, lambda:0.459066006739455, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.462482450620157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.462485775252361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462485775255507, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.462485775252361"
[1] "Starting iterative with newton 0.462485775252361"
[1] "Starting newton at: 0.288465568610686"
[1] "Newton iter: 1, lambda:0.180426165469288, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.182169366825508, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.182169823559175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182169823559206, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.182169823559206"
[1] "Starting iterative with newton 0.182169823559206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15038801642688, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153526345796399, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153527710002105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153527710002363, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.153527710002363"
[1] "Starting iterative with newton 0.153527710002363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147544928496864, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150538056517856, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150539286240193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1505392862404, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.1505392862404"
[1] "Starting iterative with newton 0.1505392862404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147247592763689, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150225785166832, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150227001489154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150227001489357, diff to last: 0"
[1] "Final threshold is: 0.00141956111960553"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56823131878534"
[1] "Starting iterative with newton 3.56823131878534"
[1] "Starting newton at: 0.582999725347236"
[1] "Newton iter: 1, lambda:0.572097657364285, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.572138892515564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.572138893107395, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572138893107395"
[1] "Starting iterative with newton 0.572138893107395"
[1] "Starting newton at: 0.338545293155718"
[1] "Newton iter: 1, lambda:0.235234911177377, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.237277334201028, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.237278138240398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237278138240522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.237278138240398"
[1] "Starting iterative with newton 0.237278138240398"
[1] "Starting newton at: 0.331313199446368"
[1] "Newton iter: 1, lambda:0.193208309631914, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.19648589148965, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196487750046608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196487750047205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.196487750046608"
[1] "Starting iterative with newton 0.196487750046608"
[1] "Starting newton at: 0.338663147790737"
[1] "Newton iter: 1, lambda:0.187573619468704, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.191440900913674, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.191443452735152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191443452736262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191443452735152"
[1] "Starting iterative with newton 0.191443452735152"
[1] "Starting newton at: 0.339469538333181"
[1] "Newton iter: 1, lambda:0.18687816568693, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.190815747666238, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.190818388535315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190818388536503, diff to last: 0"
[1] "Final threshold is: 0.00180312701834811"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.8291533830574"
[1] "Starting iterative with newton 3.8291533830574"
[1] "Starting newton at: 0.611395589047309"
[1] "Newton iter: 1, lambda:0.564323263050166, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.565068194742254, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.565068384024948, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565068384024961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565068384024948"
[1] "Starting iterative with newton 0.565068384024948"
[1] "Starting newton at: 0.372575643844707"
[1] "Newton iter: 1, lambda:0.224839648918521, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.228863635794963, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228866657814835, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228866657816539, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228866657814835"
[1] "Starting iterative with newton 0.228866657814835"
[1] "Starting newton at: 0.348900263099221"
[1] "Newton iter: 1, lambda:0.182827791143635, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.18743690412742, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187440487193736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187440487195901, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187440487193736"
[1] "Starting iterative with newton 0.187440487193736"
[1] "Starting newton at: 0.348944586433585"
[1] "Newton iter: 1, lambda:0.177418558656368, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.182269389068247, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.18227330361743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182273303619979, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18227330361743"
[1] "Starting iterative with newton 0.18227330361743"
[1] "Starting newton at: 0.346700589790996"
[1] "Newton iter: 1, lambda:0.176876318020618, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.181624054232372, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181627797638817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181627797641144, diff to last: 0"
[1] "Final threshold is: 0.00171628107607249"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.20387775590717"
[1] "Starting iterative with newton 2.20387775590717"
[1] "Starting newton at: 0.518368058263815"
[1] "Newton iter: 1, lambda:0.639486277330403, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.645867604453259, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.645884767448339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.64588476757224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64588476757224"
[1] "Starting iterative with newton 0.64588476757224"
[1] "Starting newton at: 0.255249843525283"
[1] "Newton iter: 1, lambda:0.381427749725634, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.386321291436941, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.38632856310475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386328563120796, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38632856310475"
[1] "Starting iterative with newton 0.38632856310475"
[1] "Starting newton at: 0.262112190059784"
[1] "Newton iter: 1, lambda:0.335601401816127, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.33713326472409, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.337133926279424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337133926279547, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337133926279547"
[1] "Starting iterative with newton 0.337133926279547"
[1] "Starting newton at: 0.266068692081581"
[1] "Newton iter: 1, lambda:0.326584400502072, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.327606462707597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327606752825068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327606752825091, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.327606752825068"
[1] "Starting iterative with newton 0.327606752825068"
[1] "Starting newton at: 0.265978251962679"
[1] "Newton iter: 1, lambda:0.324791294515597, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.325753654991887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325753911452427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325753911452445, diff to last: 0"
[1] "Final threshold is: 0.00307819222026258"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.82048486971247"
[1] "Starting iterative with newton 1.82048486971247"
[1] "Starting newton at: 0.751389598561331"
[1] "Newton iter: 1, lambda:0.687989330451726, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.689783076065741, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689784546975302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.68978454697629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689784546975302"
[1] "Starting iterative with newton 0.689784546975302"
[1] "Starting newton at: 0.485079858746857"
[1] "Newton iter: 1, lambda:0.465834965139531, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.465968622907868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465968629378494, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.465968629378494"
[1] "Starting iterative with newton 0.465968629378494"
[1] "Starting newton at: 0.501997515589189"
[1] "Newton iter: 1, lambda:0.413146894330088, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.415795267691881, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.415797657925193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415797657927139, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.415797657925193"
[1] "Starting iterative with newton 0.415797657925193"
[1] "Starting newton at: 0.515409692268267"
[1] "Newton iter: 1, lambda:0.399899029107128, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.404290536449487, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.40429701432769, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404297014341777, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40429701432769"
[1] "Starting iterative with newton 0.40429701432769"
[1] "Starting newton at: 0.511699075138811"
[1] "Newton iter: 1, lambda:0.397351393569688, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.401642183709542, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.401648346648708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401648346661414, diff to last: 0"
[1] "Final threshold is: 0.00379535217386038"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.89648512603423"
[1] "Starting iterative with newton 1.89648512603423"
[1] "Starting newton at: 0.770863013765871"
[1] "Newton iter: 1, lambda:0.675513365220433, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.679433564049826, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.679440441846495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.679440441867637, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.679440441846495"
[1] "Starting iterative with newton 0.679440441846495"
[1] "Starting newton at: 0.50578679153322"
[1] "Newton iter: 1, lambda:0.446147974118532, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.44737458226121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.447375107103622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447375107103718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.447375107103622"
[1] "Starting iterative with newton 0.447375107103622"
[1] "Starting newton at: 0.521428875093749"
[1] "Newton iter: 1, lambda:0.391830348691197, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.397203400981968, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397212848351148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397212848380334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.397212848380334"
[1] "Starting iterative with newton 0.397212848380334"
[1] "Starting newton at: 0.522614408623812"
[1] "Newton iter: 1, lambda:0.379696355321762, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.386124246235884, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.386137568881472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.386137568938657, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.386137568938657"
[1] "Starting iterative with newton 0.386137568938657"
[1] "Starting newton at: 0.247998455533299"
[1] "Newton iter: 1, lambda:0.37816628532149, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.383671569269999, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.38368130822955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383681308260006, diff to last: 0"
[1] "Final threshold is: 0.00362557371233545"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0094494405501931"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36063859248186"
[1] "Starting iterative with newton 1.36063859248186"
[1] "Starting newton at: 0.638677115031697"
[1] "Newton iter: 1, lambda:0.745563230239178, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.751617692998599, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.751636466377165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751636466557245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751636466377165"
[1] "Starting iterative with newton 0.751636466377165"
[1] "Starting newton at: 0.621907908618471"
[1] "Newton iter: 1, lambda:0.608222982275001, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.608307523993725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.60830752723307, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.608307523993725"
[1] "Starting iterative with newton 0.608307523993725"
[1] "Starting newton at: 0.621849901254466"
[1] "Newton iter: 1, lambda:0.56957162993552, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.57075277368741, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570753385558307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570753385558472, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.570753385558307"
[1] "Starting iterative with newton 0.570753385558307"
[1] "Starting newton at: 0.626006043456111"
[1] "Newton iter: 1, lambda:0.558722492271165, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.560653581552365, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.560655202593395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560655202594536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.560655202593395"
[1] "Starting iterative with newton 0.560655202593395"
[1] "Starting newton at: 0.627616514272978"
[1] "Newton iter: 1, lambda:0.555722696063143, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.557919341898541, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.557921434386309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557921434388207, diff to last: 0"
[1] "Final threshold is: 0.00527204542591189"
threshold is:
[{'ad': 0.00011689238869786219, 'da': 9.660379559367419e-05, 'dd': 0.00024749404434098234}, {'ad': 0.00034882438525381287, 'da': 0.00021906077272717633, 'dd': 0.000693272297849982}, {'ad': 0.0007574175021764352, 'da': 0.0006350104465541641, 'dd': 0.0014195611196055316}, {'ad': 0.0018031270183481122, 'da': 0.0017162810760724923, 'dd': 0.003078192220262577}, {'ad': 0.0037953521738603845, 'da': 0.0036255737123354467, 'dd': 0.005272045425911893}]
Number of points in noise estimation: 128
Estimated noise: 0.01906276125466297
0.01906276125466297
threshold is:
[{'ad': 0.0037618429927630537, 'da': 0.007051676464540135, 'dd': 0.002523952573845467}, {'ad': 0.0007241148305510148, 'da': 0.002195624507991211, 'dd': 0.0031425602890627208}, {'ad': 0.0023100263138426946, 'da': 0.0019155984053516179, 'dd': 0.0057461673986185435}, {'ad': 0.007143125062825051, 'da': 0.006882769247898086, 'dd': 0.01376872590983923}, {'ad': 0.015948384859849535, 'da': 0.015007220660285021, 'dd': 0.018935477717821392}]
['stjerten256', 0.075, 1, 0.0008490221051290601, 0.0005786394679942405, 0.0006347589049519506, 0.0010135032294010364, 0.0005610053219427881, 0.0007879213890589468, 0.0007504282839483523, 0.0008447547567142507, 30.71081002323071, 32.3759194720458, 31.973911977494488, 29.941748631438237, 32.51033018816169, 31.035171099228165, 31.24690805584207, 30.732693540852534]
stjerten256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.01917534957255621
0.01917534957255621
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0215370515517543"
[1] "Newton iter: 1, lambda:0.0917326504684082, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0920237579435224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0920237629431533, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0920237579435224"
[1] "Starting iterative with newton 0.0920237579435224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032550777822218, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325829471110523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325829471424724, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0325829471424724"
[1] "Starting iterative with newton 0.0325829471424724"
[1] "Starting newton at: 0.054190200758162"
[1] "Newton iter: 1, lambda:0.0313641201757263, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0313795157235715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313795157305749, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0313795157235715"
[1] "Starting iterative with newton 0.0313795157235715"
[1] "Starting newton at: 0.0553936321770629"
[1] "Newton iter: 1, lambda:0.0313379220537195, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0313550116067324, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031355011615357, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0313550116067324"
[1] "Starting iterative with newton 0.0313550116067324"
[1] "Starting newton at: 0.055418136293902"
[1] "Newton iter: 1, lambda:0.0313373876462544, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0313545126021304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0313545126107906, diff to last: 0"
[1] "Final threshold is: 0.000601233739822969"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0704490038138166, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0706732334810788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0706732357502208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0706732357502208"
[1] "Starting iterative with newton 0.0706732357502208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0158277006440189, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0158329576534355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0158329576540155, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0158329576534355"
[1] "Starting iterative with newton 0.0158329576534355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148160952008341, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014820557304612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148205573050167, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.014820557304612"
[1] "Starting iterative with newton 0.014820557304612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0147977246191154, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148021729750456, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148021729754476, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0148021729754476"
[1] "Starting iterative with newton 0.0148021729754476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014797391129254, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014801839235838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148018392362399, diff to last: 0"
[1] "Final threshold is: 0.000283830441663972"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0923641422933882, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928484284056249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0928484416953845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928484416953845, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0928484284056249"
[1] "Starting iterative with newton 0.0928484284056249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356569483029102, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357014107825852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0357014108517123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0357014107825852"
[1] "Starting iterative with newton 0.0357014107825852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339631422986204, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340027662361012, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340027662900302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0340027662900302"
[1] "Starting iterative with newton 0.0340027662900302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339127914668661, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339522764726395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339522765261618, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0339522764726395"
[1] "Starting iterative with newton 0.0339522764726395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339112948884015, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339507757689848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339507758224951, diff to last: 0"
[1] "Final threshold is: 0.000651017993629755"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.233868055201264"
[1] "Newton iter: 1, lambda:0.210639756521124, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.210710576630628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210710577290454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210710577290454"
[1] "Starting iterative with newton 0.210710577290454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0739020572637319, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0742795070202464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0742795168603215, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0742795070202464"
[1] "Starting iterative with newton 0.0742795070202464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0666945950366749, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.066988654974142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0669886606886052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.066988654974142"
[1] "Starting iterative with newton 0.066988654974142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663084320998451, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665983641906149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665983697318419, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0665983641906149"
[1] "Starting iterative with newton 0.0665983641906149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0662877618496515, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0665774739400056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0665774794720802, diff to last: 0"
[1] "Final threshold is: 0.00127664633645736"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.199167555801479"
[1] "Newton iter: 1, lambda:0.21848198754253, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.218530596036281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218530596343442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.218530596343442"
[1] "Starting iterative with newton 0.218530596343442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0755269111017747, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.07589794615302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0758979551038423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0758979551038423"
[1] "Starting iterative with newton 0.0758979551038423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0688174210894159, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0691127012319209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0691127066665516, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0691127066665516"
[1] "Starting iterative with newton 0.0691127066665516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0684932350630951, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0687851439064525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0687851492068996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0687851439064525"
[1] "Starting iterative with newton 0.0687851439064525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0684775760374951, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0687693226726852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0687693279667226, diff to last: 0"
[1] "Final threshold is: 0.00131867590363167"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.550307937791755"
[1] "Newton iter: 1, lambda:0.321874540722061, diff to last: 0.228"
[1] "Newton iter: 2, lambda:0.331850826097505, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.331870744454283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331870744533563, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331870744454283"
[1] "Starting iterative with newton 0.331870744454283"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137428635344769, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.13955997879925, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139560490531802, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139560490531831, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139560490531802"
[1] "Starting iterative with newton 0.139560490531802"
[1] "Starting newton at: 0.17520470393025"
[1] "Newton iter: 1, lambda:0.12519697932354, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.125463036023512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.125463043563761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125463043563761"
[1] "Starting iterative with newton 0.125463043563761"
[1] "Starting newton at: 0.175964302680636"
[1] "Newton iter: 1, lambda:0.124115282404974, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.124400108240646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12440011684678, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12440011684678"
[1] "Starting iterative with newton 0.12440011684678"
[1] "Starting newton at: 0.177027229397617"
[1] "Newton iter: 1, lambda:0.124022211462545, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.124319777806632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124319787196993, diff to last: 0"
[1] "Final threshold is: 0.00238387519822469"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.62262938493701"
[1] "Newton iter: 1, lambda:0.501613812295032, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.505942945420047, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.505948689729932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505948689740035, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.505948689740035"
[1] "Starting iterative with newton 0.505948689740035"
[1] "Starting newton at: 0.273983723663939"
[1] "Newton iter: 1, lambda:0.201633108508736, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.202495210105072, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.202495332994367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202495332994369, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.202495332994367"
[1] "Starting iterative with newton 0.202495332994367"
[1] "Starting newton at: 0.306326852483627"
[1] "Newton iter: 1, lambda:0.166998781362701, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.169901503594874, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.169902770869996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169902770870238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.169902770869996"
[1] "Starting iterative with newton 0.169902770869996"
[1] "Starting newton at: 0.32170648795948"
[1] "Newton iter: 1, lambda:0.162578300526664, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.166321515371084, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.166323600383527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166323600384174, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.166323600383527"
[1] "Starting iterative with newton 0.166323600383527"
[1] "Starting newton at: 0.325165544742135"
[1] "Newton iter: 1, lambda:0.16199696029151, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.165927300774385, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165929596753266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16592959675405, diff to last: 0"
[1] "Final threshold is: 0.00318175802217717"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.360938003345989"
[1] "Newton iter: 1, lambda:0.493059092264786, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.498616088619858, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.498625657299914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.498625657328246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.498625657299914"
[1] "Starting iterative with newton 0.498625657299914"
[1] "Starting newton at: 0.320788221652073"
[1] "Newton iter: 1, lambda:0.188190795685405, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.190882656618697, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.190883773773379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190883773773572, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190883773773379"
[1] "Starting iterative with newton 0.190883773773379"
[1] "Starting newton at: 0.316129502212729"
[1] "Newton iter: 1, lambda:0.156701509674477, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.16024503534496, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160246797173014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16024679717345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.160246797173014"
[1] "Starting iterative with newton 0.160246797173014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153811408477704, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157103749784094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157105256091294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157105256091609, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.157105256091294"
[1] "Starting iterative with newton 0.157105256091294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153504851398473, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156780792884934, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156782282743228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156782282743536, diff to last: 0"
[1] "Final threshold is: 0.00300635507839065"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.27715424448563"
[1] "Starting iterative with newton 2.27715424448563"
[1] "Starting newton at: 0.616952720500679"
[1] "Newton iter: 1, lambda:0.636377149045177, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.636528641732905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.636528650889547, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636528641732905"
[1] "Starting iterative with newton 0.636528641732905"
[1] "Starting newton at: 0.489379009763959"
[1] "Newton iter: 1, lambda:0.367558208010529, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.37187402600494, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371879548933325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371879548942364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371879548933325"
[1] "Starting iterative with newton 0.371879548933325"
[1] "Starting newton at: 0.266142070212827"
[1] "Newton iter: 1, lambda:0.321111321147787, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.321943073107833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.321943262725984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.321943262725993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.321943262725993"
[1] "Starting iterative with newton 0.321943262725993"
[1] "Starting newton at: 0.266249737675143"
[1] "Newton iter: 1, lambda:0.311771328252437, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.312332259584272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.312332344467631, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312332344467633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.312332344467633"
[1] "Starting iterative with newton 0.312332344467633"
[1] "Starting newton at: 0.275239604321102"
[1] "Newton iter: 1, lambda:0.310147407250723, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.310475992707291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310476021744166, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310476021744166, diff to last: 0"
[1] "Final threshold is: 0.00595348625084095"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.83368526194132"
[1] "Starting iterative with newton 1.83368526194132"
[1] "Starting newton at: 0.755467692589291"
[1] "Newton iter: 1, lambda:0.69912246387275, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.700589318800499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.700590334504002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.700590334504489, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.700590334504002"
[1] "Starting iterative with newton 0.700590334504002"
[1] "Starting newton at: 0.483626888777498"
[1] "Newton iter: 1, lambda:0.466366782037625, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.466475535809243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.466475540140674, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.466475535809243"
[1] "Starting iterative with newton 0.466475535809243"
[1] "Starting newton at: 0.51859005236944"
[1] "Newton iter: 1, lambda:0.409105145281048, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.413130485327055, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.41313603275203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413136032762559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.413136032762559"
[1] "Starting iterative with newton 0.413136032762559"
[1] "Starting newton at: 0.51799521348031"
[1] "Newton iter: 1, lambda:0.395837917747213, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.400759912522121, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.400768071880711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400768071903119, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.400768071903119"
[1] "Starting iterative with newton 0.400768071903119"
[1] "Starting newton at: 0.520847863371162"
[1] "Newton iter: 1, lambda:0.392469519557016, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.397879378699172, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397889198141248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397889198173576, diff to last: 0"
[1] "Final threshold is: 0.00762966446550251"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.86206328678438"
[1] "Starting iterative with newton 1.86206328678438"
[1] "Starting newton at: 0.710281335331597"
[1] "Newton iter: 1, lambda:0.69140959158747, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.691571599144364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.691571611165463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691571611165463, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691571611165463"
[1] "Starting iterative with newton 0.691571611165463"
[1] "Starting newton at: 0.506829789049027"
[1] "Newton iter: 1, lambda:0.461162945683245, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.461904664940673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461904862363541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461904862363555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.461904862363555"
[1] "Starting iterative with newton 0.461904862363555"
[1] "Starting newton at: 0.515186449098899"
[1] "Newton iter: 1, lambda:0.408001653403501, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.411796062105577, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.411800908366646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411800908374547, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.411800908366646"
[1] "Starting iterative with newton 0.411800908366646"
[1] "Starting newton at: 0.505895076827281"
[1] "Newton iter: 1, lambda:0.396790947073741, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.400665980895331, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.40067096003854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.400670960046756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.40067096003854"
[1] "Starting iterative with newton 0.40067096003854"
[1] "Starting newton at: 0.507874024307326"
[1] "Newton iter: 1, lambda:0.393977681334457, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.398183369335756, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.398189214918549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398189214929836, diff to last: 0"
[1] "Final threshold is: 0.00763541739230132"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.08350089338066"
[1] "Starting iterative with newton 1.08350089338066"
[1] "Starting newton at: 0.79102022156557"
[1] "Newton iter: 1, lambda:0.828711484553183, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.829552743581603, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.829553156278839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.829553156278938, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.829553156278839"
[1] "Starting iterative with newton 0.829553156278839"
[1] "Starting newton at: 0.781999576559188"
[1] "Newton iter: 1, lambda:0.758159752211268, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.758470929689037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.758470983216393, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758470983216394, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.758470983216394"
[1] "Starting iterative with newton 0.758470983216394"
[1] "Starting newton at: 0.761182462405452"
[1] "Newton iter: 1, lambda:0.737276254541134, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.737584375430128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.737584427090221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737584427090222, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.737584427090221"
[1] "Starting iterative with newton 0.737584427090221"
[1] "Starting newton at: 0.765018749385998"
[1] "Newton iter: 1, lambda:0.730727368066419, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.731355859654471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.731356073606054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731356073606079, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.731356073606054"
[1] "Starting iterative with newton 0.731356073606054"
[1] "Starting newton at: 0.765335829759408"
[1] "Newton iter: 1, lambda:0.728777684470023, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.729490395948789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.729490670702422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729490670702463, diff to last: 0"
[1] "Final threshold is: 0.0139882386206374"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.913111900351346"
[1] "Starting iterative with newton 0.913111900351346"
[1] "Starting newton at: 0.974167994470844"
[1] "Newton iter: 1, lambda:0.898060468963937, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.901658405634046, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.901666790646185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901666790691647, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.901666790646185"
[1] "Starting iterative with newton 0.901666790646185"
[1] "Starting newton at: 0.965764097775729"
[1] "Newton iter: 1, lambda:0.894880911633171, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.898004058756488, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.898010360109652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898010360135265, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898010360109652"
[1] "Starting iterative with newton 0.898010360109652"
[1] "Starting newton at: 0.965974032935946"
[1] "Newton iter: 1, lambda:0.893579729808699, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.896832412349178, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.89683924239915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896839242429218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.89683924239915"
[1] "Starting iterative with newton 0.89683924239915"
[1] "Starting newton at: 0.965919811798232"
[1] "Newton iter: 1, lambda:0.893173919432114, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.896456884023241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.896463840217116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896463840248297, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.896463840248297"
[1] "Starting iterative with newton 0.896463840248297"
[1] "Starting newton at: 0.965361498154087"
[1] "Newton iter: 1, lambda:0.893096351562203, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.896336697453583, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.896343473534728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896343473564313, diff to last: 0"
[1] "Final threshold is: 0.0171876994421077"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.946450329395464"
[1] "Starting iterative with newton 0.946450329395464"
[1] "Starting newton at: 0.744958184481539"
[1] "Newton iter: 1, lambda:0.863413938143274, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.872554708480645, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.872606858725403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.872606860415801, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.872606860415801"
[1] "Starting iterative with newton 0.872606860415801"
[1] "Starting newton at: 0.740011771597459"
[1] "Newton iter: 1, lambda:0.843478319636225, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.850297600454532, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.850326134090319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850326134588378, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.850326134090319"
[1] "Starting iterative with newton 0.850326134090319"
[1] "Starting newton at: 0.736014573062482"
[1] "Newton iter: 1, lambda:0.837015168351093, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.843473575759071, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.84349904051979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843499040914553, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.84349904051979"
[1] "Starting iterative with newton 0.84349904051979"
[1] "Starting newton at: 0.734343337191925"
[1] "Newton iter: 1, lambda:0.834972364981186, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.841372093656037, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.841397059604453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.841397059983334, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.841397059604453"
[1] "Starting iterative with newton 0.841397059604453"
[1] "Starting newton at: 0.733894434543156"
[1] "Newton iter: 1, lambda:0.834350045274368, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.840724163067039, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.840748917848379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.840748918220707, diff to last: 0"
[1] "Final threshold is: 0.0161216544096305"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674293182923407"
[1] "Starting iterative with newton 0.674293182923407"
[1] "Starting newton at: 1.11898549532441"
[1] "Newton iter: 1, lambda:1.01586271613813, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.02338958382737, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.02343261467083, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02343261607119, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.02343261467083"
[1] "Starting iterative with newton 1.02343261467083"
[1] "Starting newton at: 1.24596443170838"
[1] "Newton iter: 1, lambda:1.1484357602424, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.15567755385648, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.15572065141987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15572065293893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.15572065141987"
[1] "Starting iterative with newton 1.15572065141987"
[1] "Starting newton at: 1.28183200986533"
[1] "Newton iter: 1, lambda:1.19688059674937, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.20256915019699, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.20259646888405, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2025964695116, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.20259646888405"
[1] "Starting iterative with newton 1.20259646888405"
[1] "Starting newton at: 1.28211699845033"
[1] "Newton iter: 1, lambda:1.21526456422135, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.21887054658236, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.21888161479157, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21888161489558, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21888161489558"
[1] "Starting iterative with newton 1.21888161489558"
[1] "Starting newton at: 1.29131198092092"
[1] "Newton iter: 1, lambda:1.22043579021456, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.22448815032083, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.2245021796817, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22450217984937, diff to last: 0"
[1] "Final threshold is: 0.0234802573477537"
threshold is:
[{'ad': 0.0006012337398229686, 'da': 0.00028383044166397167, 'dd': 0.0006510179936297549}, {'ad': 0.0012766463364573576, 'da': 0.0013186759036316726, 'dd': 0.002383875198224691}, {'ad': 0.0031817580221771727, 'da': 0.0030063550783906473, 'dd': 0.005953486250840954}, {'ad': 0.007629664465502509, 'da': 0.0076354173923013175, 'dd': 0.01398823862063743}, {'ad': 0.017187699442107695, 'da': 0.016121654409630534, 'dd': 0.02348025734775372}]
Number of points in noise estimation: 128
Estimated noise: 0.01917534957255621
0.01917534957255621
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.273444243346"
[1] "Starting iterative with newton 27.273444243346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.8885166697479"
[1] "Starting iterative with newton 23.8885166697479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.2632380941825"
[1] "Starting iterative with newton 21.2632380941825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.379890580338"
[1] "Starting iterative with newton 11.379890580338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.5889693388813"
[1] "Starting iterative with newton 10.5889693388813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.40815982854473"
[1] "Starting iterative with newton 6.40815982854473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.31841986622278"
[1] "Starting iterative with newton 4.31841986622278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.46331827577469"
[1] "Starting iterative with newton 4.46331827577469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27715424448563"
[1] "Starting iterative with newton 2.27715424448563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.83368526194132"
[1] "Starting iterative with newton 1.83368526194132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.86206328678438"
[1] "Starting iterative with newton 1.86206328678438"
[1] "Starting newton at: 2.14507024304927"
[1] "Newton iter: 1, lambda:1.59764627450378, diff to last: 0.547"
[1] "Newton iter: 2, lambda:1.54901271343368, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.54730880373567, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5473065908375, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54730659083376, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54730659083376"
[1] "Starting iterative with newton 1.54730659083376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.08350089338066"
[1] "Starting iterative with newton 1.08350089338066"
[1] "Starting newton at: 1.25696836508177"
[1] "Newton iter: 1, lambda:1.28958485037777, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.28838794838604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.28838636065118, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28838636064839, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28838636065118"
[1] "Starting iterative with newton 1.28838636065118"
[1] "Starting newton at: 1.46598228072236"
[1] "Newton iter: 1, lambda:1.50812983061171, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.5068070873536, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.50680585122571, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50680585122463, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50680585122463"
[1] "Starting iterative with newton 1.50680585122463"
[1] "Starting newton at: 1.69684062257487"
[1] "Newton iter: 1, lambda:1.6789618254397, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.67881970986851, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67881970051407, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67881970051407"
[1] "Starting iterative with newton 1.67881970051407"
[1] "Starting newton at: 1.88141447612837"
[1] "Newton iter: 1, lambda:1.79692694165669, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.79519441516522, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.79519343129423, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79519343129391, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.79519343129423"
[1] "Starting iterative with newton 1.79519343129423"
[1] "Starting newton at: 1.99228664211404"
[1] "Newton iter: 1, lambda:1.86233000733974, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.85998160750249, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.85998015686319, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85998015686263, diff to last: 0"
[1] "Final threshold is: 0.0356657697058588"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.913111900351346"
[1] "Starting iterative with newton 0.913111900351346"
[1] "Starting newton at: 1.22285516670821"
[1] "Newton iter: 1, lambda:1.34144300495729, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.32666123180438, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.32644053074211, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32644048095675, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32644048095675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32644048095675"
[1] "Starting iterative with newton 1.32644048095675"
[1] "Starting newton at: 1.67487605591155"
[1] "Newton iter: 1, lambda:1.71227339124286, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.71169544397058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.71169531929771, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7116953192977, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.7116953192977"
[1] "Starting iterative with newton 1.7116953192977"
[1] "Starting newton at: 1.87669387712073"
[1] "Newton iter: 1, lambda:1.94357154916558, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.94273877008806, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.94273868670431, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94273868670431, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94273868670431"
[1] "Starting iterative with newton 1.94273868670431"
[1] "Starting newton at: 2.13384246952697"
[1] "Newton iter: 1, lambda:2.06076040549216, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.06094497876593, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06094497783075, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06094497783075"
[1] "Starting iterative with newton 2.06094497783075"
[1] "Starting newton at: 2.25163045868231"
[1] "Newton iter: 1, lambda:2.11124915710413, diff to last: 0.14"
[1] "Newton iter: 2, lambda:2.11348072430736, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.11348075407187, diff to last: 0"
[1] "Newton iter: 4, lambda:2.11348075407187, diff to last: 0"
[1] "Final threshold is: 0.0405267322741978"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.946450329395464"
[1] "Starting iterative with newton 0.946450329395464"
[1] "Starting newton at: 1.28049804283576"
[1] "Newton iter: 1, lambda:1.32861329082894, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.32616362876249, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.32615743631725, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32615743627761, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32615743627761"
[1] "Starting iterative with newton 1.32615743627761"
[1] "Starting newton at: 1.69994924297325"
[1] "Newton iter: 1, lambda:1.67622323029487, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.67598845785308, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67598843347364, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67598843347364, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67598843347364"
[1] "Starting iterative with newton 1.67598843347364"
[1] "Starting newton at: 1.85867514905629"
[1] "Newton iter: 1, lambda:1.8865187699159, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.88633983959524, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88633983308019, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.88633983959524"
[1] "Starting iterative with newton 1.88633983959524"
[1] "Starting newton at: 2.07724836150414"
[1] "Newton iter: 1, lambda:1.99939480461941, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.99915252276286, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99915251642226, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99915251642226"
[1] "Starting iterative with newton 1.99915251642226"
[1] "Starting newton at: 2.20167201119997"
[1] "Newton iter: 1, lambda:2.05366208036852, diff to last: 0.148"
[1] "Newton iter: 2, lambda:2.05471430488942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05471422803304, diff to last: 0"
[1] "Newton iter: 4, lambda:2.05471422803303, diff to last: 0"
[1] "Final threshold is: 0.0393998635942384"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0191753495725562"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674293182923407"
[1] "Starting iterative with newton 0.674293182923407"
[1] "Starting newton at: 1.52092699841207"
[1] "Newton iter: 1, lambda:1.69210857670997, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.67433726335455, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.67419083871503, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67419082839676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67419082839676, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67419082839676"
[1] "Starting iterative with newton 1.67419082839676"
[1] "Starting newton at: 2.19579028726563"
[1] "Newton iter: 1, lambda:2.15379751209428, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.15414212420732, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15414214347191, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15414214347191, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15414212420732"
[1] "Starting iterative with newton 2.15414212420732"
[1] "Starting newton at: 2.31983500556855"
[1] "Newton iter: 1, lambda:2.3420918038691, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.34221605602616, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34221606011694, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34221605602616"
[1] "Starting iterative with newton 2.34221605602616"
[1] "Starting newton at: 2.49566887842694"
[1] "Newton iter: 1, lambda:2.41378304531871, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.41600280422471, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.41600424367479, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4160042436754, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.41600424367479"
[1] "Starting iterative with newton 2.41600424367479"
[1] "Starting newton at: 2.55946529544718"
[1] "Newton iter: 1, lambda:2.43742790765901, diff to last: 0.122"
[1] "Newton iter: 2, lambda:2.44265285540703, diff to last: 0.005"
[1] "Newton iter: 3, lambda:2.44266103872955, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4426610387498, diff to last: 0"
[1] "Final threshold is: 0.0468388793049023"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03566576970585881}, {'ad': 0.04052673227419785, 'da': 0.039399863594238416, 'dd': 0.0468388793049023}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.548302124261154. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009442456790089716
0.009442456790089716
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 55.3857792563763"
[1] "Starting iterative with newton 55.3857792563763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 48.5118087480176"
[1] "Starting iterative with newton 48.5118087480176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.1805019143296"
[1] "Starting iterative with newton 43.1805019143296"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.1098097482897"
[1] "Starting iterative with newton 23.1098097482897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.5036396988584"
[1] "Starting iterative with newton 21.5036396988584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.0134251668616"
[1] "Starting iterative with newton 13.0134251668616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.76966793459973"
[1] "Starting iterative with newton 8.76966793459973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.06392161427569"
[1] "Starting iterative with newton 9.06392161427569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.62435038246303"
[1] "Starting iterative with newton 4.62435038246303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.72377196797689"
[1] "Starting iterative with newton 3.72377196797689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.78140088369674"
[1] "Starting iterative with newton 3.78140088369674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20032867024151"
[1] "Starting iterative with newton 2.20032867024151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.85430977099889"
[1] "Starting iterative with newton 1.85430977099889"
[1] "Starting newton at: 2.15520804032407"
[1] "Newton iter: 1, lambda:1.59598705934692, diff to last: 0.559"
[1] "Newton iter: 2, lambda:1.54899143787763, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.54740002447501, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.54739809705853, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5473980970557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5473980970557"
[1] "Starting iterative with newton 1.5473980970557"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.92201206981076"
[1] "Starting iterative with newton 1.92201206981076"
[1] "Starting newton at: 2.22792023468812"
[1] "Newton iter: 1, lambda:1.63460895004501, diff to last: 0.593"
[1] "Newton iter: 2, lambda:1.59611283370448, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.59511798091924, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.59511728441758, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59511728441724, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59511728441724"
[1] "Starting iterative with newton 1.59511728441724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36932662593895"
[1] "Starting iterative with newton 1.36932662593895"
[1] "Starting newton at: 1.58482830436775"
[1] "Newton iter: 1, lambda:1.3804271344612, diff to last: 0.204"
[1] "Newton iter: 2, lambda:1.35006523443005, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.34915665841645, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34915582397562, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34915582397491, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34915582397491"
[1] "Starting iterative with newton 1.34915582397491"
[1] "Starting newton at: 1.56576268347383"
[1] "Newton iter: 1, lambda:1.35966858463166, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.32729022951213, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.32621259755407, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32621137346144, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32621137345986, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32621137346144"
[1] "Starting iterative with newton 1.32621137346144"
[1] "Starting newton at: 1.54344531153815"
[1] "Newton iter: 1, lambda:1.33425863548024, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.29898486637834, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.297638099978, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29763608692759, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29763608692308, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29763608692308"
[1] "Starting iterative with newton 1.29763608692308"
[1] "Starting newton at: 1.51502311306701"
[1] "Newton iter: 1, lambda:1.30249877817425, diff to last: 0.213"
[1] "Newton iter: 2, lambda:1.26347335720964, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.26171539837871, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.26171174204398, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26171174202815, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26171174202815"
[1] "Starting iterative with newton 1.26171174202815"
[1] "Starting newton at: 1.47755454896092"
[1] "Newton iter: 1, lambda:1.2599251273457, diff to last: 0.218"
[1] "Newton iter: 2, lambda:1.21515253275219, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.21262921199651, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.21262100256307, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2126210024761, diff to last: 0"
[1] "Final threshold is: 0.011450121419457"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.01145012141945702}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.548302124261154. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009442456790089716
0.009442456790089716
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0361633797120149"
[1] "Newton iter: 1, lambda:0.0487017234833621, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0487070653076708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487070653086402, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0487070653076708"
[1] "Starting iterative with newton 0.0487070653076708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0192209035790552, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0192263633040502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0192263633044906, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0192263633040502"
[1] "Starting iterative with newton 0.0192263633040502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0189330753124768, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0189383469039604, diff to last: 0"
[1] "Newton iter: 3, lambda:0.018938346904369, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0189383469039604"
[1] "Starting iterative with newton 0.0189383469039604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018930226401657, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0189354961568667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.018935496157275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.018935496157275"
[1] "Starting iterative with newton 0.018935496157275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0189301982000195, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0189354679370542, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0189354679374626, diff to last: 0"
[1] "Final threshold is: 0.000178797337795764"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0322210188177248, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0322440976702226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322440976820599, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0322440976702226"
[1] "Starting iterative with newton 0.0322440976702226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00289552933055971, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00289558046586144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00289558046586145, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00289558046586144"
[1] "Starting iterative with newton 0.00289558046586144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00274758631209918, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00274763098864015, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00274763098864016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00274763098864015"
[1] "Starting iterative with newton 0.00274763098864015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00274685439784344, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00274689904370567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00274689904370568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00274689904370567"
[1] "Starting iterative with newton 0.00274689904370567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00274685077721632, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00274689542292681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00274689542292683, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.59374413378816e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0737771460765275"
[1] "Newton iter: 1, lambda:0.0549617914659551, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0549740676281731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.054974067633401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0549740676281731"
[1] "Starting iterative with newton 0.0549740676281731"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014255845490343, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0142594401478932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0142594401481218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0142594401481218"
[1] "Starting iterative with newton 0.0142594401481218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0135914675296296, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0135946772605053, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0135946772606843, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0135946772606843"
[1] "Starting iterative with newton 0.0135946772606843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0135807207163463, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0135839244149853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0135839244151636, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0135839244149853"
[1] "Starting iterative with newton 0.0135839244149853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0135805469091478, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0135837505102787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.013583750510457, diff to last: 0"
[1] "Final threshold is: 0.000128263977240666"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.140189854603291"
[1] "Newton iter: 1, lambda:0.119085366607864, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.119117063004433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.119117063076035, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119117063004433"
[1] "Starting iterative with newton 0.119117063004433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318507453336684, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0318832478852611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0318832479191087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0318832479191087"
[1] "Starting iterative with newton 0.0318832479191087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296144938469454, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296415807433041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0296415807659655, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0296415807433041"
[1] "Starting iterative with newton 0.0296415807433041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02955751397492, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0295844708041535, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0295844708265761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0295844708041535"
[1] "Starting iterative with newton 0.0295844708041535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0295560626909499, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0295830162123725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0295830162347891, diff to last: 0"
[1] "Final threshold is: 0.000279336352305851"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108851369720296, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109652165690279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109652208897749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109652208897749, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109652208897749"
[1] "Starting iterative with newton 0.109652208897749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367070712119075, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367561916260183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367561917139669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367561917139669"
[1] "Starting iterative with newton 0.0367561917139669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0346145368871815, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0346570968729087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0346570969372439, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0346570968729087"
[1] "Starting iterative with newton 0.0346570968729087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345548422359968, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345972223643386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345972224280813, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0345972223643386"
[1] "Starting iterative with newton 0.0345972223643386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0345531400195282, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0345955150250863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345955150888121, diff to last: 0"
[1] "Final threshold is: 0.000326666655755277"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.182832096217359"
[1] "Newton iter: 1, lambda:0.184647779842613, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.184648152738568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.184648152738584, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.184648152738584"
[1] "Starting iterative with newton 0.184648152738584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733256219429636, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0736670663846284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0736670737829794, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0736670737829794"
[1] "Starting iterative with newton 0.0736670737829794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0682279249881192, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0685146841318062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0685146891946388, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0685146841318062"
[1] "Starting iterative with newton 0.0685146841318062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0679872698256687, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0682715956165248, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0682716005866016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0682715956165248"
[1] "Starting iterative with newton 0.0682715956165248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0679759065554896, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068260117774435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0682601227401676, diff to last: 0"
[1] "Final threshold is: 0.000644543259460253"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.392015262846666"
[1] "Newton iter: 1, lambda:0.271652614987876, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.274052267690219, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.274053238587922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274053238588081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.274053238587922"
[1] "Starting iterative with newton 0.274053238587922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0921886750372055, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.092890871081548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928909117897247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928909117897248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0928909117897247"
[1] "Starting iterative with newton 0.0928909117897247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0813680404306902, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0818840335616058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0818840543030375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0818840543030375, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0818840543030375"
[1] "Starting iterative with newton 0.0818840543030375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0807072640334814, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0812130051121833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0812130249631891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0812130249631891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0812130249631891"
[1] "Starting iterative with newton 0.0812130249631891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0806669702139251, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0811720901838622, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0811721099816064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0811721099816064, diff to last: 0"
[1] "Final threshold is: 0.000766464141061729"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.5040379762006"
[1] "Newton iter: 1, lambda:0.243805179274428, diff to last: 0.26"
[1] "Newton iter: 2, lambda:0.254101178422834, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.254117954642739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25411795468723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25411795468723"
[1] "Starting iterative with newton 0.25411795468723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0871253158635673, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877258902118006, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877259187312119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877259187312119, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0877259187312119"
[1] "Starting iterative with newton 0.0877259187312119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.077603698115196, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780539909550694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0780540061110158, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0780540061110158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0780540061110158"
[1] "Starting iterative with newton 0.0780540061110158"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770483485893276, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0774906893541578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0774907039293315, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0774907039293315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0774907039293315"
[1] "Starting iterative with newton 0.0774907039293315"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770160030071064, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0774578832897595, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0774578978316818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0774578978316818, diff to last: 0"
[1] "Final threshold is: 0.00073139285332684"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.628732528256222"
[1] "Newton iter: 1, lambda:0.466362246663403, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.473745137555106, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.473761126035848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.473761126110701, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.473761126035848"
[1] "Starting iterative with newton 0.473761126035848"
[1] "Starting newton at: 0.32620243431882"
[1] "Newton iter: 1, lambda:0.169968516137835, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.173580662131889, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173582608378528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173582608379093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.173582608379093"
[1] "Starting iterative with newton 0.173582608379093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139899472276951, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142540821212534, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142541762010316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142541762010435, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142541762010435"
[1] "Starting iterative with newton 0.142541762010435"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136825286439189, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139323027915185, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139323859709844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139323859709936, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139323859709844"
[1] "Starting iterative with newton 0.139323859709844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136506374166922, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.138989506883542, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138990328002211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138990328002301, diff to last: 0"
[1] "Final threshold is: 0.00131241016640212"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.72377196797689"
[1] "Starting iterative with newton 3.72377196797689"
[1] "Starting newton at: 0.649829737889125"
[1] "Newton iter: 1, lambda:0.569405619013267, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.57162116261004, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.571622887503728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571622887504773, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571622887503728"
[1] "Starting iterative with newton 0.571622887503728"
[1] "Starting newton at: 0.364846468100824"
[1] "Newton iter: 1, lambda:0.219366553856548, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.223269948195609, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.223272786575501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223272786577001, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.223272786577001"
[1] "Starting iterative with newton 0.223272786577001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175790071183824, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180909474194151, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180913811416654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180913811419766, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.180913811419766"
[1] "Starting iterative with newton 0.180913811419766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170976323776018, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.175743432045944, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.175747134836168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175747134838402, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.175747134836168"
[1] "Starting iterative with newton 0.175747134836168"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170388041020732, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.175113223052336, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.175116854037181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175116854039325, diff to last: 0"
[1] "Final threshold is: 0.00165353332746253"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.78140088369674"
[1] "Starting iterative with newton 3.78140088369674"
[1] "Starting newton at: 0.608639069955051"
[1] "Newton iter: 1, lambda:0.571096879892663, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.571581032407699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.571581113873365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571581113873368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.571581113873365"
[1] "Starting iterative with newton 0.571581113873365"
[1] "Starting newton at: 0.344427102294985"
[1] "Newton iter: 1, lambda:0.228139377727226, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.230642219642193, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.23064338890039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230643388900646, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23064338890039"
[1] "Starting iterative with newton 0.23064338890039"
[1] "Starting newton at: 0.335972942458406"
[1] "Newton iter: 1, lambda:0.186300169986952, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.190031679305368, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.190034016329734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190034016330651, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.190034016329734"
[1] "Starting iterative with newton 0.190034016329734"
[1] "Starting newton at: 0.327162959161652"
[1] "Newton iter: 1, lambda:0.181636950201478, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.185119565448875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.185121573683594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185121573684262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.185121573683594"
[1] "Starting iterative with newton 0.185121573683594"
[1] "Starting newton at: 0.330582597327069"
[1] "Newton iter: 1, lambda:0.180843412317147, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.184523763916325, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18452600298086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184526002981688, diff to last: 0"
[1] "Final threshold is: 0.00174237880980256"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.20032867024151"
[1] "Starting iterative with newton 2.20032867024151"
[1] "Starting newton at: 0.777039438099651"
[1] "Newton iter: 1, lambda:0.64117126459218, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.648530269869304, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.648553013614561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648553013831286, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648553013614561"
[1] "Starting iterative with newton 0.648553013614561"
[1] "Starting newton at: 0.266083965913658"
[1] "Newton iter: 1, lambda:0.383415586708571, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.387679413980247, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.387684979489135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387684979498612, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387684979489135"
[1] "Starting iterative with newton 0.387684979489135"
[1] "Starting newton at: 0.262578592490034"
[1] "Newton iter: 1, lambda:0.336200712642199, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.337748110064395, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.337748789529846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337748789529977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337748789529977"
[1] "Starting iterative with newton 0.337748789529977"
[1] "Starting newton at: 0.250330827758201"
[1] "Newton iter: 1, lambda:0.326396099638351, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.328022016578003, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.328022755209343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328022755209495, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.328022755209495"
[1] "Starting iterative with newton 0.328022755209495"
[1] "Starting newton at: 0.254351023575258"
[1] "Newton iter: 1, lambda:0.324734066393273, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.32612129110621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326121827131424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326121827131504, diff to last: 0"
[1] "Final threshold is: 0.00307939126099358"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.85430977099889"
[1] "Starting iterative with newton 1.85430977099889"
[1] "Starting newton at: 0.749973352609326"
[1] "Newton iter: 1, lambda:0.687986120164569, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.689699931327421, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.689701272676979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6897012726778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6897012726778"
[1] "Starting iterative with newton 0.6897012726778"
[1] "Starting newton at: 0.505897000212966"
[1] "Newton iter: 1, lambda:0.458670243615717, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.459463210685233, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459463436314276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459463436314295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.459463436314295"
[1] "Starting iterative with newton 0.459463436314295"
[1] "Starting newton at: 0.52241360544887"
[1] "Newton iter: 1, lambda:0.403719464228628, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.408360992084297, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.408368242168342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40836824218602, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.408368242168342"
[1] "Starting iterative with newton 0.408368242168342"
[1] "Starting newton at: 0.532721338215322"
[1] "Newton iter: 1, lambda:0.390246521643985, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.396807834131267, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.39682210408527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.396822104152709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39682210408527"
[1] "Starting iterative with newton 0.39682210408527"
[1] "Starting newton at: 0.261737172605604"
[1] "Newton iter: 1, lambda:0.388800907285967, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.394193892608498, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.394203497613081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394203497643527, diff to last: 0"
[1] "Final threshold is: 0.00372224949271375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.92201206981076"
[1] "Starting iterative with newton 1.92201206981076"
[1] "Starting newton at: 0.771646590637239"
[1] "Newton iter: 1, lambda:0.669463483570838, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.673899456468777, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.673908154521536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.673908154554927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.673908154521536"
[1] "Starting iterative with newton 0.673908154521536"
[1] "Starting newton at: 0.510510972166598"
[1] "Newton iter: 1, lambda:0.439024145488744, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.440757323813112, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.440758356777256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.440758356777623, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440758356777256"
[1] "Starting iterative with newton 0.440758356777256"
[1] "Starting newton at: 0.265503914008935"
[1] "Newton iter: 1, lambda:0.386184139753529, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.390936885905037, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.390944173685425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39094417370255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.390944173685425"
[1] "Starting iterative with newton 0.390944173685425"
[1] "Starting newton at: 0.26584278268563"
[1] "Newton iter: 1, lambda:0.376175559381297, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.380084465814787, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.380089322759934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.380089322767429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.380089322759934"
[1] "Starting iterative with newton 0.380089322759934"
[1] "Starting newton at: 0.264116077166434"
[1] "Newton iter: 1, lambda:0.373856562298778, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.377710249707521, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.377714954980152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.377714954987163, diff to last: 0"
[1] "Final threshold is: 0.00356655714137076"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00944245679008972"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.36932662593895"
[1] "Starting iterative with newton 1.36932662593895"
[1] "Starting newton at: 0.90041182273935"
[1] "Newton iter: 1, lambda:0.749566144580485, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.760582715758221, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.760645823718101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760645825780224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760645823718101"
[1] "Starting iterative with newton 0.760645823718101"
[1] "Starting newton at: 0.626824454042681"
[1] "Newton iter: 1, lambda:0.614068372116737, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.614142797166567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61414279970964, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.614142797166567"
[1] "Starting iterative with newton 0.614142797166567"
[1] "Starting newton at: 0.640856374890214"
[1] "Newton iter: 1, lambda:0.572770641320376, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.574788461075954, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.574790269077547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.574790269078998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.574790269077547"
[1] "Starting iterative with newton 0.574790269077547"
[1] "Starting newton at: 0.639698340061416"
[1] "Newton iter: 1, lambda:0.561301097272516, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.563944061394115, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.563947134139773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.563947134143924, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.563947134139773"
[1] "Starting iterative with newton 0.563947134139773"
[1] "Starting newton at: 0.640222821604119"
[1] "Newton iter: 1, lambda:0.558042336498103, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.560935933416776, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.560939606954479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.560939606960396, diff to last: 0"
[1] "Final threshold is: 0.00529664800051758"
threshold is:
[{'ad': 0.00017879733779576368, 'da': 2.5937441337881648e-05, 'dd': 0.00012826397724066604}, {'ad': 0.00027933635230585055, 'da': 0.00032666665575527656, 'dd': 0.0006445432594602533}, {'ad': 0.0007664641410617287, 'da': 0.0007313928533268396, 'dd': 0.001312410166402124}, {'ad': 0.0016535333274625265, 'da': 0.0017423788098025572, 'dd': 0.0030793912609935786}, {'ad': 0.003722249492713752, 'da': 0.0035665571413707646, 'dd': 0.005296648000517579}]
Number of points in noise estimation: 128
Estimated noise: 0.01917534957255621
0.01917534957255621
threshold is:
[{'ad': 0.0016639054445057866, 'da': 0.01661203104550725, 'dd': 0.00929653295090807}, {'ad': 2.1595697979881475e-05, 'da': 0.00011977373610905229, 'dd': 0.004079521009866145}, {'ad': 0.0029345356305029435, 'da': 0.003196156882797254, 'dd': 0.0051003417120010115}, {'ad': 0.006420315843502111, 'da': 0.006815549043123731, 'dd': 0.012262934856885784}, {'ad': 0.015592445213221312, 'da': 0.014142732093880008, 'dd': 0.018461574023978078}]
['stjerten256', 0.075, 2, 0.000862863646377592, 0.0005973172610352692, 0.0006444556972040676, 0.0010300758846445786, 0.0005716715023713142, 0.0008001576616595228, 0.00076476347626072, 0.0008597637292464683, 30.640578280443172, 32.2379493500338, 31.908069326490253, 29.871307800827466, 32.42853456677382, 30.96824431954888, 31.16472861366362, 30.65620880363902]
stjerten256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.019040950780778904
0.019040950780778904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.126123448929016"
[1] "Newton iter: 1, lambda:0.110673252554365, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.110689107909249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110689107925964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.110689107925964"
[1] "Starting iterative with newton 0.110689107925964"
[1] "Starting newton at: 0.0328099271129959"
[1] "Newton iter: 1, lambda:0.0368016759474771, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0368021063502678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0368021063502728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0368021063502678"
[1] "Starting iterative with newton 0.0368021063502678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355972599843559, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356306561789406, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356306562083374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0356306562083374"
[1] "Starting iterative with newton 0.0356306562083374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355779026503979, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356112508044654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356112508337674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356112508044654"
[1] "Starting iterative with newton 0.0356112508044654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035577581776097, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356109291346821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356109291639825, diff to last: 0"
[1] "Final threshold is: 0.000678065948911287"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0857115612509792, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.086062063547273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0860620693944188, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.086062063547273"
[1] "Starting iterative with newton 0.086062063547273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220852609465182, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0220987670337817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220987670388333, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0220987670337817"
[1] "Starting iterative with newton 0.0220987670337817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02062751840244, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206388163435686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206388163469582, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0206388163435686"
[1] "Starting iterative with newton 0.0206388163435686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0205947989415386, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206060501251634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206060501285218, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0206060501285218"
[1] "Starting iterative with newton 0.0206060501285218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020594064895116, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206053150311468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206053150345045, diff to last: 0"
[1] "Final threshold is: 0.000392344789394443"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076803158548883, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0770624006295135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770624035806164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0770624006295135"
[1] "Starting iterative with newton 0.0770624006295135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0285811823171308, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286029928243566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286029928370596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0286029928370596"
[1] "Starting iterative with newton 0.0286029928370596"
[1] "Starting newton at: 0.0394714923346605"
[1] "Newton iter: 1, lambda:0.0278351952753579, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0278387050511645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278387050514837, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0278387050511645"
[1] "Starting iterative with newton 0.0278387050511645"
[1] "Starting newton at: 0.0402357801205556"
[1] "Newton iter: 1, lambda:0.0278225945471102, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0278265867975994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278265867980122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0278265867980122"
[1] "Starting iterative with newton 0.0278265867980122"
[1] "Starting newton at: 0.0402478983737078"
[1] "Newton iter: 1, lambda:0.0278223944882564, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0278263946371752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278263946375897, diff to last: 0"
[1] "Final threshold is: 0.000529841010692983"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.341495635208517"
[1] "Newton iter: 1, lambda:0.213879227457588, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.216061644711613, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216062293159264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216062293159321, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216062293159321"
[1] "Starting iterative with newton 0.216062293159321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.071376897373791, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0717124031306988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0717124105423102, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0717124031306988"
[1] "Starting iterative with newton 0.0717124031306988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644126925937167, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0646716959899035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646717001773535, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0646717001773535"
[1] "Starting iterative with newton 0.0646717001773535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640732411601352, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0643288351790946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643288392461197, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0643288392461197"
[1] "Starting iterative with newton 0.0643288392461197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640567088655702, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0643121375851172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.064312141646353, diff to last: 0"
[1] "Final threshold is: 0.0012245642463649"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.16766131261723"
[1] "Newton iter: 1, lambda:0.210735945996295, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.210963670397831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.210963676735808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.210963676735808"
[1] "Starting iterative with newton 0.210963676735808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0738231399860077, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0742164470707033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.074216458227861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0742164582278611, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.074216458227861"
[1] "Starting iterative with newton 0.074216458227861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0657525067864973, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0660513269060565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.066051333075623, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0660513269060565"
[1] "Starting iterative with newton 0.0660513269060565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0652722700258767, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0655659179725482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0655659239138164, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0655659239138164"
[1] "Starting iterative with newton 0.0655659239138164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0652437331638931, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.065537075335103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0655370812630175, diff to last: 0"
[1] "Final threshold is: 0.00124788833864502"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.336016008389739"
[1] "Newton iter: 1, lambda:0.332695891273696, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.33269810641057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.332698106411557, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.332698106411557"
[1] "Starting iterative with newton 0.332698106411557"
[1] "Starting newton at: 0.235650754428052"
[1] "Newton iter: 1, lambda:0.156447428669475, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.157253351267766, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.157253435088517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157253435088518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157253435088518"
[1] "Starting iterative with newton 0.157253435088518"
[1] "Starting newton at: 0.174662813235532"
[1] "Newton iter: 1, lambda:0.141493311010098, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.141628999115724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141629001389322, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141629001389322"
[1] "Starting iterative with newton 0.141629001389322"
[1] "Starting newton at: 0.190287246934727"
[1] "Newton iter: 1, lambda:0.139897587383082, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.140209197772102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140209209712945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140209209712945, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.140209209712945"
[1] "Starting iterative with newton 0.140209209712945"
[1] "Starting newton at: 0.157037717798344"
[1] "Newton iter: 1, lambda:0.140044478828232, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.140079954037246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140079954191946, diff to last: 0"
[1] "Final threshold is: 0.00266725551314261"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.591090580282398"
[1] "Newton iter: 1, lambda:0.50173242460004, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.504072703463195, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.504074351179241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504074351180057, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.504074351179241"
[1] "Starting iterative with newton 0.504074351179241"
[1] "Starting newton at: 0.374792898062449"
[1] "Newton iter: 1, lambda:0.200433099833767, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.205549020658883, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.205553480155563, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205553480158951, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.205553480155563"
[1] "Starting iterative with newton 0.205553480155563"
[1] "Starting newton at: 0.280751438670933"
[1] "Newton iter: 1, lambda:0.17014303348723, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.172030217340452, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.172030769135169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172030769135216, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172030769135169"
[1] "Starting iterative with newton 0.172030769135169"
[1] "Starting newton at: 0.243448782826469"
[1] "Newton iter: 1, lambda:0.167359877477941, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.168244282092223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.168244401884525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168244401884527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.168244401884527"
[1] "Starting iterative with newton 0.168244401884527"
[1] "Starting newton at: 0.247235150077111"
[1] "Newton iter: 1, lambda:0.166829698999735, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.167815845408519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.167815994152892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167815994152896, diff to last: 0"
[1] "Final threshold is: 0.00319537608489271"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.642127854500189"
[1] "Newton iter: 1, lambda:0.49694229812444, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.503208024147989, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.503220199629364, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503220199675267, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.503220199629364"
[1] "Starting iterative with newton 0.503220199629364"
[1] "Starting newton at: 0.323716553907339"
[1] "Newton iter: 1, lambda:0.181976670228361, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.185156211321966, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.185157821646815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185157821647228, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.185157821646815"
[1] "Starting iterative with newton 0.185157821646815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148282350808227, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.151401224847018, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151402604181674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151402604181944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.151402604181674"
[1] "Starting iterative with newton 0.151402604181674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144910601859286, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147849836170667, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147851045117007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147851045117212, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147851045117212"
[1] "Starting iterative with newton 0.147851045117212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144556016431595, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147476757307035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14747794941752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147477949417719, diff to last: 0"
[1] "Final threshold is: 0.00280812037610921"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.31171836917528"
[1] "Starting iterative with newton 2.31171836917528"
[1] "Starting newton at: 0.483913619080456"
[1] "Newton iter: 1, lambda:0.614817266741504, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.621837607476541, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.621857143352196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621857143503148, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621857143352196"
[1] "Starting iterative with newton 0.621857143352196"
[1] "Starting newton at: 0.329780927456464"
[1] "Newton iter: 1, lambda:0.36144851103898, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.361737751743709, diff to last: 0"
[1] "Newton iter: 3, lambda:0.361737775782944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361737775782945, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361737775782944"
[1] "Starting iterative with newton 0.361737775782944"
[1] "Starting newton at: 0.282163527382011"
[1] "Newton iter: 1, lambda:0.313767822422434, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.314035233485255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314035252578257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314035252578257, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314035252578257"
[1] "Starting iterative with newton 0.314035252578257"
[1] "Starting newton at: 0.2479622324166"
[1] "Newton iter: 1, lambda:0.304371293381268, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.305211912547437, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.305212098457035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.305212098457044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305212098457035"
[1] "Starting iterative with newton 0.305212098457035"
[1] "Starting newton at: 0.252430901550792"
[1] "Newton iter: 1, lambda:0.302906482673989, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.303577394909183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303577513000405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303577513000408, diff to last: 0"
[1] "Final threshold is: 0.00578040448319197"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.8414974125448"
[1] "Starting iterative with newton 1.8414974125448"
[1] "Starting newton at: 0.705049129988409"
[1] "Newton iter: 1, lambda:0.698460551990763, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.698480630076858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.69848063026376, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698480630076858"
[1] "Starting iterative with newton 0.698480630076858"
[1] "Starting newton at: 0.476764028215693"
[1] "Newton iter: 1, lambda:0.465724613323923, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.465769041646409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465769042367477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.465769041646409"
[1] "Starting iterative with newton 0.465769041646409"
[1] "Starting newton at: 0.522979232968208"
[1] "Newton iter: 1, lambda:0.408813069674825, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.413178642591332, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.413185157847029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413185157861532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.413185157861532"
[1] "Starting iterative with newton 0.413185157861532"
[1] "Starting newton at: 0.528977976526789"
[1] "Newton iter: 1, lambda:0.395237578618528, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.401115315923619, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.401126938095434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.401126938140839, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.401126938095434"
[1] "Starting iterative with newton 0.401126938095434"
[1] "Starting newton at: 0.52744402857955"
[1] "Newton iter: 1, lambda:0.39236931228282, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.398342346821029, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.398354303583786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398354303631661, diff to last: 0"
[1] "Final threshold is: 0.00758504468876192"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.86987647960338"
[1] "Starting iterative with newton 1.86987647960338"
[1] "Starting newton at: 0.734686749116654"
[1] "Newton iter: 1, lambda:0.677149333597321, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.678603456008743, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.678604404720746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.67860440472115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.678604404720746"
[1] "Starting iterative with newton 0.678604404720746"
[1] "Starting newton at: 0.490557265802996"
[1] "Newton iter: 1, lambda:0.452025335133762, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.452542046316709, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452542139916029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452542139916032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.452542139916032"
[1] "Starting iterative with newton 0.452542139916032"
[1] "Starting newton at: 0.485910324008289"
[1] "Newton iter: 1, lambda:0.40169950018069, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.404005046063122, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.404006798859265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404006798860278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.404006798859265"
[1] "Starting iterative with newton 0.404006798859265"
[1] "Starting newton at: 0.488783835985712"
[1] "Newton iter: 1, lambda:0.390241454188994, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.393348390902195, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.393351529824477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393351529827679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.393351529827679"
[1] "Starting iterative with newton 0.393351529827679"
[1] "Starting newton at: 0.492657622106186"
[1] "Newton iter: 1, lambda:0.387472128336072, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.390997303892111, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.391001332354252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391001332359511, diff to last: 0"
[1] "Final threshold is: 0.00744503712457629"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04808700631609"
[1] "Starting iterative with newton 1.04808700631609"
[1] "Starting newton at: 0.787054539407192"
[1] "Newton iter: 1, lambda:0.82233785708777, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.823064591278263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.823064895205966, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823064895206019, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.823064895206019"
[1] "Starting iterative with newton 0.823064895206019"
[1] "Starting newton at: 0.738766055141295"
[1] "Newton iter: 1, lambda:0.761438312243971, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.761723210840617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.761723255447789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.76172325544779, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.76172325544779"
[1] "Starting iterative with newton 0.76172325544779"
[1] "Starting newton at: 0.727605902655811"
[1] "Newton iter: 1, lambda:0.743982065819042, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.744128411284295, diff to last: 0"
[1] "Newton iter: 3, lambda:0.744128422901771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744128422901771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.744128411284295"
[1] "Starting iterative with newton 0.744128411284295"
[1] "Starting newton at: 0.728854318810883"
[1] "Newton iter: 1, lambda:0.738951536022412, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.739006833983307, diff to last: 0"
[1] "Newton iter: 3, lambda:0.739006835635712, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.739006833983307"
[1] "Starting iterative with newton 0.739006833983307"
[1] "Starting newton at: 0.727380059013791"
[1] "Newton iter: 1, lambda:0.737454574270457, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.737509562138678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.737509563770802, diff to last: 0"
[1] "Final threshold is: 0.0140428833041136"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.907195285292198"
[1] "Starting iterative with newton 0.907195285292198"
[1] "Starting newton at: 0.986821188757448"
[1] "Newton iter: 1, lambda:0.890385883833588, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.89604590142649, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.896066482636061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.896066482907452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.896066482907452"
[1] "Starting iterative with newton 0.896066482907452"
[1] "Starting newton at: 0.983706794748186"
[1] "Newton iter: 1, lambda:0.886851070145811, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.892547422489915, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.892568220931497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.892568221208009, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.892568221208009"
[1] "Starting iterative with newton 0.892568221208009"
[1] "Starting newton at: 0.983421856560929"
[1] "Newton iter: 1, lambda:0.885646026574147, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.891444302111136, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.891465836814808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.891465837111029, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.891465837111029"
[1] "Starting iterative with newton 0.891465837111029"
[1] "Starting newton at: 0.983584473396415"
[1] "Newton iter: 1, lambda:0.885232480777018, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.891096159568775, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.891118178441718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.891118178751338, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.891118178751338"
[1] "Starting iterative with newton 0.891118178751338"
[1] "Starting newton at: 0.983696402181111"
[1] "Newton iter: 1, lambda:0.885093916673057, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.890986277109783, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.891008510604875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.891008510920537, diff to last: 0"
[1] "Final threshold is: 0.0169656491956825"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.935541999650818"
[1] "Starting iterative with newton 0.935541999650818"
[1] "Starting newton at: 0.743052356842842"
[1] "Newton iter: 1, lambda:0.866655657766586, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.87667373822543, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.876736652180944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.876736654650667, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.876736654650667"
[1] "Starting iterative with newton 0.876736654650667"
[1] "Starting newton at: 0.729726704849909"
[1] "Newton iter: 1, lambda:0.849439568887751, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.858699862087196, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.858752954738495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85875295647642, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.85875295647642"
[1] "Starting iterative with newton 0.85875295647642"
[1] "Starting newton at: 0.723635419642409"
[1] "Newton iter: 1, lambda:0.84383118396169, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.8531289307885, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.853182254701305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.853182256447917, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.853182254701305"
[1] "Starting iterative with newton 0.853182254701305"
[1] "Starting newton at: 0.723535455161123"
[1] "Newton iter: 1, lambda:0.842332273790614, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.851399124374191, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.851449768480246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.851449770053898, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.851449770053898"
[1] "Starting iterative with newton 0.851449770053898"
[1] "Starting newton at: 0.723270106459791"
[1] "Newton iter: 1, lambda:0.841833207745031, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.850860116229746, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.850910296018789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.850910297563164, diff to last: 0"
[1] "Final threshold is: 0.0162021410653518"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674477939271375"
[1] "Starting iterative with newton 0.674477939271375"
[1] "Starting newton at: 1.12879409302695"
[1] "Newton iter: 1, lambda:1.0068946178252, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.01723459181245, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.0173155494551, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0173155543892, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0173155494551"
[1] "Starting iterative with newton 1.0173155494551"
[1] "Starting newton at: 1.25531197918019"
[1] "Newton iter: 1, lambda:1.13663443359056, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.14715083101047, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.14724157888859, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14724158559972, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14724157888859"
[1] "Starting iterative with newton 1.14724157888859"
[1] "Starting newton at: 1.26933723351323"
[1] "Newton iter: 1, lambda:1.18825623040653, diff to last: 0.081"
[1] "Newton iter: 2, lambda:1.19344194084128, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.19346456509745, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19346456552654, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19346456552654"
[1] "Starting iterative with newton 1.19346456552654"
[1] "Starting newton at: 1.28352437184716"
[1] "Newton iter: 1, lambda:1.20463331459065, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.2095952834632, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.20961620077783, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20961620114825, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20961620077783"
[1] "Starting iterative with newton 1.20961620077783"
[1] "Starting newton at: 1.28698061352407"
[1] "Newton iter: 1, lambda:1.21052467573955, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.21520869978353, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.21522739990853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21522740020559, diff to last: 0"
[1] "Final threshold is: 0.0231390851147686"
threshold is:
[{'ad': 0.000678065948911287, 'da': 0.0003923447893944429, 'dd': 0.0005298410106929834}, {'ad': 0.0012245642463648968, 'da': 0.001247888338645024, 'dd': 0.002667255513142612}, {'ad': 0.003195376084892705, 'da': 0.002808120376109208, 'dd': 0.0057804044831919746}, {'ad': 0.007585044688761918, 'da': 0.007445037124576293, 'dd': 0.014042883304113558}, {'ad': 0.01696564919568254, 'da': 0.016202141065351776, 'dd': 0.023139085114768625}]
Number of points in noise estimation: 128
Estimated noise: 0.019040950780778904
0.019040950780778904
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.0241934452666"
[1] "Starting iterative with newton 28.0241934452666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2515112183415"
[1] "Starting iterative with newton 23.2515112183415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.9363093515694"
[1] "Starting iterative with newton 20.9363093515694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2804929880488"
[1] "Starting iterative with newton 11.2804929880488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.9713600519017"
[1] "Starting iterative with newton 10.9713600519017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.60551783892191"
[1] "Starting iterative with newton 6.60551783892191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.19073158420635"
[1] "Starting iterative with newton 4.19073158420635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.28644049661998"
[1] "Starting iterative with newton 4.28644049661998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31171836917528"
[1] "Starting iterative with newton 2.31171836917528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8414974125448"
[1] "Starting iterative with newton 1.8414974125448"
[1] "Starting newton at: 2.11656347286308"
[1] "Newton iter: 1, lambda:1.58088703395434, diff to last: 0.536"
[1] "Newton iter: 2, lambda:1.53015264278314, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.52824482982498, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52824197154752, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52824197154109, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52824197154752"
[1] "Starting iterative with newton 1.52824197154752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.86987647960338"
[1] "Starting iterative with newton 1.86987647960338"
[1] "Starting newton at: 2.15025563719485"
[1] "Newton iter: 1, lambda:1.62390232255017, diff to last: 0.526"
[1] "Newton iter: 2, lambda:1.5765008227944, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.57495189520225, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.57495014495837, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57495014495613, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57495014495613"
[1] "Starting iterative with newton 1.57495014495613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04808700631609"
[1] "Starting iterative with newton 1.04808700631609"
[1] "Starting newton at: 1.22874161342683"
[1] "Newton iter: 1, lambda:1.33196165805918, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.3205143281518, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.32037793075661, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32037791123231, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32037791123231, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32037791123231"
[1] "Starting iterative with newton 1.32037791123231"
[1] "Starting newton at: 1.50042370748731"
[1] "Newton iter: 1, lambda:1.59458603541768, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.58870149536489, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.58868142932892, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58868142909319, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58868142909319"
[1] "Starting iterative with newton 1.58868142909319"
[1] "Starting newton at: 1.7959782362645"
[1] "Newton iter: 1, lambda:1.77054902229447, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.77033749888507, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77033748309758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77033748309758, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77033748309758"
[1] "Starting iterative with newton 1.77033748309758"
[1] "Starting newton at: 1.99757513115031"
[1] "Newton iter: 1, lambda:1.87621279047057, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.87427126941975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87427034152744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87427034152723, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87427034152723"
[1] "Starting iterative with newton 1.87427034152723"
[1] "Starting newton at: 2.1222705830466"
[1] "Newton iter: 1, lambda:1.93261651305758, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.93147192927689, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.93147167112428, diff to last: 0"
[1] "Newton iter: 4, lambda:1.93147167112427, diff to last: 0"
[1] "Final threshold is: 0.0367770570243459"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.907195285292198"
[1] "Starting iterative with newton 0.907195285292198"
[1] "Starting newton at: 1.42571371744274"
[1] "Newton iter: 1, lambda:1.34563912223969, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.33980323237505, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.33976940043167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33976939928932, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33976939928932"
[1] "Starting iterative with newton 1.33976939928932"
[1] "Starting newton at: 1.7049385349705"
[1] "Newton iter: 1, lambda:1.73246007514159, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.73217434282934, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73217431443543, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73217431443543, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.73217431443543"
[1] "Starting iterative with newton 1.73217431443543"
[1] "Starting newton at: 1.90966461733273"
[1] "Newton iter: 1, lambda:1.9541111076669, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.95380557899343, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95380556859982, diff to last: 0"
[1] "Newton iter: 4, lambda:1.95380556859982, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.95380556859982"
[1] "Starting iterative with newton 1.95380556859982"
[1] "Starting newton at: 2.14247668192145"
[1] "Newton iter: 1, lambda:2.06492729130859, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.06516695497457, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06516695352338, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06516695497457"
[1] "Starting iterative with newton 2.06516695497457"
[1] "Starting newton at: 2.26988466581318"
[1] "Newton iter: 1, lambda:2.11823672662201, diff to last: 0.152"
[1] "Newton iter: 2, lambda:2.12106018211872, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.12106025646138, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12106025646138, diff to last: 0"
[1] "Final threshold is: 0.0403870039463474"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.935541999650818"
[1] "Starting iterative with newton 0.935541999650818"
[1] "Starting newton at: 1.27909036316323"
[1] "Newton iter: 1, lambda:1.3202163375523, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.31842462366009, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.3184213012383, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31842130122686, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31842130122686"
[1] "Starting iterative with newton 1.31842130122686"
[1] "Starting newton at: 1.67849503797821"
[1] "Newton iter: 1, lambda:1.6690269601869, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.66898867997854, diff to last: 0"
[1] "Newton iter: 3, lambda:1.66898867933777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66898867933777"
[1] "Starting iterative with newton 1.66898867933777"
[1] "Starting newton at: 1.85120812931047"
[1] "Newton iter: 1, lambda:1.89143637135868, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.89107674115124, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89107671759548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89107671759548, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.89107671759548"
[1] "Starting iterative with newton 1.89107671759548"
[1] "Starting newton at: 2.08704120730073"
[1] "Newton iter: 1, lambda:2.01113101867768, diff to last: 0.076"
[1] "Newton iter: 2, lambda:2.01104422933787, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01104422872482, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.01104422933787"
[1] "Starting iterative with newton 2.01104422933787"
[1] "Starting newton at: 2.19503912093854"
[1] "Newton iter: 1, lambda:2.06839399149075, diff to last: 0.127"
[1] "Newton iter: 2, lambda:2.06934642902828, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06934639164049, diff to last: 0"
[1] "Newton iter: 4, lambda:2.06934639164049, diff to last: 0"
[1] "Final threshold is: 0.039402322791609"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0190409507807789"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674477939271375"
[1] "Starting iterative with newton 0.674477939271375"
[1] "Starting newton at: 1.52021972052161"
[1] "Newton iter: 1, lambda:1.67483316378912, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.6600072123851, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.65989898462191, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65989897868441, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65989898462191"
[1] "Starting iterative with newton 1.65989898462191"
[1] "Starting newton at: 2.19277305266416"
[1] "Newton iter: 1, lambda:2.13880141787588, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.1393445620695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13934460429458, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13934460429458, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13934460429458"
[1] "Starting iterative with newton 2.13934460429458"
[1] "Starting newton at: 2.29810312228081"
[1] "Newton iter: 1, lambda:2.32206524586959, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.32219854307846, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32219854748656, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32219854307846"
[1] "Starting iterative with newton 2.32219854307846"
[1] "Starting newton at: 2.47384758828562"
[1] "Newton iter: 1, lambda:2.39282292101305, diff to last: 0.081"
[1] "Newton iter: 2, lambda:2.39491261704491, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.39491382697349, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3949138269739, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.39491382697349"
[1] "Starting iterative with newton 2.39491382697349"
[1] "Starting newton at: 2.56557422111392"
[1] "Newton iter: 1, lambda:2.41783860788302, diff to last: 0.148"
[1] "Newton iter: 2, lambda:2.42546407021883, diff to last: 0.008"
[1] "Newton iter: 3, lambda:2.42548066757653, diff to last: 0"
[1] "Newton iter: 4, lambda:2.42548066765628, diff to last: 0"
[1] "Final threshold is: 0.0461834580110555"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03677705702434592}, {'ad': 0.04038700394634745, 'da': 0.039402322791608976, 'dd': 0.04618345801105547}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549443025472004. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009519591466712477
0.009519591466712477
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 56.0535911575862"
[1] "Starting iterative with newton 56.0535911575862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.5073403869571"
[1] "Starting iterative with newton 46.5073403869571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.8765067060239"
[1] "Starting iterative with newton 41.8765067060239"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.5630808338181"
[1] "Starting iterative with newton 22.5630808338181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.9447575536147"
[1] "Starting iterative with newton 21.9447575536147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.2122623635975"
[1] "Starting iterative with newton 13.2122623635975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.3822414133372"
[1] "Starting iterative with newton 8.3822414133372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.57367701190487"
[1] "Starting iterative with newton 8.57367701190487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.62386603883224"
[1] "Starting iterative with newton 4.62386603883224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.68333680261453"
[1] "Starting iterative with newton 3.68333680261453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.74010020690098"
[1] "Starting iterative with newton 3.74010020690098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0963686489091"
[1] "Starting iterative with newton 2.0963686489091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81455904239227"
[1] "Starting iterative with newton 1.81455904239227"
[1] "Starting newton at: 2.10394888050572"
[1] "Newton iter: 1, lambda:1.58760982889965, diff to last: 0.516"
[1] "Newton iter: 2, lambda:1.53866554653452, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.53692985531158, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53692754330123, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53692754329713, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53692754330123"
[1] "Starting iterative with newton 1.53692754330123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8712577352707"
[1] "Starting iterative with newton 1.8712577352707"
[1] "Starting newton at: 2.18675393143985"
[1] "Newton iter: 1, lambda:1.62138688259628, diff to last: 0.565"
[1] "Newton iter: 2, lambda:1.57698022623214, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.5756180273584, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57561667567864, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57561667567731, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57561667567864"
[1] "Starting iterative with newton 1.57561667567864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3490811332918"
[1] "Starting iterative with newton 1.3490811332918"
[1] "Starting newton at: 1.57402147131633"
[1] "Newton iter: 1, lambda:1.37458764920792, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.34512115383662, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.34425772705115, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34425696751683, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34425696751625, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34425696751683"
[1] "Starting iterative with newton 1.34425696751683"
[1] "Starting newton at: 1.56775533983679"
[1] "Newton iter: 1, lambda:1.36899509560703, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.33928434478315, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3383967672872, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33839595594695, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33839595594628, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33839595594628"
[1] "Starting iterative with newton 1.33839595594628"
[1] "Starting newton at: 1.56280310171074"
[1] "Newton iter: 1, lambda:1.36345606675355, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.33319198621085, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.33226058875807, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33225968520175, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3322596852009, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.33225968520175"
[1] "Starting iterative with newton 1.33225968520175"
[1] "Starting newton at: 1.55579366777614"
[1] "Newton iter: 1, lambda:1.35749113226572, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.32704720484368, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.32609363600225, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32609267814523, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32609267814427, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32609267814427"
[1] "Starting iterative with newton 1.32609267814427"
[1] "Starting newton at: 1.54798869601448"
[1] "Newton iter: 1, lambda:1.35060217944143, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.31988082459296, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31889657534365, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31889554134784, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31889554134669, diff to last: 0"
[1] "Final threshold is: 0.0125553467409"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0125553467409}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.549443025472004. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.009519591466712477
0.009519591466712477
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401335209213404, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401773633635611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0401773634158881, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0401773634158881"
[1] "Starting iterative with newton 0.0401773634158881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261342264266797, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261485534688619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261485534731666, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0261485534688619"
[1] "Starting iterative with newton 0.0261485534688619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258937190305342, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259077821970905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0259077822012377, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0259077821970905"
[1] "Starting iterative with newton 0.0259077821970905"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0258895740472605, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259036326781275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025903632682272, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0259036326781275"
[1] "Starting iterative with newton 0.0259036326781275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025889502606449, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0259035611591449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0259035611632893, diff to last: 0"
[1] "Final threshold is: 0.00024659131976806"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384341832108379, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384848598574867, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038484859945579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.038484859945579"
[1] "Starting iterative with newton 0.038484859945579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00696731576622405, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00696778651078339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00696778651078554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00696778651078339"
[1] "Starting iterative with newton 0.00696778651078339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00668863900966072, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00668906528661398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00668906528661571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00668906528661398"
[1] "Starting iterative with newton 0.00668906528661398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00668619937217428, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00668662527068292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00668662527068465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00668662527068292"
[1] "Starting iterative with newton 0.00668662527068292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00668617801674474, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00668660391194149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00668660391194322, diff to last: 0"
[1] "Final threshold is: 6.36537375414045e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0395614622583786, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0396176149183792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0396176150314879, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0396176149183792"
[1] "Starting iterative with newton 0.0396176149183792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195226021509977, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195278898632219, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195278898636098, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0195278898632219"
[1] "Starting iterative with newton 0.0195278898632219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193443721411594, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193495630472909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193495630476646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0193495630472909"
[1] "Starting iterative with newton 0.0193495630472909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193427700622705, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193479601014327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193479601018063, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0193479601014327"
[1] "Starting iterative with newton 0.0193479601014327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193427556599077, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193479456912763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193479456916499, diff to last: 0"
[1] "Final threshold is: 0.00018418453870109"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.106131606092018"
[1] "Newton iter: 1, lambda:0.111268633271145, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.111270492534235, diff to last: 0"
[1] "Newton iter: 3, lambda:0.111270492534478, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.111270492534235"
[1] "Starting iterative with newton 0.111270492534235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0332626111133453, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0332991351631644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332991352071984, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332991352071984"
[1] "Starting iterative with newton 0.0332991352071984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312617340188003, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312930775397931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312930775712992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0312930775397931"
[1] "Starting iterative with newton 0.0312930775397931"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312104716238493, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312416883650934, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031241688396321, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031241688396321"
[1] "Starting iterative with newton 0.031241688396321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0312091585167896, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312403720144744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312403720456949, diff to last: 0"
[1] "Final threshold is: 0.00029739557914312"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119166386428853, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120194270088279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120194346302532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120194346302532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.120194346302532"
[1] "Starting iterative with newton 0.120194346302532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257557111176747, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0257769253671131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0257769253815077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0257769253671131"
[1] "Starting iterative with newton 0.0257769253671131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023368481307262, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233848652162695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233848652243243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0233848652162695"
[1] "Starting iterative with newton 0.0233848652162695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0233094970227077, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233257714271269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233257714350613, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0233257714271269"
[1] "Starting iterative with newton 0.0233257714271269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023308040822337, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0233243125291739, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0233243125371053, diff to last: 0"
[1] "Final threshold is: 0.000222037926595162"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.430307686583225"
[1] "Newton iter: 1, lambda:0.209602817242587, diff to last: 0.221"
[1] "Newton iter: 2, lambda:0.215665421542929, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.21567013851671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215670138519564, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.21567013851671"
[1] "Starting iterative with newton 0.21567013851671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0785083726137148, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0789356271865587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0789356398383032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0789356398383032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0789356398383032"
[1] "Starting iterative with newton 0.0789356398383032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718367305305412, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0721775725022619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0721775801745344, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0721775725022619"
[1] "Starting iterative with newton 0.0721775725022619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.071501521460614, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718383858477463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718383933241728, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718383933241728"
[1] "Starting iterative with newton 0.0718383933241728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714846826023532, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718213480613033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718213555280101, diff to last: 0"
[1] "Final threshold is: 0.000683709892132169"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283657161047387"
[1] "Newton iter: 1, lambda:0.286361390959215, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.286362671742393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28636267174268, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.286362671742393"
[1] "Starting iterative with newton 0.286362671742393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0934410940331544, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0941640340013907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941640772587793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941640772587795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0941640772587795"
[1] "Starting iterative with newton 0.0941640772587795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0825123568458804, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0830381442845114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0830381656312504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0830381656312504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0830381656312504"
[1] "Starting iterative with newton 0.0830381656312504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818691338543938, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823846425612049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.082384662997935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.082384662997935, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.082384662997935"
[1] "Starting iterative with newton 0.082384662997935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818313185740964, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0823462273117959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0823462476960937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0823462476960938, diff to last: 0"
[1] "Final threshold is: 0.000783902636883526"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.341555461387206"
[1] "Newton iter: 1, lambda:0.262845753638394, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.263866628054455, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263866801507041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263866801507046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.263866801507041"
[1] "Starting iterative with newton 0.263866801507041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0800759499124048, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805421935179274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805422093195053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0805422093195053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0805422093195053"
[1] "Starting iterative with newton 0.0805422093195053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0708806645579681, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0712216881986502, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0712216960918323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0712216881986502"
[1] "Starting iterative with newton 0.0712216881986502"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0704136675614351, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.070748989749821, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0707489973536275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.070748989749821"
[1] "Starting iterative with newton 0.070748989749821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0703899802819391, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0707250149431696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0707250225325415, diff to last: 0"
[1] "Final threshold is: 0.000673273248736109"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.597395957279336"
[1] "Newton iter: 1, lambda:0.465450878889028, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.470212761130648, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.470219194763678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470219194775409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.470219194775409"
[1] "Starting iterative with newton 0.470219194775409"
[1] "Starting newton at: 0.277573018641466"
[1] "Newton iter: 1, lambda:0.173164536964001, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.1747492371587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174749603642163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174749603642183, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174749603642163"
[1] "Starting iterative with newton 0.174749603642163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144319196737235, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.147060597204809, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147061585799483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147061585799611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147061585799611"
[1] "Starting iterative with newton 0.147061585799611"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141788611040716, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144408459351816, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144409353326109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144409353326213, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144409353326213"
[1] "Starting iterative with newton 0.144409353326213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141545389188022, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144153761774882, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144154647093324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144154647093426, diff to last: 0"
[1] "Final threshold is: 0.00137229334835753"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.68333680261453"
[1] "Starting iterative with newton 3.68333680261453"
[1] "Starting newton at: 0.606225746873982"
[1] "Newton iter: 1, lambda:0.576644788918895, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.576950997864729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.576951030977009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.576951030977009, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.576951030977009"
[1] "Starting iterative with newton 0.576951030977009"
[1] "Starting newton at: 0.341483297325632"
[1] "Newton iter: 1, lambda:0.22780266093963, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.230220829415739, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230221932290987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230221932291217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.230221932291217"
[1] "Starting iterative with newton 0.230221932291217"
[1] "Starting newton at: 0.332786993744059"
[1] "Newton iter: 1, lambda:0.184631872891682, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.188304610128465, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.188306882702246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188306882703116, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188306882702246"
[1] "Starting iterative with newton 0.188306882702246"
[1] "Starting newton at: 0.336827653430731"
[1] "Newton iter: 1, lambda:0.179070634544677, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.183174189606589, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.183176985493564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183176985494861, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183176985493564"
[1] "Starting iterative with newton 0.183176985493564"
[1] "Starting newton at: 0.333287829413602"
[1] "Newton iter: 1, lambda:0.178606407517987, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.182545359613613, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182547931049737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182547931050833, diff to last: 0"
[1] "Final threshold is: 0.00173778172668709"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.74010020690098"
[1] "Starting iterative with newton 3.74010020690098"
[1] "Starting newton at: 0.571493785204884"
[1] "Newton iter: 1, lambda:0.565295124670983, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.565308186619897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565308186678003, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565308186619897"
[1] "Starting iterative with newton 0.565308186619897"
[1] "Starting newton at: 0.350850894417896"
[1] "Newton iter: 1, lambda:0.225847709131623, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.22874179657981, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22874336228652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228743362286978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.22874336228652"
[1] "Starting iterative with newton 0.22874336228652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182131588663967, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.187723559916456, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.187728821485798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187728821490455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187728821485798"
[1] "Starting iterative with newton 0.187728821485798"
[1] "Starting newton at: 0.366839538682316"
[1] "Newton iter: 1, lambda:0.176736556209058, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.18267573302775, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182681586200125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182681586205808, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182681586200125"
[1] "Starting iterative with newton 0.182681586200125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176865490310404, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.182055289656647, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.182059751127872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182059751131169, diff to last: 0"
[1] "Final threshold is: 0.00173313445326869"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.0963686489091"
[1] "Starting iterative with newton 2.0963686489091"
[1] "Starting newton at: 0.748712317468303"
[1] "Newton iter: 1, lambda:0.64576299966475, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.650026479259033, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.650034078401934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650034078426041, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.650034078426041"
[1] "Starting iterative with newton 0.650034078426041"
[1] "Starting newton at: 0.268485184877263"
[1] "Newton iter: 1, lambda:0.393561043356946, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.398581133751085, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.398589116791861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398589116812034, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.398589116791861"
[1] "Starting iterative with newton 0.398589116791861"
[1] "Starting newton at: 0.260292498132079"
[1] "Newton iter: 1, lambda:0.345964533196544, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.348140635042411, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.348142029010486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348142029011058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.348142029011058"
[1] "Starting iterative with newton 0.348142029011058"
[1] "Starting newton at: 0.250347852957789"
[1] "Newton iter: 1, lambda:0.335744537694486, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.33787141923175, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.337872729883886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337872729884384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.337872729884384"
[1] "Starting iterative with newton 0.337872729884384"
[1] "Starting newton at: 0.245589997564691"
[1] "Newton iter: 1, lambda:0.333526176347893, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.335774119403442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.335775578727817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335775578728432, diff to last: 0"
[1] "Final threshold is: 0.00319644633398777"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.81455904239227"
[1] "Starting iterative with newton 1.81455904239227"
[1] "Starting newton at: 0.740357447106403"
[1] "Newton iter: 1, lambda:0.689167936388431, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.690341711189983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.690342340322999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.69034234032318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.69034234032318"
[1] "Starting iterative with newton 0.69034234032318"
[1] "Starting newton at: 0.510121259302794"
[1] "Newton iter: 1, lambda:0.467173476727002, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.467838023985185, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.467838184477859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.467838184477868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.467838184477868"
[1] "Starting iterative with newton 0.467838184477868"
[1] "Starting newton at: 0.505281814035591"
[1] "Newton iter: 1, lambda:0.415438003141165, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.418154669914107, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.418157194065532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41815719406771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.418157194065532"
[1] "Starting iterative with newton 0.418157194065532"
[1] "Starting newton at: 0.511332165962329"
[1] "Newton iter: 1, lambda:0.40294460060905, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.406830199573095, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.406835289258645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406835289267373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.406835289258645"
[1] "Starting iterative with newton 0.406835289258645"
[1] "Starting newton at: 0.510167397999707"
[1] "Newton iter: 1, lambda:0.400256903298337, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.404238646845487, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.404243973560938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404243973570466, diff to last: 0"
[1] "Final threshold is: 0.00384823748127135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.8712577352707"
[1] "Starting iterative with newton 1.8712577352707"
[1] "Starting newton at: 0.791030683705879"
[1] "Newton iter: 1, lambda:0.670908608071352, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.677076096301854, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.677093145554376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677093145684391, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677093145554376"
[1] "Starting iterative with newton 0.677093145554376"
[1] "Starting newton at: 0.503392220964887"
[1] "Newton iter: 1, lambda:0.448098851796909, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.449157066947526, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.44915745869993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449157458699984, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.44915745869993"
[1] "Starting iterative with newton 0.44915745869993"
[1] "Starting newton at: 0.523158746302197"
[1] "Newton iter: 1, lambda:0.394099540086268, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.399453806690404, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.399463236812533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399463236841763, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.399463236812533"
[1] "Starting iterative with newton 0.399463236812533"
[1] "Starting newton at: 0.257727240068489"
[1] "Newton iter: 1, lambda:0.383216347471131, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.38837998579079, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.388388629625522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388388629649727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.388388629625522"
[1] "Starting iterative with newton 0.388388629625522"
[1] "Starting newton at: 0.257897830534685"
[1] "Newton iter: 1, lambda:0.380954058601994, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.385901522141356, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.385909431111836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385909431132035, diff to last: 0"
[1] "Final threshold is: 0.0036737001273361"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00951959146671248"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.3490811332918"
[1] "Starting iterative with newton 1.3490811332918"
[1] "Starting newton at: 0.627347810677042"
[1] "Newton iter: 1, lambda:0.751969193942487, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.760375807623115, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.760412604063218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760412604765892, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.760412604765892"
[1] "Starting iterative with newton 0.760412604765892"
[1] "Starting newton at: 0.607090620906464"
[1] "Newton iter: 1, lambda:0.617740751984935, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.617793295971772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.617793297246866, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.617793297246866"
[1] "Starting iterative with newton 0.617793297246866"
[1] "Starting newton at: 0.615184984932161"
[1] "Newton iter: 1, lambda:0.578774324961228, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.579360673339091, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.579360826957924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.579360826957934, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.579360826957924"
[1] "Starting iterative with newton 0.579360826957924"
[1] "Starting newton at: 0.616816848519165"
[1] "Newton iter: 1, lambda:0.567679259493817, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.568733630358078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.568734122506914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568734122507021, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.568734122506914"
[1] "Starting iterative with newton 0.568734122506914"
[1] "Starting newton at: 0.619211452651998"
[1] "Newton iter: 1, lambda:0.564471327877168, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.565774422062715, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56577517186461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565775171864858, diff to last: 0"
[1] "Final threshold is: 0.00538594849816013"
threshold is:
[{'ad': 0.00024659131976806023, 'da': 6.365373754140445e-05, 'dd': 0.0001841845387010902}, {'ad': 0.0002973955791431205, 'da': 0.000222037926595162, 'dd': 0.0006837098921321695}, {'ad': 0.0007839026368835259, 'da': 0.0006732732487361095, 'dd': 0.0013722933483575261}, {'ad': 0.0017377817266870928, 'da': 0.0017331344532686907, 'dd': 0.0031964463339877675}, {'ad': 0.003848237481271352, 'da': 0.003673700127336104, 'dd': 0.005385948498160128}]
Number of points in noise estimation: 128
Estimated noise: 0.019040950780778904
0.019040950780778904
threshold is:
[{'ad': 0.002732358063266105, 'da': 0.01144523809946449, 'dd': 0.001296202921581585}, {'ad': 0.00173044271037881, 'da': 0.0029658628803692633, 'dd': 0.0047994059297600256}, {'ad': 0.005227216109227383, 'da': 0.0029565010183624854, 'dd': 0.0066656762926549686}, {'ad': 0.006659440244047965, 'da': 0.007186734695595713, 'dd': 0.011871577364357698}, {'ad': 0.015367535667393585, 'da': 0.015376566703280997, 'dd': 0.018745689506006254}]
['stjerten256', 0.075, 3, 0.0008558775769712342, 0.0005881409778939521, 0.0006414296266583704, 0.001010802457523009, 0.0005675274614839586, 0.0007961590720691016, 0.0007558864510617545, 0.0008517197695450786, 30.67588351500612, 32.305185606876805, 31.92850984543069, 29.953337108682838, 32.460131190116726, 30.990001518353274, 31.215434391298253, 30.697032720867657]
stjerten256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.0188789920306814
0.0188789920306814
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111349733303289, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.11210965138984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112109686635115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112109686635115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.112109686635115"
[1] "Starting iterative with newton 0.112109686635115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0405064532504217, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0405697917317613, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0405697918866526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0405697917317613"
[1] "Starting iterative with newton 0.0405697917317613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384892293282637, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385445030006269, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385445031146381, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0385445031146381"
[1] "Starting iterative with newton 0.0385445031146381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384318936196986, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384869501408413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0384869502538505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0384869502538505"
[1] "Starting iterative with newton 0.0384869502538505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384302641518697, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384853145110345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0384853146240153, diff to last: 0"
[1] "Final threshold is: 0.000726563948085052"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0912494485167867"
[1] "Newton iter: 1, lambda:0.0804660371503715, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0804718483207598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0804718483224483, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0804718483207598"
[1] "Starting iterative with newton 0.0804718483207598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0161259468036671, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0161305396405407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0161305396409133, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0161305396405407"
[1] "Starting iterative with newton 0.0161305396405407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152616242096739, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152655707710217, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152655707712856, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0152655707710217"
[1] "Starting iterative with newton 0.0152655707710217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.01525009626821, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.015254034683131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152540346833937, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.015254034683131"
[1] "Starting iterative with newton 0.015254034683131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0152499425370158, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0152538808433817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0152538808436444, diff to last: 0"
[1] "Final threshold is: 0.000287977894879167"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.16004490493814"
[1] "Newton iter: 1, lambda:0.117220211260866, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.117353082388664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.117353083670602, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117353082388664"
[1] "Starting iterative with newton 0.117353082388664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0364417826295896, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364913475879805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364913476796751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0364913475879805"
[1] "Starting iterative with newton 0.0364913475879805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0339502648624085, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.033991850645621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339918507080189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0339918507080189"
[1] "Starting iterative with newton 0.0339918507080189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338735907718686, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339149448461643, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339149449078032, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0339149449078032"
[1] "Starting iterative with newton 0.0339149449078032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338712320336791, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339125789926484, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033912579054264, diff to last: 0"
[1] "Final threshold is: 0.000640235309705304"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.371041364999611"
[1] "Newton iter: 1, lambda:0.207579662428221, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.211035138392686, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.211036713384473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2110367133848, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.211036713384473"
[1] "Starting iterative with newton 0.211036713384473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.074385862973404, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747603391734879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747603486594684, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0747603486594684"
[1] "Starting iterative with newton 0.0747603486594684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0676867782556494, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.067983075791388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0679830814674802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.067983075791388"
[1] "Starting iterative with newton 0.067983075791388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673515369771159, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676442178184073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676442233438187, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0676442178184073"
[1] "Starting iterative with newton 0.0676442178184073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0673347706508056, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0676272713348532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0676272768528168, diff to last: 0"
[1] "Final threshold is: 0.00127673471658742"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.240202960891112"
[1] "Newton iter: 1, lambda:0.204888248816885, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.20504202609206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.20504202901945, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.20504202901945"
[1] "Starting iterative with newton 0.20504202901945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660790798647727, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.066376263591607, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663762696010096, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.066376263591607"
[1] "Starting iterative with newton 0.066376263591607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0584433081933234, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0586635151322614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0586635182582761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0586635151322614"
[1] "Starting iterative with newton 0.0586635151322614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580234166693642, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582397706828785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582397736907538, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0582397706828785"
[1] "Starting iterative with newton 0.0582397706828785"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580003671385146, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.058216510774553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582165137760482, diff to last: 0"
[1] "Final threshold is: 0.00109906904296686"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.410038321311723"
[1] "Newton iter: 1, lambda:0.330436619681908, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.331698924157749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331699245842767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331699245842788, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331699245842767"
[1] "Starting iterative with newton 0.331699245842767"
[1] "Starting newton at: 0.158960806403795"
[1] "Newton iter: 1, lambda:0.14772304414912, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.147738265655585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.147738265683521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.147738265655585"
[1] "Starting iterative with newton 0.147738265655585"
[1] "Starting newton at: 0.171741686163259"
[1] "Newton iter: 1, lambda:0.133537948857795, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.133703828456772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.133703831586841, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133703831586841"
[1] "Starting iterative with newton 0.133703831586841"
[1] "Starting newton at: 0.125511573730474"
[1] "Newton iter: 1, lambda:0.132603294177879, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.132608990241699, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132608990245373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.132608990241699"
[1] "Starting iterative with newton 0.132608990241699"
[1] "Starting newton at: 0.126606415075616"
[1] "Newton iter: 1, lambda:0.132519378151106, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.13252333655349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.132523336555264, diff to last: 0"
[1] "Final threshold is: 0.00250190701470614"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.597099368714806"
[1] "Newton iter: 1, lambda:0.50486222796652, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.507343275773538, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.507345121068328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507345121069348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507345121068328"
[1] "Starting iterative with newton 0.507345121068328"
[1] "Starting newton at: 0.310453931834793"
[1] "Newton iter: 1, lambda:0.199829799899552, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.201870853741535, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.20187155285163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201871552851712, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.20187155285163"
[1] "Starting iterative with newton 0.20187155285163"
[1] "Starting newton at: 0.307860371300893"
[1] "Newton iter: 1, lambda:0.165644034778548, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.168692787686812, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.168694196165938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168694196166238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.168694196165938"
[1] "Starting iterative with newton 0.168694196165938"
[1] "Starting newton at: 0.298014135606237"
[1] "Newton iter: 1, lambda:0.162307961068488, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.165053283313693, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165054412042064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165054412042254, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165054412042064"
[1] "Starting iterative with newton 0.165054412042064"
[1] "Starting newton at: 0.301653919730111"
[1] "Newton iter: 1, lambda:0.161739309945954, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.164653311855732, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164654581906413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164654581906654, diff to last: 0"
[1] "Final threshold is: 0.00310851253962635"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.330426476980914"
[1] "Newton iter: 1, lambda:0.479118978792516, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.486036949232975, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.486051529631016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48605152969568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.48605152969568"
[1] "Starting iterative with newton 0.48605152969568"
[1] "Starting newton at: 0.360304598582279"
[1] "Newton iter: 1, lambda:0.178424605550004, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.183523719146759, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183527767669832, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183527767672384, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.183527767669832"
[1] "Starting iterative with newton 0.183527767669832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149219644950557, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152343348050913, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152344715877387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152344715877649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152344715877387"
[1] "Starting iterative with newton 0.152344715877387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146155868902836, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149117837452308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149119053184583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149119053184788, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.149119053184583"
[1] "Starting iterative with newton 0.149119053184583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145838449051687, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148783985877449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148785186714208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148785186714407, diff to last: 0"
[1] "Final threshold is: 0.00280891435426474"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.41848906705047"
[1] "Starting iterative with newton 2.41848906705047"
[1] "Starting newton at: 0.676580062914679"
[1] "Newton iter: 1, lambda:0.641618584009545, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.642107424902364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.642107521650476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642107521650479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642107521650479"
[1] "Starting iterative with newton 0.642107521650479"
[1] "Starting newton at: 0.266955437532486"
[1] "Newton iter: 1, lambda:0.353927413228082, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.35610383782817, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.356105190411925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356105190412448, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.356105190412448"
[1] "Starting iterative with newton 0.356105190412448"
[1] "Starting newton at: 0.291521663737456"
[1] "Newton iter: 1, lambda:0.304558135527406, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.304602552184829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304602552699932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.304602552699932"
[1] "Starting iterative with newton 0.304602552699932"
[1] "Starting newton at: 0.305213139707181"
[1] "Newton iter: 1, lambda:0.295190214107519, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.295215979030955, diff to last: 0"
[1] "Newton iter: 3, lambda:0.295215979201336, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.295215979030955"
[1] "Starting iterative with newton 0.295215979030955"
[1] "Starting newton at: 0.302941093130111"
[1] "Newton iter: 1, lambda:0.29347897071396, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.293501861880884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293501862014953, diff to last: 0"
[1] "Final threshold is: 0.00554101931397045"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79665127740686"
[1] "Starting iterative with newton 1.79665127740686"
[1] "Starting newton at: 0.744113713750152"
[1] "Newton iter: 1, lambda:0.688819002180206, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.69019659467394, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.690197467659881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.690197467660231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.690197467659881"
[1] "Starting iterative with newton 0.690197467659881"
[1] "Starting newton at: 0.452431157495939"
[1] "Newton iter: 1, lambda:0.467899327533572, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.467986822054005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.467986824845664, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.467986822054005"
[1] "Starting iterative with newton 0.467986822054005"
[1] "Starting newton at: 0.502393652775626"
[1] "Newton iter: 1, lambda:0.414626950671153, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.417230417363162, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.41723274430074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417232744302598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.41723274430074"
[1] "Starting iterative with newton 0.41723274430074"
[1] "Starting newton at: 0.505792300883094"
[1] "Newton iter: 1, lambda:0.401787124401041, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.405380738500963, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.405385107225763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.405385107232216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.405385107225763"
[1] "Starting iterative with newton 0.405385107225763"
[1] "Starting newton at: 0.511672190098901"
[1] "Newton iter: 1, lambda:0.398358845315612, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.402602630674716, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.402608702315841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.402608702328262, diff to last: 0"
[1] "Final threshold is: 0.00760084648250374"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.82236449778921"
[1] "Starting iterative with newton 1.82236449778921"
[1] "Starting newton at: 0.79615741089799"
[1] "Newton iter: 1, lambda:0.670974481065916, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.677697742788452, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.677718145767167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677718145954629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677718145767167"
[1] "Starting iterative with newton 0.677718145767167"
[1] "Starting newton at: 0.468805638361669"
[1] "Newton iter: 1, lambda:0.457338536304921, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.457384889997038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.45738489075602, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.45738489075602"
[1] "Starting iterative with newton 0.45738489075602"
[1] "Starting newton at: 0.47284038807567"
[1] "Newton iter: 1, lambda:0.408909568040439, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.410253996380575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.410254597139498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410254597139618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.410254597139498"
[1] "Starting iterative with newton 0.410254597139498"
[1] "Starting newton at: 0.476190243236944"
[1] "Newton iter: 1, lambda:0.397935707576413, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.399918683038589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.399919972339401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399919972339946, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.399919972339401"
[1] "Starting iterative with newton 0.399919972339401"
[1] "Starting newton at: 0.479007858632268"
[1] "Newton iter: 1, lambda:0.395384649646156, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.397640337324826, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.397642000646143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397642000647047, diff to last: 0"
[1] "Final threshold is: 0.00750708016126273"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.07970649536992"
[1] "Starting iterative with newton 1.07970649536992"
[1] "Starting newton at: 0.78066160949065"
[1] "Newton iter: 1, lambda:0.830901630186661, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.832411513967395, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.832412850469247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.832412850470293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.832412850469247"
[1] "Starting iterative with newton 0.832412850469247"
[1] "Starting newton at: 0.788831666233028"
[1] "Newton iter: 1, lambda:0.761868021523177, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.762268273720274, diff to last: 0"
[1] "Newton iter: 3, lambda:0.76226836289055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762268362890554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.76226836289055"
[1] "Starting iterative with newton 0.76226836289055"
[1] "Starting newton at: 0.796489725929342"
[1] "Newton iter: 1, lambda:0.73974039946936, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.741465468447668, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.741467100125067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741467100126526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.741467100125067"
[1] "Starting iterative with newton 0.741467100125067"
[1] "Starting newton at: 0.790524596248332"
[1] "Newton iter: 1, lambda:0.733479902975085, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.735215035029073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.735216678052823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735216678054295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.735216678052823"
[1] "Starting iterative with newton 0.735216678052823"
[1] "Starting newton at: 0.783454649542822"
[1] "Newton iter: 1, lambda:0.731911826643859, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.73332973730229, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.733330832790915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733330832791568, diff to last: 0"
[1] "Final threshold is: 0.013844546948125"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.906765771930199"
[1] "Starting iterative with newton 0.906765771930199"
[1] "Starting newton at: 0.997908334208724"
[1] "Newton iter: 1, lambda:0.893587090347624, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.90025925799345, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.900288222393601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900288222937681, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.900288222937681"
[1] "Starting iterative with newton 0.900288222937681"
[1] "Starting newton at: 0.99637135241224"
[1] "Newton iter: 1, lambda:0.89142871461047, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.898169809746502, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.898199335118505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898199335683077, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.898199335683077"
[1] "Starting iterative with newton 0.898199335683077"
[1] "Starting newton at: 0.996364238147576"
[1] "Newton iter: 1, lambda:0.890661103480824, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.897494492062076, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.897524819006676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89752481960205, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.897524819006676"
[1] "Starting iterative with newton 0.897524819006676"
[1] "Starting newton at: 0.996875762288425"
[1] "Newton iter: 1, lambda:0.890338244988107, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.897275665843429, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.897306920186849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897306920819101, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.897306920819101"
[1] "Starting iterative with newton 0.897306920819101"
[1] "Starting newton at: 0.996882848941396"
[1] "Newton iter: 1, lambda:0.890256870513355, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.897205168661657, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.897236519766816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897236520402959, diff to last: 0"
[1] "Final threshold is: 0.016938921106314"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.950765772574551"
[1] "Starting iterative with newton 0.950765772574551"
[1] "Starting newton at: 0.74643413730244"
[1] "Newton iter: 1, lambda:0.860326384752424, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.868691257555264, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.868734540216037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86873454137046, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.86873454137046"
[1] "Starting iterative with newton 0.86873454137046"
[1] "Starting newton at: 0.734163724238884"
[1] "Newton iter: 1, lambda:0.837548884273466, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.84428879076952, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.844316387769218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.844316388230522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.844316387769218"
[1] "Starting iterative with newton 0.844316387769218"
[1] "Starting newton at: 0.730861762869866"
[1] "Newton iter: 1, lambda:0.830657885413639, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.83689497516903, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.83691847977826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.83691848011116, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.83691848011116"
[1] "Starting iterative with newton 0.83691848011116"
[1] "Starting newton at: 0.726647955234783"
[1] "Newton iter: 1, lambda:0.828190117552326, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.834639851095142, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.834664948112379, diff to last: 0"
[1] "Newton iter: 4, lambda:0.834664948491315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.834664948112379"
[1] "Starting iterative with newton 0.834664948112379"
[1] "Starting newton at: 0.727334522847813"
[1] "Newton iter: 1, lambda:0.827662825582662, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.833953479154493, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.833977340203538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.833977340545904, diff to last: 0"
[1] "Final threshold is: 0.015744651565935"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674443458396236"
[1] "Starting iterative with newton 0.674443458396236"
[1] "Starting newton at: 1.13096145821905"
[1] "Newton iter: 1, lambda:1.00137052877033, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.01293935478505, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01304029142639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01304029906031, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01304029142639"
[1] "Starting iterative with newton 1.01304029142639"
[1] "Starting newton at: 1.2159770536325"
[1] "Newton iter: 1, lambda:1.13630374384138, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.14114843602713, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.14116745712643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1411674574187, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14116745712643"
[1] "Starting iterative with newton 1.14116745712643"
[1] "Starting newton at: 1.25585120788924"
[1] "Newton iter: 1, lambda:1.18217895429776, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.1864422221467, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.18645734556996, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18645734575972, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.18645734575972"
[1] "Starting iterative with newton 1.18645734575972"
[1] "Starting newton at: 1.27563662584203"
[1] "Newton iter: 1, lambda:1.1972537914542, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.20210204012324, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.2021217887095, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20212178903606, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20212178903606"
[1] "Starting iterative with newton 1.20212178903606"
[1] "Starting newton at: 1.27591463260197"
[1] "Newton iter: 1, lambda:1.20329318823008, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.20748613418273, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.20750094526135, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20750094544561, diff to last: 0"
[1] "Final threshold is: 0.022796400726108"
threshold is:
[{'ad': 0.0007265639480850517, 'da': 0.00028797789487916656, 'dd': 0.0006402353097053038}, {'ad': 0.001276734716587423, 'da': 0.0010990690429668636, 'dd': 0.0025019070147061437}, {'ad': 0.0031085125396263526, 'da': 0.0028089143542647413, 'dd': 0.005541019313970446}, {'ad': 0.00760084648250374, 'da': 0.0075070801612627325, 'dd': 0.01384454694812497}, {'ad': 0.016938921106314037, 'da': 0.01574465156593498, 'dd': 0.022796400726107974}]
Number of points in noise estimation: 128
Estimated noise: 0.0188789920306814
0.0188789920306814
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9022639510293"
[1] "Starting iterative with newton 27.9022639510293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.5271719347257"
[1] "Starting iterative with newton 23.5271719347257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.7116050932282"
[1] "Starting iterative with newton 21.7116050932282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.4541658268803"
[1] "Starting iterative with newton 11.4541658268803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8128031632751"
[1] "Starting iterative with newton 10.8128031632751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.5688099571206"
[1] "Starting iterative with newton 6.5688099571206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12490461882234"
[1] "Starting iterative with newton 4.12490461882234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.51983530500137"
[1] "Starting iterative with newton 4.51983530500137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.41848906705047"
[1] "Starting iterative with newton 2.41848906705047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79665127740686"
[1] "Starting iterative with newton 1.79665127740686"
[1] "Starting newton at: 2.11365169482138"
[1] "Newton iter: 1, lambda:1.58480102005932, diff to last: 0.529"
[1] "Newton iter: 2, lambda:1.5337564945587, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.53184193024687, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53183907431313, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53183907430677, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53183907430677"
[1] "Starting iterative with newton 1.53183907430677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.82236449778921"
[1] "Starting iterative with newton 1.82236449778921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.07970649536992"
[1] "Starting iterative with newton 1.07970649536992"
[1] "Starting newton at: 1.26433626975758"
[1] "Newton iter: 1, lambda:1.27733412642679, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.27714246225021, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27714242085676, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27714242085675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27714242085675"
[1] "Starting iterative with newton 1.27714242085675"
[1] "Starting newton at: 1.46359223674533"
[1] "Newton iter: 1, lambda:1.48921168633282, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.48871616167854, diff to last: 0"
[1] "Newton iter: 3, lambda:1.48871598214834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48871598214831, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48871598214831"
[1] "Starting iterative with newton 1.48871598214831"
[1] "Starting newton at: 1.66731414774066"
[1] "Newton iter: 1, lambda:1.6505496583924, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.6504156591439, diff to last: 0"
[1] "Newton iter: 3, lambda:1.65041565026685, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65041565026685"
[1] "Starting iterative with newton 1.65041565026685"
[1] "Starting newton at: 1.83374324531463"
[1] "Newton iter: 1, lambda:1.77061423965844, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.76947310588553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76947264862218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7694726486221, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.7694726486221"
[1] "Starting iterative with newton 1.7694726486221"
[1] "Starting newton at: 1.95499222474654"
[1] "Newton iter: 1, lambda:1.84082760150213, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.83864442984153, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.83864309967801, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83864309967751, diff to last: 0"
[1] "Final threshold is: 0.0347117284260885"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.906765771930199"
[1] "Starting iterative with newton 0.906765771930199"
[1] "Starting newton at: 1.21979155387533"
[1] "Newton iter: 1, lambda:1.33646926798532, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.32204112193925, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.32182860483542, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32182855820528, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32182855820528, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32182855820528"
[1] "Starting iterative with newton 1.32182855820528"
[1] "Starting newton at: 1.67815349936596"
[1] "Newton iter: 1, lambda:1.70832456770081, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.70795065015921, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70795059726807, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70795059726807, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70795059726807"
[1] "Starting iterative with newton 1.70795059726807"
[1] "Starting newton at: 1.88992716874758"
[1] "Newton iter: 1, lambda:1.93364577112348, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.93331502567293, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9333150114897, diff to last: 0"
[1] "Newton iter: 4, lambda:1.9333150114897, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.9333150114897"
[1] "Starting iterative with newton 1.9333150114897"
[1] "Starting newton at: 2.1233830284922"
[1] "Newton iter: 1, lambda:2.04585706887408, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.04602613742703, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04602613631951, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04602613631951"
[1] "Starting iterative with newton 2.04602613631951"
[1] "Starting newton at: 2.23509692834995"
[1] "Newton iter: 1, lambda:2.09968798327294, diff to last: 0.135"
[1] "Newton iter: 2, lambda:2.10158783119964, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.10158782394124, diff to last: 0"
[1] "Final threshold is: 0.0396758597799636"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.950765772574551"
[1] "Starting iterative with newton 0.950765772574551"
[1] "Starting newton at: 1.2870647694769"
[1] "Newton iter: 1, lambda:1.33250716590676, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.33034163804699, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.3303368413269, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33033684130333, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33033684130333"
[1] "Starting iterative with newton 1.33033684130333"
[1] "Starting newton at: 1.70364656294784"
[1] "Newton iter: 1, lambda:1.67991145536713, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.67967921259512, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67967918899873, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67967918899873, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.67967918899873"
[1] "Starting iterative with newton 1.67967918899873"
[1] "Starting newton at: 1.86972107627358"
[1] "Newton iter: 1, lambda:1.89279177738113, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.89267493877247, diff to last: 0"
[1] "Newton iter: 3, lambda:1.89267493608345, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.89267493608345"
[1] "Starting iterative with newton 1.89267493608345"
[1] "Starting newton at: 2.08329786385883"
[1] "Newton iter: 1, lambda:2.00177829677123, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.00154717174013, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0015471660965, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0015471660965"
[1] "Starting iterative with newton 2.0015471660965"
[1] "Starting newton at: 2.20616019522705"
[1] "Newton iter: 1, lambda:2.05263725214961, diff to last: 0.154"
[1] "Newton iter: 2, lambda:2.053854206575, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05385410341835, diff to last: 0"
[1] "Newton iter: 4, lambda:2.05385410341835, diff to last: 0"
[1] "Final threshold is: 0.0387746952506173"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0188789920306814"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674443458396236"
[1] "Starting iterative with newton 0.674443458396236"
[1] "Starting newton at: 1.5348583583179"
[1] "Newton iter: 1, lambda:1.65631494013658, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.6473202470452, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.64727947315949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64727947230681, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.64727947230681"
[1] "Starting iterative with newton 1.64727947230681"
[1] "Starting newton at: 2.14958456849271"
[1] "Newton iter: 1, lambda:2.13153251809388, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.13158328182085, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13158328218359, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13158328182085"
[1] "Starting iterative with newton 2.13158328182085"
[1] "Starting newton at: 2.28353809886134"
[1] "Newton iter: 1, lambda:2.32731686055395, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.32774477276643, diff to last: 0"
[1] "Newton iter: 3, lambda:2.32774481901817, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32774481901817, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.32774481901817"
[1] "Starting iterative with newton 2.32774481901817"
[1] "Starting newton at: 2.49822911247053"
[1] "Newton iter: 1, lambda:2.40241399175505, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.40542933685508, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.40543190161754, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40543190161941, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.40543190161754"
[1] "Starting iterative with newton 2.40543190161754"
[1] "Starting newton at: 2.56931249727261"
[1] "Newton iter: 1, lambda:2.42539970771923, diff to last: 0.144"
[1] "Newton iter: 2, lambda:2.43265940060021, diff to last: 0.007"
[1] "Newton iter: 3, lambda:2.4326746623407, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43267466240904, diff to last: 0"
[1] "Final threshold is: 0.0459264455635707"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03471172842608853}, {'ad': 0.03967585977996364, 'da': 0.038774695250617316, 'dd': 0.04592644556357071}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553581466501579. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00948357465269414
0.00948357465269414
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 55.5451544444588"
[1] "Starting iterative with newton 55.5451544444588"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 46.8356403282992"
[1] "Starting iterative with newton 46.8356403282992"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.221383765025"
[1] "Starting iterative with newton 43.221383765025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.801856186406"
[1] "Starting iterative with newton 22.801856186406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.525092828874"
[1] "Starting iterative with newton 21.525092828874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.0765576666084"
[1] "Starting iterative with newton 13.0765576666084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.21146500955154"
[1] "Starting iterative with newton 8.21146500955154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.99765519100674"
[1] "Starting iterative with newton 8.99765519100674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.8144963787642"
[1] "Starting iterative with newton 4.8144963787642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.57660127011726"
[1] "Starting iterative with newton 3.57660127011726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.62778868630357"
[1] "Starting iterative with newton 3.62778868630357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14937627087409"
[1] "Starting iterative with newton 2.14937627087409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80510244384502"
[1] "Starting iterative with newton 1.80510244384502"
[1] "Starting newton at: 2.10980435294806"
[1] "Newton iter: 1, lambda:1.58453956297549, diff to last: 0.525"
[1] "Newton iter: 2, lambda:1.53456506490682, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.53273998849268, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53273740888551, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53273740888035, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53273740888035"
[1] "Starting iterative with newton 1.53273740888035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.89269343057055"
[1] "Starting iterative with newton 1.89269343057055"
[1] "Starting newton at: 2.20308202350207"
[1] "Newton iter: 1, lambda:1.62181607506871, diff to last: 0.581"
[1] "Newton iter: 2, lambda:1.58221711539851, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.58114611820207, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.58114529599552, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58114529599504, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58114529599552"
[1] "Starting iterative with newton 1.58114529599552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.34261743514515"
[1] "Starting iterative with newton 1.34261743514515"
[1] "Starting newton at: 1.56807042988287"
[1] "Newton iter: 1, lambda:1.37962825867465, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.35268433926598, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.35196503371682, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35196450984665, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35196450984637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35196450984637"
[1] "Starting iterative with newton 1.35196450984637"
[1] "Starting newton at: 1.57528311523022"
[1] "Newton iter: 1, lambda:1.38784911988124, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.36167309265598, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.36100539282838, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36100494887944, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36100494887924, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36100494887944"
[1] "Starting iterative with newton 1.36100494887944"
[1] "Starting newton at: 1.58476036061757"
[1] "Newton iter: 1, lambda:1.39681935804354, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.37109420436721, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.37046067049203, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37046027774495, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3704602777448, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3704602777448"
[1] "Starting iterative with newton 1.3704602777448"
[1] "Starting newton at: 1.5931553445508"
[1] "Newton iter: 1, lambda:1.40572168988744, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.38066627896295, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.38007598540195, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.38007565047613, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38007565047602, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38007565047602"
[1] "Starting iterative with newton 1.38007565047602"
[1] "Starting newton at: 1.60203907721238"
[1] "Newton iter: 1, lambda:1.41395663789426, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.38926546843523, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.38870152645254, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.38870122564809, diff to last: 0"
[1] "Newton iter: 5, lambda:1.388701225648, diff to last: 0"
[1] "Final threshold is: 0.0131698517437215"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.01316985174372149}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.553581466501579. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00948357465269414
0.00948357465269414
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0572563884420691, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0574068355162441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0574068365546532, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0574068355162441"
[1] "Starting iterative with newton 0.0574068355162441"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0216566828499327, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216665603883805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.021666560390435, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.021666560390435"
[1] "Starting iterative with newton 0.021666560390435"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.021004914941916, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210141362897651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210141362915421, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0210141362897651"
[1] "Starting iterative with newton 0.0210141362897651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209930104736387, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210022200283499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210022200301222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0210022200301222"
[1] "Starting iterative with newton 0.0210022200301222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209927930424665, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0210020023818446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0210020023836167, diff to last: 0"
[1] "Final threshold is: 0.000199174057461089"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267131167291595, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267275295092444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267275295134396, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0267275295092444"
[1] "Starting iterative with newton 0.0267275295092444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00790792934029425, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00790841662644707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00790841662644892, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00790841662644707"
[1] "Starting iterative with newton 0.00790841662644707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00776346393233907, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00776393308179827, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00776393308179998, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00776393308179827"
[1] "Starting iterative with newton 0.00776393308179827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00776235473124573, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00776282374238783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00776282374238954, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00776282374238783"
[1] "Starting iterative with newton 0.00776282374238783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00776234621484328, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00776281522492344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00776281522492515, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.3619237700632e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0565606008235749, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.056682723628571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566827241976803, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.056682723628571"
[1] "Starting iterative with newton 0.056682723628571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145685291166854, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145722778785968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014572277878845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.014572277878845"
[1] "Starting iterative with newton 0.014572277878845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138717911008956, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138751346666923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0138751346668866, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0138751346668866"
[1] "Starting iterative with newton 0.0138751346668866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138603568911692, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138636940120009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0138636940121944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0138636940120009"
[1] "Starting iterative with newton 0.0138636940120009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0138601692753904, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0138635062905263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0138635062907197, diff to last: 0"
[1] "Final threshold is: 0.000131475596854301"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114692727846886, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.115630910515236, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115630973082139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11563097308214, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115630973082139"
[1] "Starting iterative with newton 0.115630973082139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0353925459655306, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0354343362440916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0354343363023585, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0354343363023585"
[1] "Starting iterative with newton 0.0354343363023585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033445063679358, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334811033322958, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334811033741464, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0334811033322958"
[1] "Starting iterative with newton 0.0334811033322958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0333973805194147, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334332870280744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334332870695811, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0334332870695811"
[1] "Starting iterative with newton 0.0334332870695811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0333962130857137, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334321163390146, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334321163805129, diff to last: 0"
[1] "Final threshold is: 0.000317055971098601"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114422737414601, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.11535577312889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115355834951656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115355834951656, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.115355834951656"
[1] "Starting iterative with newton 0.115355834951656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228954643056631, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0229099118654863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0229099118712398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0229099118712398"
[1] "Starting iterative with newton 0.0229099118712398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208530364304302, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208643404306151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208643404339371, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0208643404339371"
[1] "Starting iterative with newton 0.0208643404339371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208088019144005, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208200431720768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208200431753578, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208200431720768"
[1] "Starting iterative with newton 0.0208200431720768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208078444810559, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208190843831424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208190843864225, diff to last: 0"
[1] "Final threshold is: 0.00019743934094827"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.198139625921478, diff to last: 0.198"
[1] "Newton iter: 2, lambda:0.203199186186763, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.203202450864808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203202450866167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.203202450866167"
[1] "Starting iterative with newton 0.203202450866167"
[1] "Starting newton at: 0.146992421916349"
[1] "Newton iter: 1, lambda:0.0826393631520509, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0829160833318543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829160884580854, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0829160833318543"
[1] "Starting iterative with newton 0.0829160833318543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0766750216899451, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.077059340487402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0770593501341148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0770593501341148"
[1] "Starting iterative with newton 0.0770593501341148"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0763850772674794, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0767660253542362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.076766034820894, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.076766034820894"
[1] "Starting iterative with newton 0.076766034820894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0763705378841337, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0767513174386644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.076751326896368, diff to last: 0"
[1] "Final threshold is: 0.000727876938315038"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.365651019075096"
[1] "Newton iter: 1, lambda:0.279252862759714, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.280542255383656, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.280542546040648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280542546040662, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280542546040662"
[1] "Starting iterative with newton 0.280542546040662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0937889604231581, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0945057236891518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.094505765525826, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0945057655258261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.094505765525826"
[1] "Starting iterative with newton 0.094505765525826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0832721180188462, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838042875592381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838043092855329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.083804309285533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0838043092855329"
[1] "Starting iterative with newton 0.0838043092855329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826600739682824, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0831825897122906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0831826105834645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0831826105834645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0831826105834645"
[1] "Starting iterative with newton 0.0831826105834645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0826244938226878, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0831464518841515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0831464727065058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0831464727065058, diff to last: 0"
[1] "Final threshold is: 0.000788525781020344"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283927044232971"
[1] "Newton iter: 1, lambda:0.264131297469714, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.264194787062689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264194787717361, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.264194787062689"
[1] "Starting iterative with newton 0.264194787062689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0828713010182829, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0833799246893705, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0833799438407836, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0833799438407837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0833799438407836"
[1] "Starting iterative with newton 0.0833799438407836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733910758536984, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737656676423173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737656773990123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0737656773990123"
[1] "Starting iterative with newton 0.0737656773990123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0728824308095744, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0732505747421245, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0732505841334317, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0732505747421245"
[1] "Starting iterative with newton 0.0732505747421245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0728551666869927, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0732229670576238, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0732229764296784, diff to last: 0"
[1] "Final threshold is: 0.000694415474382739"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.387145388808884"
[1] "Newton iter: 1, lambda:0.458350470959508, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.459829246775911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459829875498032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459829875498146, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.459829875498032"
[1] "Starting iterative with newton 0.459829875498032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165241636019855, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.16918416504301, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169186404605739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169186404606462, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169186404605739"
[1] "Starting iterative with newton 0.169186404605739"
[1] "Starting newton at: 0.278593608858554"
[1] "Newton iter: 1, lambda:0.138898228423626, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141431094392093, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141431930080753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141431930080844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141431930080753"
[1] "Starting iterative with newton 0.141431930080753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136367287515284, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138766418802889, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138767160928994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138767160929065, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.138767160928994"
[1] "Starting iterative with newton 0.138767160928994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13612220082146, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138510329345421, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138511063953125, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138511063953195, diff to last: 0"
[1] "Final threshold is: 0.00131358001522421"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.57660127011726"
[1] "Starting iterative with newton 3.57660127011726"
[1] "Starting newton at: 0.670955318862743"
[1] "Newton iter: 1, lambda:0.566525792277172, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.570208271190517, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.570213010372778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570213010380619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.570213010372778"
[1] "Starting iterative with newton 0.570213010372778"
[1] "Starting newton at: 0.374061608739229"
[1] "Newton iter: 1, lambda:0.224685187421953, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.228934433938895, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228937909841332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228937909843657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228937909841332"
[1] "Starting iterative with newton 0.228937909841332"
[1] "Starting newton at: 0.369844126502775"
[1] "Newton iter: 1, lambda:0.180256506395511, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.186345480705617, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.186351814358148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186351814365, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.186351814358148"
[1] "Starting iterative with newton 0.186351814358148"
[1] "Starting newton at: 0.353551607350899"
[1] "Newton iter: 1, lambda:0.175785121472397, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.18105983393421, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181064510444531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181064510448207, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181064510444531"
[1] "Starting iterative with newton 0.181064510444531"
[1] "Starting newton at: 0.357969672708752"
[1] "Newton iter: 1, lambda:0.174816333611869, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.180403057655391, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.1804082931761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180408293180698, diff to last: 0"
[1] "Final threshold is: 0.00171091551634428"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.62778868630357"
[1] "Starting iterative with newton 3.62778868630357"
[1] "Starting newton at: 0.372186034993033"
[1] "Newton iter: 1, lambda:0.546557833870432, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.557420750221805, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.557461412186649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557461412754694, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557461412754694"
[1] "Starting iterative with newton 0.557461412754694"
[1] "Starting newton at: 0.33737936188554"
[1] "Newton iter: 1, lambda:0.231345631791907, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.233480680846008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.233481553400961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233481553401107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.233481553400961"
[1] "Starting iterative with newton 0.233481553400961"
[1] "Starting newton at: 0.343351360777493"
[1] "Newton iter: 1, lambda:0.18863457700622, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.192742733212969, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.192745653697687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192745653699163, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192745653697687"
[1] "Starting iterative with newton 0.192745653697687"
[1] "Starting newton at: 0.334547480198171"
[1] "Newton iter: 1, lambda:0.183706160864752, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.187560699213776, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187563235007432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187563235008529, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187563235008529"
[1] "Starting iterative with newton 0.187563235008529"
[1] "Starting newton at: 0.33766349105453"
[1] "Newton iter: 1, lambda:0.182847712397944, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.18690010121126, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186902899059654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186902899060988, diff to last: 0"
[1] "Final threshold is: 0.00177250759603719"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.14937627087409"
[1] "Starting iterative with newton 2.14937627087409"
[1] "Starting newton at: 0.493593471870039"
[1] "Newton iter: 1, lambda:0.642219309272973, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.651994686853295, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.652035421220914, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652035421926005, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652035421220914"
[1] "Starting iterative with newton 0.652035421220914"
[1] "Starting newton at: 0.523817518031703"
[1] "Newton iter: 1, lambda:0.390295791635037, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.395723036607777, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.395732220013987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395732220040261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.395732220040261"
[1] "Starting iterative with newton 0.395732220040261"
[1] "Starting newton at: 0.273002022596674"
[1] "Newton iter: 1, lambda:0.343411950874622, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.344859098615262, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.344859706126973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34485970612708, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.34485970612708"
[1] "Starting iterative with newton 0.34485970612708"
[1] "Starting newton at: 0.271872766725339"
[1] "Newton iter: 1, lambda:0.333449852857651, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.334538778784906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.334539117535638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334539117535671, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.334539117535671"
[1] "Starting iterative with newton 0.334539117535671"
[1] "Starting newton at: 0.275703137722841"
[1] "Newton iter: 1, lambda:0.331544381610406, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.332436641590779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.332436868312144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332436868312158, diff to last: 0"
[1] "Final threshold is: 0.00315268985794607"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.80510244384502"
[1] "Starting iterative with newton 1.80510244384502"
[1] "Starting newton at: 0.745368619479803"
[1] "Newton iter: 1, lambda:0.689649393709504, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.691044271024395, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.69104516371825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.691045163718616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.691045163718616"
[1] "Starting iterative with newton 0.691045163718616"
[1] "Starting newton at: 0.501430197482787"
[1] "Newton iter: 1, lambda:0.468491809849477, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.468884807576009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.468884863888184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468884863888185, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.468884863888184"
[1] "Starting iterative with newton 0.468884863888184"
[1] "Starting newton at: 0.514397116776888"
[1] "Newton iter: 1, lambda:0.415482023714802, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.418780349498571, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.418784083655469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418784083660253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.418784083655469"
[1] "Starting iterative with newton 0.418784083655469"
[1] "Starting newton at: 0.522608394658809"
[1] "Newton iter: 1, lambda:0.402469923791599, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.407248354146053, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.407256078801172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407256078821345, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.407256078801172"
[1] "Starting iterative with newton 0.407256078801172"
[1] "Starting newton at: 0.525643837806837"
[1] "Newton iter: 1, lambda:0.399323673181123, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.404583026181095, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.404592352445905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40459235247521, diff to last: 0"
[1] "Final threshold is: 0.00383698177832988"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.89269343057055"
[1] "Starting iterative with newton 1.89269343057055"
[1] "Starting newton at: 0.769319294067552"
[1] "Newton iter: 1, lambda:0.672982063669134, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.676951555173615, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.676958551831985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.676958551853692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.676958551831985"
[1] "Starting iterative with newton 0.676958551831985"
[1] "Starting newton at: 0.504437301512938"
[1] "Newton iter: 1, lambda:0.446898117685976, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.448038264309696, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.448038716993438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448038716993509, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.448038716993438"
[1] "Starting iterative with newton 0.448038716993438"
[1] "Starting newton at: 0.520948464142482"
[1] "Newton iter: 1, lambda:0.393517920654018, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.398715289153112, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.398724132355093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398724132380676, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398724132355093"
[1] "Starting iterative with newton 0.398724132355093"
[1] "Starting newton at: 0.258518159092614"
[1] "Newton iter: 1, lambda:0.382815454444868, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.38785760125622, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.387865804935316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387865804957018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.387865804957018"
[1] "Starting iterative with newton 0.387865804957018"
[1] "Starting newton at: 0.257163583559467"
[1] "Newton iter: 1, lambda:0.380508514666258, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.385456579672231, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.385464454571138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385464454591072, diff to last: 0"
[1] "Final threshold is: 0.00365558093107446"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00948357465269414"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.34261743514515"
[1] "Starting iterative with newton 1.34261743514515"
[1] "Starting newton at: 0.652268547189011"
[1] "Newton iter: 1, lambda:0.750958949764103, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.756183079221147, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.756197257570134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.75619725767436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.756197257570134"
[1] "Starting iterative with newton 0.756197257570134"
[1] "Starting newton at: 0.608838496158255"
[1] "Newton iter: 1, lambda:0.615660950315795, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.615682366612532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.61568236682316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.615682366612532"
[1] "Starting iterative with newton 0.615682366612532"
[1] "Starting newton at: 0.624355339333883"
[1] "Newton iter: 1, lambda:0.577503432324157, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.578465921399041, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.578466332994002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.578466332994077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.578466332994002"
[1] "Starting iterative with newton 0.578466332994002"
[1] "Starting newton at: 0.623971914259433"
[1] "Newton iter: 1, lambda:0.566944129683215, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.568353428297939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.568354302785486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568354302785823, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.568354302785486"
[1] "Starting iterative with newton 0.568354302785486"
[1] "Starting newton at: 0.627039251362448"
[1] "Newton iter: 1, lambda:0.563865181341574, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.565587374115311, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.565588676836683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565588676837429, diff to last: 0"
[1] "Final threshold is: 0.00536380243949919"
threshold is:
[{'ad': 0.0001991740574610894, 'da': 7.361923770063205e-05, 'dd': 0.00013147559685430067}, {'ad': 0.0003170559710986006, 'da': 0.00019743934094827012, 'dd': 0.000727876938315038}, {'ad': 0.0007885257810203435, 'da': 0.0006944154743827388, 'dd': 0.0013135800152242142}, {'ad': 0.0017109155163442767, 'da': 0.00177250759603719, 'dd': 0.003152689857946067}, {'ad': 0.0038369817783298786, 'da': 0.0036555809310744626, 'dd': 0.005363802439499187}]
Number of points in noise estimation: 128
Estimated noise: 0.0188789920306814
0.0188789920306814
threshold is:
[{'ad': 0.004301039100858439, 'da': 0.0093486230417461, 'dd': 0.010321442005261416}, {'ad': 0.0029375298378124803, 'da': 0.003994155053570425, 'dd': 0.003710385895329911}, {'ad': 0.0022369998941427216, 'da': 0.002341937715206006, 'dd': 0.004901917440486846}, {'ad': 0.006655751604723259, 'da': 0.006896536250502184, 'dd': 0.014756116658079124}, {'ad': 0.014787101695521693, 'da': 0.013979588159781006, 'dd': 0.017561374469559732}]
['stjerten256', 0.075, 4, 0.0008419053375684571, 0.0005851852310023674, 0.0006320378701268215, 0.0010055289131529028, 0.0005592624421628576, 0.0007839134509216811, 0.0007433712391256115, 0.0008374712999338502, 30.74736737102278, 32.32706643201399, 31.992568990999366, 29.97605437108783, 32.52384345179364, 31.057318835681357, 31.28794245675953, 30.77030067268946]
baboon256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.03799003297113038
0.03799003297113038
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0712235814481031, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714738157851938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714738188706399, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0714738157851938"
[1] "Starting iterative with newton 0.0714738157851938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0206453814928608, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0206552007247242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0206552007269454, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0206552007247242"
[1] "Starting iterative with newton 0.0206552007247242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196854646954094, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196941745389385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196941745406435, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0196941745389385"
[1] "Starting iterative with newton 0.0196941745389385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196674432430122, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196761330036598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196761330053562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0196761330036598"
[1] "Starting iterative with newton 0.0196761330036598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196671049717374, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196757943556805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196757943573768, diff to last: 0"
[1] "Final threshold is: 0.000747484076369924"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.15952312963074"
[1] "Newton iter: 1, lambda:0.194419458186795, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.194564207718951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.194564210202922, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.194564207718951"
[1] "Starting iterative with newton 0.194564207718951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0624532265122275, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626802662222849, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626802692239794, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0626802662222849"
[1] "Starting iterative with newton 0.0626802662222849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569476059790022, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571253893807244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571253911139926, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0571253893807244"
[1] "Starting iterative with newton 0.0571253893807244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0567132616504575, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568891502452469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568891519375787, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0568891502452469"
[1] "Starting iterative with newton 0.0568891502452469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0567032921132871, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568791004372111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568791021278211, diff to last: 0"
[1] "Final threshold is: 0.00216083890097789"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.183274278028515"
[1] "Newton iter: 1, lambda:0.247107214684216, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.247725109739925, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247725167265076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247725167265077, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247725167265077"
[1] "Starting iterative with newton 0.247725167265077"
[1] "Starting newton at: 0.0199877266067884"
[1] "Newton iter: 1, lambda:0.118309800401572, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.119255717448793, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119255804794976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119255804794977, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.119255804794977"
[1] "Starting iterative with newton 0.119255804794977"
[1] "Starting newton at: 0.129950759098641"
[1] "Newton iter: 1, lambda:0.109899627415058, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.1099378967369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109937896876402, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109937896876402"
[1] "Starting iterative with newton 0.109937896876402"
[1] "Starting newton at: 0.139268667017216"
[1] "Newton iter: 1, lambda:0.109159663752201, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.109245760027046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109245760731787, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109245760027046"
[1] "Starting iterative with newton 0.109245760027046"
[1] "Starting newton at: 0.139960803866572"
[1] "Newton iter: 1, lambda:0.109103835917165, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.109194247623623, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109194248400674, diff to last: 0"
[1] "Final threshold is: 0.00414829309699939"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.383377310360338"
[1] "Newton iter: 1, lambda:0.259745564226556, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.262285112512807, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.262286201770944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262286201771144, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.262286201770944"
[1] "Starting iterative with newton 0.262286201770944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0877058794740243, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0883761837458316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0883762228738043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0883762228738044, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0883762228738043"
[1] "Starting iterative with newton 0.0883762228738043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076227957894058, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0767008623551582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0767008805531693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0767008805531693, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0767008805531693"
[1] "Starting iterative with newton 0.0767008805531693"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0754695608606697, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0759307899875875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0759308072122222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0759308072122222, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0759308072122222"
[1] "Starting iterative with newton 0.0759308072122222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.075419611314694, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0758800773267469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0758800944887659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0758800944887659, diff to last: 0"
[1] "Final threshold is: 0.0028826872914807"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.377168275399925"
[1] "Newton iter: 1, lambda:0.348866806836141, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.349054642257148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.349054650567768, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.349054642257148"
[1] "Starting iterative with newton 0.349054642257148"
[1] "Starting newton at: 0.133036341711438"
[1] "Newton iter: 1, lambda:0.124162829440568, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.124170878977733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124170878984358, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.124170878977733"
[1] "Starting iterative with newton 0.124170878977733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106669973367323, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107764351017549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107764466103241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107764466103242, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107764466103241"
[1] "Starting iterative with newton 0.107764466103241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105464926353862, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106529766960379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106529875416653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106529875416654, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106529875416653"
[1] "Starting iterative with newton 0.106529875416653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105374089684, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106436724718899, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106436832688792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106436832688793, diff to last: 0"
[1] "Final threshold is: 0.00404353878318989"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.503418767073616"
[1] "Newton iter: 1, lambda:0.515662674395268, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.515712303895426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515712304708498, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515712303895426"
[1] "Starting iterative with newton 0.515712303895426"
[1] "Starting newton at: 0.116016657353816"
[1] "Newton iter: 1, lambda:0.213840058648541, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.215493301076177, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.215493771418407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215493771418445, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.215493771418407"
[1] "Starting iterative with newton 0.215493771418407"
[1] "Starting newton at: 0.35100729768135"
[1] "Newton iter: 1, lambda:0.17661064544388, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.181379741265081, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.181383344962391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181383344964448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.181383344962391"
[1] "Starting iterative with newton 0.181383344962391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172674580996409, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177363872960831, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177367322599139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177367322601005, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177367322599139"
[1] "Starting iterative with newton 0.177367322599139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172230123592949, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176889684251034, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.176893086263031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893086264844, diff to last: 0"
[1] "Final threshold is: 0.00672017417956645"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.45817525521932"
[1] "Starting iterative with newton 3.45817525521932"
[1] "Starting newton at: 0.528328449412537"
[1] "Newton iter: 1, lambda:0.594378065209032, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.596027612566572, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.596028622916132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.596028622916511, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596028622916132"
[1] "Starting iterative with newton 0.596028622916132"
[1] "Starting newton at: 0.318462899163189"
[1] "Newton iter: 1, lambda:0.248801329794799, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.249773550680292, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249773740941077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249773740941084, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.249773740941077"
[1] "Starting iterative with newton 0.249773740941077"
[1] "Starting newton at: 0.357526563688759"
[1] "Newton iter: 1, lambda:0.200782867660693, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.205180303949572, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.205183795326678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205183795328878, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.205183795328878"
[1] "Starting iterative with newton 0.205183795328878"
[1] "Starting newton at: 0.380245623857687"
[1] "Newton iter: 1, lambda:0.193157533335807, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.199320697677256, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.199327456115307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199327456123432, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.199327456115307"
[1] "Starting iterative with newton 0.199327456115307"
[1] "Starting newton at: 0.386101963071259"
[1] "Newton iter: 1, lambda:0.191926319741334, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.198549419473868, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.198557209192569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198557209203342, diff to last: 0"
[1] "Final threshold is: 0.0075431949242906"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.97646079021194"
[1] "Starting iterative with newton 2.97646079021194"
[1] "Starting newton at: 0.597834578622386"
[1] "Newton iter: 1, lambda:0.604678971650875, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.604696938842938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.604696938966498, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.604696938842938"
[1] "Starting iterative with newton 0.604696938842938"
[1] "Starting newton at: 0.255073562652208"
[1] "Newton iter: 1, lambda:0.293144407271982, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.293483864702243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293483891609259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293483891609259, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.293483891609259"
[1] "Starting iterative with newton 0.293483891609259"
[1] "Starting newton at: 0.313154488958154"
[1] "Newton iter: 1, lambda:0.245392830654185, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.246369510913768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246369714810627, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246369714810636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246369714810627"
[1] "Starting iterative with newton 0.246369714810627"
[1] "Starting newton at: 0.28124492083946"
[1] "Newton iter: 1, lambda:0.238672169228689, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.239052983933905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.239053014486792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239053014486792, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.239053014486792"
[1] "Starting iterative with newton 0.239053014486792"
[1] "Starting newton at: 0.27993300684623"
[1] "Newton iter: 1, lambda:0.237535398120979, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.237912245509693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.237912275361497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237912275361498, diff to last: 0"
[1] "Final threshold is: 0.00903829518521994"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.18271541771081"
[1] "Starting iterative with newton 2.18271541771081"
[1] "Starting newton at: 0.578914083327137"
[1] "Newton iter: 1, lambda:0.671104120789357, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.675097656707172, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.675104961809717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675104961834129, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675104961809717"
[1] "Starting iterative with newton 0.675104961809717"
[1] "Starting newton at: 0.308297295048052"
[1] "Newton iter: 1, lambda:0.390929359134746, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.393095236414356, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.393096711934402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393096711935087, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.393096711935087"
[1] "Starting iterative with newton 0.393096711935087"
[1] "Starting newton at: 0.302956391617145"
[1] "Newton iter: 1, lambda:0.337231098494029, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.337570056223728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337570089278374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337570089278374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337570089278374"
[1] "Starting iterative with newton 0.337570089278374"
[1] "Starting newton at: 0.26646145190252"
[1] "Newton iter: 1, lambda:0.325592008486307, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.326583596127203, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326583873794825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326583873794847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326583873794825"
[1] "Starting iterative with newton 0.326583873794825"
[1] "Starting newton at: 0.276162410517403"
[1] "Newton iter: 1, lambda:0.323767283189581, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.324407088983701, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324407204149115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324407204149119, diff to last: 0"
[1] "Final threshold is: 0.0123242403816971"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79219908654558"
[1] "Starting iterative with newton 1.79219908654558"
[1] "Starting newton at: 0.739120709872077"
[1] "Newton iter: 1, lambda:0.736066725343146, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.736071504284426, diff to last: 0"
[1] "Newton iter: 3, lambda:0.736071504296142, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.736071504284426"
[1] "Starting iterative with newton 0.736071504284426"
[1] "Starting newton at: 0.523368044607562"
[1] "Newton iter: 1, lambda:0.492278490144998, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.492653772562844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.492653827580712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.492653827580713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.492653827580713"
[1] "Starting iterative with newton 0.492653827580713"
[1] "Starting newton at: 0.494846781676911"
[1] "Newton iter: 1, lambda:0.433156776328752, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.434518626724273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.434519297246597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43451929724676, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.434519297246597"
[1] "Starting iterative with newton 0.434519297246597"
[1] "Starting newton at: 0.498804413159251"
[1] "Newton iter: 1, lambda:0.418196721986454, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.420470878860343, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.420472712848718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.420472712849911, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.420472712848718"
[1] "Starting iterative with newton 0.420472712848718"
[1] "Starting newton at: 0.505493149411956"
[1] "Newton iter: 1, lambda:0.414165273187716, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.417065610712499, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.417068579790168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417068579793279, diff to last: 0"
[1] "Final threshold is: 0.015844449097451"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.72179273627565"
[1] "Starting iterative with newton 1.72179273627565"
[1] "Starting newton at: 0.790866044527346"
[1] "Newton iter: 1, lambda:0.682831403371576, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.688051523744503, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.688064228297447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.688064228372569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.688064228297447"
[1] "Starting iterative with newton 0.688064228297447"
[1] "Starting newton at: 0.497723283978896"
[1] "Newton iter: 1, lambda:0.483097964091408, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.483176721297178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483176723587638, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483176721297178"
[1] "Starting iterative with newton 0.483176721297178"
[1] "Starting newton at: 0.497953192544562"
[1] "Newton iter: 1, lambda:0.436714904015183, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.438012278115459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.438012867011857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438012867011978, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438012867011857"
[1] "Starting iterative with newton 0.438012867011857"
[1] "Starting newton at: 0.48732166908484"
[1] "Newton iter: 1, lambda:0.426585276051047, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.427846198276028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.427846747592534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427846747592638, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.427846747592534"
[1] "Starting iterative with newton 0.427846747592534"
[1] "Starting newton at: 0.485317010481354"
[1] "Newton iter: 1, lambda:0.424277045987759, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.425547014347154, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.425547569981095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425547569981202, diff to last: 0"
[1] "Final threshold is: 0.0161665662143662"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27238455752496"
[1] "Starting iterative with newton 1.27238455752496"
[1] "Starting newton at: 0.675808073934263"
[1] "Newton iter: 1, lambda:0.774062851519897, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.779612347284024, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.779629510381574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779629510545391, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.779629510545391"
[1] "Starting iterative with newton 0.779629510545391"
[1] "Starting newton at: 0.647182336323489"
[1] "Newton iter: 1, lambda:0.649988414932964, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.649992279492688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.649992279500012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.649992279492688"
[1] "Starting iterative with newton 0.649992279492688"
[1] "Starting newton at: 0.630660122454455"
[1] "Newton iter: 1, lambda:0.614155185533258, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.614283519575022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.614283527369631, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.614283519575022"
[1] "Starting iterative with newton 0.614283519575022"
[1] "Starting newton at: 0.629420976989559"
[1] "Newton iter: 1, lambda:0.603999724618413, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.604300420034578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.604300462402434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.604300462402435, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.604300462402434"
[1] "Starting iterative with newton 0.604300462402434"
[1] "Starting newton at: 0.629884733904151"
[1] "Newton iter: 1, lambda:0.601113862438662, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.60149759293932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.601497661744609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601497661744611, diff to last: 0"
[1] "Final threshold is: 0.0228509160017355"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.91478661605578"
[1] "Starting iterative with newton 0.91478661605578"
[1] "Starting newton at: 0.990585739865143"
[1] "Newton iter: 1, lambda:0.936839785979061, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.938808493753026, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.938811215371613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.938811215376809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.938811215371613"
[1] "Starting iterative with newton 0.938811215371613"
[1] "Starting newton at: 0.997183725997804"
[1] "Newton iter: 1, lambda:0.945889110472654, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.947695896614074, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.947698203696974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.947698203700732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.947698203696974"
[1] "Starting iterative with newton 0.947698203696974"
[1] "Starting newton at: 0.999042698159534"
[1] "Newton iter: 1, lambda:0.949267211779818, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.950973906984999, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.950975970360387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9509759703634, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.9509759703634"
[1] "Starting iterative with newton 0.9509759703634"
[1] "Starting newton at: 0.998228539815521"
[1] "Newton iter: 1, lambda:0.95061708834802, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.952181850320658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.952183586177029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.952183586179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.952183586177029"
[1] "Starting iterative with newton 0.952183586177029"
[1] "Starting newton at: 0.997433378432181"
[1] "Newton iter: 1, lambda:0.951146273387712, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.95262677042019, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.952628324789988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9526283247917, diff to last: 0"
[1] "Final threshold is: 0.0361903814680694"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.996676576788557"
[1] "Starting iterative with newton 0.996676576788557"
[1] "Starting newton at: 0.870121114040852"
[1] "Newton iter: 1, lambda:0.826065422437383, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.827192011386667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.8271927630939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.827192763094235, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.827192763094235"
[1] "Starting iterative with newton 0.827192763094235"
[1] "Starting newton at: 0.83488455993577"
[1] "Newton iter: 1, lambda:0.776816182379408, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.778688473567297, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.778690469260975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.77869046926324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.77869046926324"
[1] "Starting iterative with newton 0.77869046926324"
[1] "Starting newton at: 0.827773866451798"
[1] "Newton iter: 1, lambda:0.762106726123909, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.764466753837238, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.764469888280038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764469888285562, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.764469888285562"
[1] "Starting iterative with newton 0.764469888285562"
[1] "Starting newton at: 0.823452538852763"
[1] "Newton iter: 1, lambda:0.757922689925721, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.760265326539601, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.760268404223188, diff to last: 0"
[1] "Newton iter: 4, lambda:0.760268404228495, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.760268404223188"
[1] "Starting iterative with newton 0.760268404223188"
[1] "Starting newton at: 0.82158459723073"
[1] "Newton iter: 1, lambda:0.756728100226898, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.75902128900218, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.759024235042236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.759024235047095, diff to last: 0"
[1] "Final threshold is: 0.0288353557153261"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.04524388946746"
[1] "Newton iter: 1, lambda:1.09243816374135, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.09438714960442, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.0943903853666, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09439038537551, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.09439038537551"
[1] "Starting iterative with newton 1.09439038537551"
[1] "Starting newton at: 1.48094088441671"
[1] "Newton iter: 1, lambda:1.25416574659656, diff to last: 0.227"
[1] "Newton iter: 2, lambda:1.29396383870158, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.29552485983846, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.29552719373208, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29552719373729, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.29552719373208"
[1] "Starting iterative with newton 1.29552719373208"
[1] "Starting newton at: 1.49876351612232"
[1] "Newton iter: 1, lambda:1.37256728937584, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.38676830491689, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.3869735160096, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38697355835918, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38697355835918, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38697355835918"
[1] "Starting iterative with newton 1.38697355835918"
[1] "Starting newton at: 1.51888454498535"
[1] "Newton iter: 1, lambda:1.41810598203509, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.42757231080413, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.42766514003896, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42766514889265, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.42766514003896"
[1] "Starting iterative with newton 1.42766514003896"
[1] "Starting newton at: 1.51144361168868"
[1] "Newton iter: 1, lambda:1.44073841347848, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.44558323313731, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.44560768015173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44560768077152, diff to last: 0"
[1] "Final threshold is: 0.0549186834322834"
threshold is:
[{'ad': 0.0007474840763699245, 'da': 0.0021608389009778873, 'dd': 0.004148293096999395}, {'ad': 0.002882687291480704, 'da': 0.004043538783189891, 'dd': 0.006720174179566448}, {'ad': 0.007543194924290597, 'da': 0.009038295185219937, 'dd': 0.012324240381697098}, {'ad': 0.01584444909745102, 'da': 0.01616656621436623, 'dd': 0.022850916001735524}, {'ad': 0.036190381468069376, 'da': 0.02883535571532614, 'dd': 0.05491868343228335}]
Number of points in noise estimation: 128
Estimated noise: 0.03799003297113038
0.03799003297113038
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.684680289949"
[1] "Starting iterative with newton 34.684680289949"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.4712571924672"
[1] "Starting iterative with newton 16.4712571924672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.90767665723346"
[1] "Starting iterative with newton 8.90767665723346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.3311955956056"
[1] "Starting iterative with newton 8.3311955956056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.57329017622745"
[1] "Starting iterative with newton 5.57329017622745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.93446949738863"
[1] "Starting iterative with newton 3.93446949738863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.45817525521932"
[1] "Starting iterative with newton 3.45817525521932"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97646079021194"
[1] "Starting iterative with newton 2.97646079021194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18271541771081"
[1] "Starting iterative with newton 2.18271541771081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79219908654558"
[1] "Starting iterative with newton 1.79219908654558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72179273627565"
[1] "Starting iterative with newton 1.72179273627565"
[1] "Starting newton at: 2.01914674313031"
[1] "Newton iter: 1, lambda:1.57836783339134, diff to last: 0.441"
[1] "Newton iter: 2, lambda:1.52301023981927, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.52071052494444, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52070630666125, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52070630664703, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52070630664703"
[1] "Starting iterative with newton 1.52070630664703"
[1] "Starting newton at: 1.82704936551498"
[1] "Newton iter: 1, lambda:1.42763484435236, diff to last: 0.399"
[1] "Newton iter: 2, lambda:1.34814530764265, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.3417357665694, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34169134493987, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34169134279907, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34169134493987"
[1] "Starting iterative with newton 1.34169134493987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27238455752496"
[1] "Starting iterative with newton 1.27238455752496"
[1] "Starting newton at: 1.51734041861853"
[1] "Newton iter: 1, lambda:1.32940141361281, diff to last: 0.188"
[1] "Newton iter: 2, lambda:1.29853323772281, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.29747753264936, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29747627365834, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29747627365655, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29747627365655"
[1] "Starting iterative with newton 1.29747627365655"
[1] "Starting newton at: 1.53996124461329"
[1] "Newton iter: 1, lambda:1.35521910091977, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.32697868747205, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.32613928483297, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32613852855238, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32613852855177, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32613852855177"
[1] "Starting iterative with newton 1.32613852855177"
[1] "Starting newton at: 1.55984549041405"
[1] "Newton iter: 1, lambda:1.37415086977609, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.34689573136898, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.34614209170074, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.34614150365108, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34614150365072, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34614150365072"
[1] "Starting iterative with newton 1.34614150365072"
[1] "Starting newton at: 1.57178886913742"
[1] "Newton iter: 1, lambda:1.38465828258221, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.35772186866271, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.35700048639391, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35699995810759, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3569999581073, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.35699995810759"
[1] "Starting iterative with newton 1.35699995810759"
[1] "Starting newton at: 1.57807724689735"
[1] "Newton iter: 1, lambda:1.3933830488889, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.36757653619296, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.36692605575088, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36692563388186, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36692563388169, diff to last: 0"
[1] "Final threshold is: 0.0519295499002553"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.91478661605578"
[1] "Starting iterative with newton 0.91478661605578"
[1] "Starting newton at: 1.22600713768471"
[1] "Newton iter: 1, lambda:1.24499151155163, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.24455858661033, diff to last: 0"
[1] "Newton iter: 3, lambda:1.24455836319343, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24455836319337, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24455836319343"
[1] "Starting iterative with newton 1.24455836319343"
[1] "Starting newton at: 1.56916065043486"
[1] "Newton iter: 1, lambda:1.59748982953873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.59703615630748, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59703604613968, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59703604613968, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59703604613968"
[1] "Starting iterative with newton 1.59703604613968"
[1] "Starting newton at: 1.75986734972262"
[1] "Newton iter: 1, lambda:1.84383455472487, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.84165163170434, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84165057223722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84165057223697, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84165057223697"
[1] "Starting iterative with newton 1.84165057223697"
[1] "Starting newton at: 2.00292179145395"
[1] "Newton iter: 1, lambda:1.97251168649225, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.97244498829123, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97244498784117, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.97244498784117"
[1] "Starting iterative with newton 1.97244498784117"
[1] "Starting newton at: 2.12935833224926"
[1] "Newton iter: 1, lambda:2.03991354514516, diff to last: 0.089"
[1] "Newton iter: 2, lambda:2.04015449136895, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04015448858545, diff to last: 0"
[1] "Final threshold is: 0.0775055363933062"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.996676576788557"
[1] "Starting iterative with newton 0.996676576788557"
[1] "Starting newton at: 1.39823926290123"
[1] "Newton iter: 1, lambda:1.31229379419015, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.30489083704, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.3048312741146, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30483127024107, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3048312741146"
[1] "Starting iterative with newton 1.3048312741146"
[1] "Starting newton at: 1.49803544089274"
[1] "Newton iter: 1, lambda:1.57267877554315, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.56886841959923, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.56885945837658, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56885945832671, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56885945837658"
[1] "Starting iterative with newton 1.56885945837658"
[1] "Starting newton at: 1.76668007913423"
[1] "Newton iter: 1, lambda:1.73791059871277, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.73760650278192, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73760646608305, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73760646608305, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73760646608305"
[1] "Starting iterative with newton 1.73760646608305"
[1] "Starting newton at: 1.94573132819843"
[1] "Newton iter: 1, lambda:1.83858523492227, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.83646525494785, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.83646395466086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83646395466037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83646395466037"
[1] "Starting iterative with newton 1.83646395466037"
[1] "Starting newton at: 2.03867208292758"
[1] "Newton iter: 1, lambda:1.88840240145154, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.8860818251315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88608051940871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88608051940829, diff to last: 0"
[1] "Final threshold is: 0.0716522611185277"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0379900329711304"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4623363741177"
[1] "Newton iter: 1, lambda:1.62541364849496, diff to last: 0.163"
[1] "Newton iter: 2, lambda:1.60808669657244, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.60793488514189, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60793487305341, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60793487305341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60793488514189"
[1] "Starting iterative with newton 1.60793488514189"
[1] "Starting newton at: 2.21249025629098"
[1] "Newton iter: 1, lambda:2.13689542575653, diff to last: 0.076"
[1] "Newton iter: 2, lambda:2.13844757486216, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13844808013974, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1384480801398, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13844808013974"
[1] "Starting iterative with newton 2.13844808013974"
[1] "Starting newton at: 2.41428807945386"
[1] "Newton iter: 1, lambda:2.37390970560082, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.37452951456547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37452965169963, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37452965169964, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37452965169963"
[1] "Starting iterative with newton 2.37452965169963"
[1] "Starting newton at: 2.48908863597531"
[1] "Newton iter: 1, lambda:2.4748248814781, diff to last: 0.014"
[1] "Newton iter: 2, lambda:2.47490783816758, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47490784092709, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47490784092709"
[1] "Starting iterative with newton 2.47490784092709"
[1] "Starting newton at: 2.57918247515381"
[1] "Newton iter: 1, lambda:2.51952717592698, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.52109519880284, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.52109622680437, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52109622680481, diff to last: 0"
[1] "Final threshold is: 0.0957765287796905"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.051929549900255265}, {'ad': 0.07750553639330625, 'da': 0.07165226111852772, 'dd': 0.09577652877969046}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505645091764099. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016949284827327264
0.016949284827327264
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 77.74204995858"
[1] "Starting iterative with newton 77.74204995858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.9185844826274"
[1] "Starting iterative with newton 36.9185844826274"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.96561703647"
[1] "Starting iterative with newton 19.96561703647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.6734955834654"
[1] "Starting iterative with newton 18.6734955834654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4919416783407"
[1] "Starting iterative with newton 12.4919416783407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.81869810156886"
[1] "Starting iterative with newton 8.81869810156886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.75113482982549"
[1] "Starting iterative with newton 7.75113482982549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.67142270068626"
[1] "Starting iterative with newton 6.67142270068626"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.89232622675231"
[1] "Starting iterative with newton 4.89232622675231"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.01702508880622"
[1] "Starting iterative with newton 4.01702508880622"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.85921668595142"
[1] "Starting iterative with newton 3.85921668595142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.85191568758083"
[1] "Starting iterative with newton 2.85191568758083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05039764565618"
[1] "Starting iterative with newton 2.05039764565618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23394534928713"
[1] "Starting iterative with newton 2.23394534928713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51179758377329"
[1] "Starting iterative with newton 1.51179758377329"
[1] "Starting newton at: 1.75491972147085"
[1] "Newton iter: 1, lambda:1.4306225820217, diff to last: 0.324"
[1] "Newton iter: 2, lambda:1.37454905505266, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.37155108326646, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.3715420791048, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37154207902341, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3715420791048"
[1] "Starting iterative with newton 1.3715420791048"
[1] "Starting newton at: 1.61848919211542"
[1] "Newton iter: 1, lambda:1.3078265996805, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.23516673666346, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.22870979390881, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.22865639805221, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22865639439334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22865639439334"
[1] "Starting iterative with newton 1.22865639439334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505645091764099. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016949284827327264
0.016949284827327264
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335425236900323, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335684990723788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335684990879513, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0335684990879513"
[1] "Starting iterative with newton 0.0335684990879513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00751160734365613, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00751205635315459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00751205635315619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00751205635315459"
[1] "Starting iterative with newton 0.00751205635315459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00730943890354222, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00730986221599059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00730986221599201, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00730986221599059"
[1] "Starting iterative with newton 0.00730986221599059"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00730787306713925, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00730829618316678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0073082961831682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00730829618316678"
[1] "Starting iterative with newton 0.00730829618316678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00730786093962829, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00730828405413467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00730828405413609, diff to last: 0"
[1] "Final threshold is: 0.000123870188032543"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0386639757683733"
[1] "Newton iter: 1, lambda:0.0745033237984134, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0745643228086489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0745643229852832, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0745643228086489"
[1] "Starting iterative with newton 0.0745643228086489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275977929525861, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276188068811066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276188068932886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0276188068932886"
[1] "Starting iterative with newton 0.0276188068932886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263950913949306, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0264141293183872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0264141293282901, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0264141293183872"
[1] "Starting iterative with newton 0.0264141293183872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026364262800419, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263832513162111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263832513260601, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0263832513162111"
[1] "Starting iterative with newton 0.0263832513162111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263634726440361, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263824598942952, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263824599041428, diff to last: 0"
[1] "Final threshold is: 0.000447163827193947"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146025484612926, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.147791696543556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.147791953330155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14779195333016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147791953330155"
[1] "Starting iterative with newton 0.147791953330155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0496613302262839, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497835463014834, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497835470418211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0497835463014834"
[1] "Starting iterative with newton 0.0497835463014834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0460300079540835, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0461301010839543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0461301015573452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0461301010839543"
[1] "Starting iterative with newton 0.0461301010839543"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0458948530745355, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0459941811747696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0459941816401175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0459941811747696"
[1] "Starting iterative with newton 0.0459941811747696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0458898254141858, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.045989125133763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.045989125598814, diff to last: 0"
[1] "Final threshold is: 0.000779482788734025"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.136492498746618"
[1] "Newton iter: 1, lambda:0.133586533875064, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.133587231295021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.133587231295061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.133587231295021"
[1] "Starting iterative with newton 0.133587231295021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298553548284693, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0298818285953037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0298818286161213, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0298818285953037"
[1] "Starting iterative with newton 0.0298818285953037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275598659567893, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275813642046916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275813642177738, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0275813642177738"
[1] "Starting iterative with newton 0.0275813642177738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275092105161601, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275306067087525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275306067216968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0275306067087525"
[1] "Starting iterative with newton 0.0275306067087525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0275080929382773, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0275294868829868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0275294868959281, diff to last: 0"
[1] "Final threshold is: 0.000466605114329914"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149790885908092, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.151942944357985, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.151943385985865, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151943385985884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.151943385985884"
[1] "Starting iterative with newton 0.151943385985884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486968479921558, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048820099327352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488201001167527, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.048820099327352"
[1] "Starting iterative with newton 0.048820099327352"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443391847721816, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444371976701718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444371981490704, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444371976701718"
[1] "Starting iterative with newton 0.0444371976701718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441565735361852, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442535976488174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.04425359811722, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0442535976488174"
[1] "Starting iterative with newton 0.0442535976488174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0441489284329456, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0442459112713363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0442459117393034, diff to last: 0"
[1] "Final threshold is: 0.000749936560514236"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.307776135971298"
[1] "Newton iter: 1, lambda:0.247192435609178, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.24774641946109, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247746466156602, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247746466156603, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247746466156602"
[1] "Starting iterative with newton 0.247746466156602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0846246358595859, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0851982403364164, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0851982666762852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0851982666762852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0851982666762852"
[1] "Starting iterative with newton 0.0851982666762852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0748552310503725, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0752789092743018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.075278922843596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.075278922843596, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.075278922843596"
[1] "Starting iterative with newton 0.075278922843596"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0742591029589979, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0746745067131808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0746745197092425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0746745197092425, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0746745197092425"
[1] "Starting iterative with newton 0.0746745197092425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.074222790624966, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0746376934871592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0746377064489514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0746377064489514, diff to last: 0"
[1] "Final threshold is: 0.00126505574546172"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.508138283986083"
[1] "Newton iter: 1, lambda:0.28189326963422, diff to last: 0.226"
[1] "Newton iter: 2, lambda:0.290885499966636, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.290900241076759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290900241116331, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290900241116331"
[1] "Starting iterative with newton 0.290900241116331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0956388183941849, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964457339461922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964457913708604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964457913708607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0964457913708607"
[1] "Starting iterative with newton 0.0964457913708607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.084047373535684, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846231112592571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0846231382767346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0846231382767347, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0846231382767346"
[1] "Starting iterative with newton 0.0846231382767346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0833490285934379, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0839124070489088, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0839124327898846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0839124327898846, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0839124327898846"
[1] "Starting iterative with newton 0.0839124327898846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.083307076803066, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0838697182618789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0838697439278182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0838697439278183, diff to last: 0"
[1] "Final threshold is: 0.00142153217822759"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.282232969847615"
[1] "Newton iter: 1, lambda:0.346716607111613, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.347590277774571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.347590436621175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34759043662118, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34759043662118"
[1] "Starting iterative with newton 0.34759043662118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113759839215909, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115107953623984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115108142832131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115108142832135, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115108142832131"
[1] "Starting iterative with newton 0.115108142832131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0967198167365805, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0976135996572371, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0976136759723789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0976136759723795, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0976136759723789"
[1] "Starting iterative with newton 0.0976136759723789"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954386163177578, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0963029180972329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963029889743472, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963029889743477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0963029889743477"
[1] "Starting iterative with newton 0.0963029889743477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0953426473820656, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0962047659850942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962048364682979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962048364682984, diff to last: 0"
[1] "Final threshold is: 0.00163060317506762"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.359853947994927"
[1] "Newton iter: 1, lambda:0.44596620377939, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.448042427305948, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.448043615107484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448043615107872, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.448043615107484"
[1] "Starting iterative with newton 0.448043615107484"
[1] "Starting newton at: 0.321195611692996"
[1] "Newton iter: 1, lambda:0.159582910428395, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.163129967469835, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163131686736333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163131686736737, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.163131686736737"
[1] "Starting iterative with newton 0.163131686736737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134987553382445, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137250348152587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137250983577653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137250983577703, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137250983577653"
[1] "Starting iterative with newton 0.137250983577653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132689084651352, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.134855825703093, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13485640312399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134856403124031, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13485640312399"
[1] "Starting iterative with newton 0.13485640312399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1324759789796, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134633957041478, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134634529324656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134634529324696, diff to last: 0"
[1] "Final threshold is: 0.00228195898511674"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.01702508880622"
[1] "Starting iterative with newton 4.01702508880622"
[1] "Starting newton at: 0.645422958744484"
[1] "Newton iter: 1, lambda:0.571153654751327, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.573053796654471, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.573055069538899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573055069539469, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573055069538899"
[1] "Starting iterative with newton 0.573055069538899"
[1] "Starting newton at: 0.422057830693895"
[1] "Newton iter: 1, lambda:0.203548428250994, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.211793425077797, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.211805363857977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.211805363882999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.211805363857977"
[1] "Starting iterative with newton 0.211805363857977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166120107259589, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.170428587278316, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.17043148188759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170431481888896, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.170431481888896"
[1] "Starting iterative with newton 0.170431481888896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161657259384381, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.165676057683092, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165678538852307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165678538853253, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.165678538852307"
[1] "Starting iterative with newton 0.165678538852307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161143567729915, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.165129859539401, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165132296509334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165132296510244, diff to last: 0"
[1] "Final threshold is: 0.00279887432772736"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.85921668595142"
[1] "Starting iterative with newton 3.85921668595142"
[1] "Starting newton at: 0.656488709908784"
[1] "Newton iter: 1, lambda:0.54914916116012, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.552852791559465, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.552857356285365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552857356292292, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.552857356285365"
[1] "Starting iterative with newton 0.552857356285365"
[1] "Starting newton at: 0.355765838905631"
[1] "Newton iter: 1, lambda:0.220737199644427, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.223996526256986, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.223998443858803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223998443859467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.223998443858803"
[1] "Starting iterative with newton 0.223998443858803"
[1] "Starting newton at: 0.311083746342434"
[1] "Newton iter: 1, lambda:0.183619997296257, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.186254316150074, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.186255448210591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1862554482108, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1862554482108"
[1] "Starting iterative with newton 0.1862554482108"
[1] "Starting newton at: 0.312581464199302"
[1] "Newton iter: 1, lambda:0.178979745595282, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.181838415218833, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.181839732014121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181839732014401, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.181839732014121"
[1] "Starting iterative with newton 0.181839732014121"
[1] "Starting newton at: 0.313560078536652"
[1] "Newton iter: 1, lambda:0.178398924552862, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.181320334107697, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.18132170734748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181321707347784, diff to last: 0"
[1] "Final threshold is: 0.00307327326321486"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.85191568758083"
[1] "Starting iterative with newton 2.85191568758083"
[1] "Starting newton at: 0.647515122466847"
[1] "Newton iter: 1, lambda:0.593898053716409, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.594953867289808, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.594954283766373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.594954283766437, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594954283766373"
[1] "Starting iterative with newton 0.594954283766373"
[1] "Starting newton at: 0.297968488479894"
[1] "Newton iter: 1, lambda:0.299847126494901, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.299847971390125, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299847971390296, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.299847971390125"
[1] "Starting iterative with newton 0.299847971390125"
[1] "Starting newton at: 0.311399062144604"
[1] "Newton iter: 1, lambda:0.253671284149872, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.254400308018352, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254400424771061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254400424771064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.254400424771061"
[1] "Starting iterative with newton 0.254400424771061"
[1] "Starting newton at: 0.312369665843661"
[1] "Newton iter: 1, lambda:0.24631759896596, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.247258193359921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247258384969614, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247258384969622, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247258384969614"
[1] "Starting iterative with newton 0.247258384969614"
[1] "Starting newton at: 0.31050646627945"
[1] "Newton iter: 1, lambda:0.245215299564837, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.246132369243313, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246132550976689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246132550976696, diff to last: 0"
[1] "Final threshold is: 0.00417177071178055"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05039764565618"
[1] "Starting iterative with newton 2.05039764565618"
[1] "Starting newton at: 0.834301948655253"
[1] "Newton iter: 1, lambda:0.663285021981063, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.675573082069005, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.675641134200501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675641136279233, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675641136279233"
[1] "Starting iterative with newton 0.675641136279233"
[1] "Starting newton at: 0.538326852693789"
[1] "Newton iter: 1, lambda:0.412736025729242, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.417829404073392, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.4178379783466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41783797837088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.4178379783466"
[1] "Starting iterative with newton 0.4178379783466"
[1] "Starting newton at: 0.27878887416884"
[1] "Newton iter: 1, lambda:0.362468935426448, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.364626936732271, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.364628361421528, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364628361422149, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364628361421528"
[1] "Starting iterative with newton 0.364628361421528"
[1] "Starting newton at: 0.288483344785252"
[1] "Newton iter: 1, lambda:0.352223610986646, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.353452455051344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.353452909253029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353452909253091, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.353452909253091"
[1] "Starting iterative with newton 0.353452909253091"
[1] "Starting newton at: 0.29201177037618"
[1] "Newton iter: 1, lambda:0.35008211478439, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.351097901641555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351098210880142, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35109821088017, diff to last: 0"
[1] "Final threshold is: 0.00595086357857302"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23394534928713"
[1] "Starting iterative with newton 2.23394534928713"
[1] "Starting newton at: 0.578340029070938"
[1] "Newton iter: 1, lambda:0.622211268665886, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.622987220914222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.622987460561556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622987460561579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.622987460561556"
[1] "Starting iterative with newton 0.622987460561556"
[1] "Starting newton at: 0.260249576306738"
[1] "Newton iter: 1, lambda:0.371279985786693, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.37492646283229, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.374930351781385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374930351785807, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374930351781385"
[1] "Starting iterative with newton 0.374930351781385"
[1] "Starting newton at: 0.269236133646689"
[1] "Newton iter: 1, lambda:0.328444558533573, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.329408755109339, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.329409009473263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329409009473281, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.329409009473281"
[1] "Starting iterative with newton 0.329409009473281"
[1] "Starting newton at: 0.276564944406544"
[1] "Newton iter: 1, lambda:0.320324538585096, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.320843615769333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320843688529568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32084368852957, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.320843688529568"
[1] "Starting iterative with newton 0.320843688529568"
[1] "Starting newton at: 0.277826933715725"
[1] "Newton iter: 1, lambda:0.318771872687349, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.319225071570245, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319225126895412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319225126895412, diff to last: 0"
[1] "Final threshold is: 0.00541063759979003"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169492848273273"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.51179758377329"
[1] "Starting iterative with newton 1.51179758377329"
[1] "Starting newton at: 0.707981168809182"
[1] "Newton iter: 1, lambda:0.748398689729615, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.74925907859105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.74925946300209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749259463002167, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.74925946300209"
[1] "Starting iterative with newton 0.74925946300209"
[1] "Starting newton at: 0.695592324994386"
[1] "Newton iter: 1, lambda:0.558428125020118, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.566292325373486, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.566319277071033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56631927738699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.56631927738699"
[1] "Starting iterative with newton 0.56631927738699"
[1] "Starting newton at: 0.456032158889476"
[1] "Newton iter: 1, lambda:0.517049256323229, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.518607504013926, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.518608509000912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518608509001329, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.518608509001329"
[1] "Starting iterative with newton 0.518608509001329"
[1] "Starting newton at: 0.463618237898262"
[1] "Newton iter: 1, lambda:0.505212184834259, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.505923791898346, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505923998600676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505923998600693, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505923998600676"
[1] "Starting iterative with newton 0.505923998600676"
[1] "Starting newton at: 0.466496538786314"
[1] "Newton iter: 1, lambda:0.502019005112956, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.502535529539057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502535638038559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502535638038563, diff to last: 0"
[1] "Final threshold is: 0.00851761966499817"
threshold is:
[{'ad': 0.0001238701880325426, 'da': 0.0004471638271939471, 'dd': 0.0007794827887340252}, {'ad': 0.0004666051143299139, 'da': 0.0007499365605142357, 'dd': 0.0012650557454617175}, {'ad': 0.0014215321782275927, 'da': 0.0016306031750676225, 'dd': 0.0022819589851167366}, {'ad': 0.002798874327727358, 'da': 0.003073273263214864, 'dd': 0.004171770711780548}, {'ad': 0.005950863578573018, 'da': 0.005410637599790033, 'dd': 0.008517619664998168}]
Number of points in noise estimation: 128
Estimated noise: 0.03799003297113038
0.03799003297113038
threshold is:
[{'ad': 0.017768311844655216, 'da': 0.012711907756933712, 'dd': 0.010191975178183689}, {'ad': 0.0016824338589196406, 'da': 0.0033140524553127797, 'dd': 0.005450802722355135}, {'ad': 0.006675793444704592, 'da': 0.005967232720520563, 'dd': 0.011969027965506834}, {'ad': 0.011142001541738056, 'da': 0.017798551264244008, 'dd': 0.021229515438619777}, {'ad': 0.028497663432646262, 'da': 0.026927932397243518, 'dd': 0.037770875125576725}]
['baboon256', 0.025, 0, 0.0001743750296076137, 0.0005408371260511476, 0.00044173110235798624, 0.005889739819061107, 0.0007199811447494547, 0.0008195404068286021, 0.00017039650278136105, 0.0001743750296076137, 37.585157056422716, 32.669335036682554, 33.548420209206874, 22.299038898719505, 31.426788769555248, 30.86429629000036, 37.685393229398755, 37.585157056422716]
baboon256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.03779747857011722
0.03779747857011722
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0711625309678616, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0714142228332965, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0714142259783553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0714142259783553"
[1] "Starting iterative with newton 0.0714142259783553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255879103274008, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0256035126350014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0256035126408016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0256035126408016"
[1] "Starting iterative with newton 0.0256035126408016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0246316126557317, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246459450870864, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246459450919384, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0246459450870864"
[1] "Starting iterative with newton 0.0246459450870864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0246115661323182, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246258725247666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246258725296002, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0246258725296002"
[1] "Starting iterative with newton 0.0246258725296002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0246111458964246, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0246254517432727, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0246254517481059, diff to last: 0"
[1] "Final threshold is: 0.000930779984545806"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.20574034276129"
[1] "Newton iter: 1, lambda:0.204682942971524, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.204683083555201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.204683083555204, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.204683083555201"
[1] "Starting iterative with newton 0.204683083555201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.062721644096604, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0629274206859212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0629274229015491, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0629274206859212"
[1] "Starting iterative with newton 0.0629274206859212"
[1] "Starting newton at: 0.06910272773954"
[1] "Newton iter: 1, lambda:0.0585429356177395, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0585484319071186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0585484319086076, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0585484319071186"
[1] "Starting iterative with newton 0.0585484319071186"
[1] "Starting newton at: 0.0734817165183426"
[1] "Newton iter: 1, lambda:0.0584023592089472, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0584135473700738, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584135473762323, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0584135473700738"
[1] "Starting iterative with newton 0.0584135473700738"
[1] "Starting newton at: 0.0736166010553874"
[1] "Newton iter: 1, lambda:0.0583979956184179, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0584093907464338, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0584093907528218, diff to last: 0"
[1] "Final threshold is: 0.00220772769527339"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.418557062869111"
[1] "Newton iter: 1, lambda:0.24285127746574, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.24749044860016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.247493777616942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247493777618656, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247493777618656"
[1] "Starting iterative with newton 0.247493777618656"
[1] "Starting newton at: 0.196995336919038"
[1] "Newton iter: 1, lambda:0.105567421578138, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.106311227127165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106311276490309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106311276490309, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.106311276490309"
[1] "Starting iterative with newton 0.106311276490309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0966100238623843, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0974116291500834, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0974116842861837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0974116842861839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0974116842861839"
[1] "Starting iterative with newton 0.0974116842861839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960507924179332, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968411254456943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968411789065208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968411789065211, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0968411789065208"
[1] "Starting iterative with newton 0.0968411789065208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960149126483966, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968045258969141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968045792517291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968045792517293, diff to last: 0"
[1] "Final threshold is: 0.00365896900975644"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.344945304085071"
[1] "Newton iter: 1, lambda:0.254925243758008, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.256216824640152, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256217093524592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256217093524603, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.256217093524592"
[1] "Starting iterative with newton 0.256217093524592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.090280915737014, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910148807256816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910149291812512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910149291812514, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0910149291812512"
[1] "Starting iterative with newton 0.0910149291812512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0783970353878755, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0789202177909473, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0789202410796155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0789202410796156, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0789202410796155"
[1] "Starting iterative with newton 0.0789202410796155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0775377851067057, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780471939475488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.078047215924845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078047215924845, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.078047215924845"
[1] "Starting iterative with newton 0.078047215924845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0774758472857438, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0779842709119837, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0779842927970228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0779842927970228, diff to last: 0"
[1] "Final threshold is: 0.00294760963580122"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.220122549362455"
[1] "Newton iter: 1, lambda:0.343960435726133, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.3474606939499, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.34746344947127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347463449472977, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34746344947127"
[1] "Starting iterative with newton 0.34746344947127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125019461098533, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126704383238493, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126704688693845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126704688693855, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.126704688693845"
[1] "Starting iterative with newton 0.126704688693845"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107971670874635, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109156051298937, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109156193639446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109156193639448, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109156193639446"
[1] "Starting iterative with newton 0.109156193639446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106604985432272, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107753582013899, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107753715196499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107753715196501, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107753715196499"
[1] "Starting iterative with newton 0.107753715196499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10649573433607, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107641497301519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107641629772853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107641629772855, diff to last: 0"
[1] "Final threshold is: 0.00406858219459198"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.508123607818467"
[1] "Newton iter: 1, lambda:0.515278416081425, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.515295444766334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515295444862625, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.515295444862625"
[1] "Starting iterative with newton 0.515295444862625"
[1] "Starting newton at: 0.229968836765958"
[1] "Newton iter: 1, lambda:0.202806341919029, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.202928784450334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.202928786940867, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.202928784450334"
[1] "Starting iterative with newton 0.202928784450334"
[1] "Starting newton at: 0.233875262362469"
[1] "Newton iter: 1, lambda:0.17016748879479, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.17077131301444, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.170771367344406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170771367344406, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.170771367344406"
[1] "Starting iterative with newton 0.170771367344406"
[1] "Starting newton at: 0.246543347759233"
[1] "Newton iter: 1, lambda:0.166417392755805, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.167361522558824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.167361653906017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16736165390602, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16736165390602"
[1] "Starting iterative with newton 0.16736165390602"
[1] "Starting newton at: 0.249953061197619"
[1] "Newton iter: 1, lambda:0.165962693621979, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.166998744326658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.166998902307487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16699890230749, diff to last: 0"
[1] "Final threshold is: 0.00631213743120046"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.36584809505104"
[1] "Starting iterative with newton 3.36584809505104"
[1] "Starting newton at: 0.657670466312521"
[1] "Newton iter: 1, lambda:0.579191377713203, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.581374672963168, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.581376405424371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581376405425461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.581376405424371"
[1] "Starting iterative with newton 0.581376405424371"
[1] "Starting newton at: 0.355481967221047"
[1] "Newton iter: 1, lambda:0.238840828231741, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.241537700987354, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.241539154233856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241539154234278, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241539154233856"
[1] "Starting iterative with newton 0.241539154233856"
[1] "Starting newton at: 0.361060018434543"
[1] "Newton iter: 1, lambda:0.193215387064369, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.198185323419817, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.198189715552367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198189715555797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198189715555797"
[1] "Starting iterative with newton 0.198189715555797"
[1] "Starting newton at: 0.372598791155402"
[1] "Newton iter: 1, lambda:0.186660516180532, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.192660689581854, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.192666990862707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192666990869655, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192666990869655"
[1] "Starting iterative with newton 0.192666990869655"
[1] "Starting newton at: 0.373777567069546"
[1] "Newton iter: 1, lambda:0.185839907865644, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.191957088352821, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.191963624477687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191963624485148, diff to last: 0"
[1] "Final threshold is: 0.0072557409824374"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.99019815473679"
[1] "Starting iterative with newton 2.99019815473679"
[1] "Starting newton at: 0.505693481961085"
[1] "Newton iter: 1, lambda:0.605615037761916, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.609525841403706, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.609531672817598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609531672830547, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.609531672817598"
[1] "Starting iterative with newton 0.609531672817598"
[1] "Starting newton at: 0.279581732267335"
[1] "Newton iter: 1, lambda:0.293837203840404, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.293884916180368, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293884916714227, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.293884916180368"
[1] "Starting iterative with newton 0.293884916180368"
[1] "Starting newton at: 0.313816274291648"
[1] "Newton iter: 1, lambda:0.246207784529183, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.24717826062789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247178461509877, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247178461509885, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.247178461509877"
[1] "Starting iterative with newton 0.247178461509877"
[1] "Starting newton at: 0.310086010698744"
[1] "Newton iter: 1, lambda:0.239084904617496, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.240139304123124, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240139537714031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240139537714042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240139537714031"
[1] "Starting iterative with newton 0.240139537714031"
[1] "Starting newton at: 0.31649161739851"
[1] "Newton iter: 1, lambda:0.237783766773732, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.239075847851727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239076197825715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239076197825741, diff to last: 0"
[1] "Final threshold is: 0.00903647746394258"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.21676380500356"
[1] "Starting iterative with newton 2.21676380500356"
[1] "Starting newton at: 0.583763343464375"
[1] "Newton iter: 1, lambda:0.673956486278517, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.677811890723926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.677818760300912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677818760322695, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677818760300912"
[1] "Starting iterative with newton 0.677818760300912"
[1] "Starting newton at: 0.291049150964526"
[1] "Newton iter: 1, lambda:0.388770254177973, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.39177217419239, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.39177498094141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391774980943863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.39177498094141"
[1] "Starting iterative with newton 0.39177498094141"
[1] "Starting newton at: 0.269832766368099"
[1] "Newton iter: 1, lambda:0.335799063686928, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.337042977161969, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.337043417286637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337043417286692, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337043417286637"
[1] "Starting iterative with newton 0.337043417286637"
[1] "Starting newton at: 0.268313072796256"
[1] "Newton iter: 1, lambda:0.325499338843778, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.326416570531783, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326416805533569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326416805533584, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326416805533584"
[1] "Starting iterative with newton 0.326416805533584"
[1] "Starting newton at: 0.262226178335239"
[1] "Newton iter: 1, lambda:0.323305168533962, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.324347985126825, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324348287811468, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324348287811493, diff to last: 0"
[1] "Final threshold is: 0.0122595474578091"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.78497046622568"
[1] "Starting iterative with newton 1.78497046622568"
[1] "Starting newton at: 0.786030252660491"
[1] "Newton iter: 1, lambda:0.72446635373296, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.726335557997843, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.726337322956367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.72633732295794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.726337322956367"
[1] "Starting iterative with newton 0.726337322956367"
[1] "Starting newton at: 0.514515993206981"
[1] "Newton iter: 1, lambda:0.486237297947091, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.486544165463306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.48654420179823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48654420179823, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.48654420179823"
[1] "Starting iterative with newton 0.48654420179823"
[1] "Starting newton at: 0.524800500327542"
[1] "Newton iter: 1, lambda:0.425652984695589, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.429113416593391, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.429117707014491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429117707021083, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429117707014491"
[1] "Starting iterative with newton 0.429117707014491"
[1] "Starting newton at: 0.531768806242588"
[1] "Newton iter: 1, lambda:0.410136834155878, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.415229763316965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.415238884402918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415238884432153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.415238884402918"
[1] "Starting iterative with newton 0.415238884402918"
[1] "Starting newton at: 0.536493902176709"
[1] "Newton iter: 1, lambda:0.406044282583002, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.411866710235227, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.411878577295288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411878577344547, diff to last: 0"
[1] "Final threshold is: 0.0155679717006709"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.74159663410326"
[1] "Starting iterative with newton 1.74159663410326"
[1] "Starting newton at: 0.841613936277209"
[1] "Newton iter: 1, lambda:0.677297128327709, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.689115233238291, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.689180659039821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689180661037156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689180661037156"
[1] "Starting iterative with newton 0.689180661037156"
[1] "Starting newton at: 0.490865725442045"
[1] "Newton iter: 1, lambda:0.482198099020061, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.482225626879467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.482225627157589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.482225627157589"
[1] "Starting iterative with newton 0.482225627157589"
[1] "Starting newton at: 0.469371137944963"
[1] "Newton iter: 1, lambda:0.437553145245424, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.437902516917131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.437902559267812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437902559267813, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437902559267813"
[1] "Starting iterative with newton 0.437902559267813"
[1] "Starting newton at: 0.466015688187517"
[1] "Newton iter: 1, lambda:0.427669099834691, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.428169799379284, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.428169885286765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428169885286768, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.428169885286765"
[1] "Starting iterative with newton 0.428169885286765"
[1] "Starting newton at: 0.466422607697631"
[1] "Newton iter: 1, lambda:0.425450853515617, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.426020649805582, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.426020760753984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426020760753988, diff to last: 0"
[1] "Final threshold is: 0.0161025105750237"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32645379102085"
[1] "Starting iterative with newton 1.32645379102085"
[1] "Starting newton at: 0.93434063100385"
[1] "Newton iter: 1, lambda:0.782490786282829, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.794629124070535, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.794712768360082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.794712772312886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.794712768360082"
[1] "Starting iterative with newton 0.794712768360082"
[1] "Starting newton at: 0.639389446059631"
[1] "Newton iter: 1, lambda:0.650189954406203, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.650247931322964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.650247932988342, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.650247931322964"
[1] "Starting iterative with newton 0.650247931322964"
[1] "Starting newton at: 0.667650542910697"
[1] "Newton iter: 1, lambda:0.607505953172922, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.609197438834742, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.609198800956169, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609198800957052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.609198800956169"
[1] "Starting iterative with newton 0.609198800956169"
[1] "Starting newton at: 0.673777205417118"
[1] "Newton iter: 1, lambda:0.594499804685126, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.597388158908979, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.597392084917157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597392084924405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.597392084917157"
[1] "Starting iterative with newton 0.597392084917157"
[1] "Starting newton at: 0.673786400411945"
[1] "Newton iter: 1, lambda:0.590830752561045, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.593979402866307, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.593984052582933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.593984052593065, diff to last: 0"
[1] "Final threshold is: 0.0224510994988778"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.916156389154555"
[1] "Starting iterative with newton 0.916156389154555"
[1] "Starting newton at: 1.00499156362375"
[1] "Newton iter: 1, lambda:0.933157310400954, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.936625404301148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.93663382672824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936633826777828, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.93663382672824"
[1] "Starting iterative with newton 0.93663382672824"
[1] "Starting newton at: 1.00816322763408"
[1] "Newton iter: 1, lambda:0.94114055169783, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.944183455086283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.944189972945959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.944189972975818, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.944189972945959"
[1] "Starting iterative with newton 0.944189972945959"
[1] "Starting newton at: 1.01131268307377"
[1] "Newton iter: 1, lambda:0.943878979454181, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.946964307923522, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.946971022373932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.946971022405682, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.946971022373932"
[1] "Starting iterative with newton 0.946971022373932"
[1] "Starting newton at: 1.01233531979202"
[1] "Newton iter: 1, lambda:0.944899258133462, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.947986907249282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.947993636762864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.94799363679478, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.94799363679478"
[1] "Starting iterative with newton 0.94799363679478"
[1] "Starting newton at: 1.01226704457183"
[1] "Newton iter: 1, lambda:0.945318148422817, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.948362986739086, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.948369532561935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.948369532592141, diff to last: 0"
[1] "Final threshold is: 0.0358459770835618"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.01404901985537"
[1] "Starting iterative with newton 1.01404901985537"
[1] "Starting newton at: 0.866599373136886"
[1] "Newton iter: 1, lambda:0.825789771467429, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.826756737274361, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.826757290265553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.826757290265734, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.826757290265553"
[1] "Starting iterative with newton 0.826757290265553"
[1] "Starting newton at: 0.841158317291062"
[1] "Newton iter: 1, lambda:0.770925079561752, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.773632852168069, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.773637000920391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.77363700093012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.773637000920391"
[1] "Starting iterative with newton 0.773637000920391"
[1] "Starting newton at: 0.826375731561311"
[1] "Newton iter: 1, lambda:0.755431846310563, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.758160125103094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.758164282254369, diff to last: 0"
[1] "Newton iter: 4, lambda:0.758164282264011, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.758164282254369"
[1] "Starting iterative with newton 0.758164282254369"
[1] "Starting newton at: 0.822005360629977"
[1] "Newton iter: 1, lambda:0.750883068791219, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.753615015797614, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.753619168179286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753619168188869, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.753619168179286"
[1] "Starting iterative with newton 0.753619168179286"
[1] "Starting newton at: 0.81964061336055"
[1] "Newton iter: 1, lambda:0.74963118447447, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.75227677014253, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.752280659627122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.752280659635521, diff to last: 0"
[1] "Final threshold is: 0.0284343121109698"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05904575934811"
[1] "Newton iter: 1, lambda:1.08888835173603, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.08965552665832, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.08965602478548, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08965602478569, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08965602478569"
[1] "Starting iterative with newton 1.08965602478569"
[1] "Starting newton at: 1.09915552526081"
[1] "Newton iter: 1, lambda:1.25945636965403, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.28633899988219, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.28703895723703, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2870394224976, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28703942249781, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28703942249781"
[1] "Starting iterative with newton 1.28703942249781"
[1] "Starting newton at: 1.52014716217161"
[1] "Newton iter: 1, lambda:1.35110496895326, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.37530113724333, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.37589646566196, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.37589681913404, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37589681913416, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.37589681913404"
[1] "Starting iterative with newton 1.37589681913404"
[1] "Starting newton at: 1.53492881742063"
[1] "Newton iter: 1, lambda:1.39810504745393, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.41478112088066, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.41506833904946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41506842306185, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41506842306186, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.41506842306185"
[1] "Starting iterative with newton 1.41506842306185"
[1] "Starting newton at: 1.52353947778297"
[1] "Newton iter: 1, lambda:1.42260017223833, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.4320959669206, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.43218939381744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.432189402787, diff to last: 0"
[1] "Final threshold is: 0.0541331479211639"
threshold is:
[{'ad': 0.0009307799845458057, 'da': 0.002207727695273386, 'dd': 0.003658969009756444}, {'ad': 0.002947609635801216, 'da': 0.004068582194591979, 'dd': 0.006312137431200461}, {'ad': 0.0072557409824374015, 'da': 0.009036477463942582, 'dd': 0.01225954745780913}, {'ad': 0.015567971700670901, 'da': 0.016102510575023748, 'dd': 0.022451099498877757}, {'ad': 0.03584597708356183, 'da': 0.0284343121109698, 'dd': 0.05413314792116392}]
Number of points in noise estimation: 128
Estimated noise: 0.03779747857011722
0.03779747857011722
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.9181589832861"
[1] "Starting iterative with newton 34.9181589832861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.8679368692472"
[1] "Starting iterative with newton 16.8679368692472"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.14820712658482"
[1] "Starting iterative with newton 9.14820712658482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.36549273403841"
[1] "Starting iterative with newton 8.36549273403841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.85918139015569"
[1] "Starting iterative with newton 5.85918139015569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.94049296677667"
[1] "Starting iterative with newton 3.94049296677667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36584809505104"
[1] "Starting iterative with newton 3.36584809505104"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.99019815473679"
[1] "Starting iterative with newton 2.99019815473679"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.21676380500356"
[1] "Starting iterative with newton 2.21676380500356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78497046622568"
[1] "Starting iterative with newton 1.78497046622568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74159663410326"
[1] "Starting iterative with newton 1.74159663410326"
[1] "Starting newton at: 2.06155655268511"
[1] "Newton iter: 1, lambda:1.57959485636039, diff to last: 0.482"
[1] "Newton iter: 2, lambda:1.5229441708504, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.5205276246378, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52052294435654, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52052294433895, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52052294435654"
[1] "Starting iterative with newton 1.52052294435654"
[1] "Starting newton at: 1.85030778615444"
[1] "Newton iter: 1, lambda:1.44629584671728, diff to last: 0.404"
[1] "Newton iter: 2, lambda:1.36953005568341, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.36373844490528, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.3637033157614, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36370331446477, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36370331446477"
[1] "Starting iterative with newton 1.36370331446477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32645379102085"
[1] "Starting iterative with newton 1.32645379102085"
[1] "Starting newton at: 1.53030820088143"
[1] "Newton iter: 1, lambda:1.31916662387388, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.28132068494431, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.27970107086783, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2796980318396, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27969803182889, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27969803182889"
[1] "Starting iterative with newton 1.27969803182889"
[1] "Starting newton at: 1.4669644367905"
[1] "Newton iter: 1, lambda:1.26088149535711, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.21936020454893, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.21717863825204, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.21717248955563, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21717248950675, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21717248950675"
[1] "Starting iterative with newton 1.21717248950675"
[1] "Starting newton at: 1.41325846899192"
[1] "Newton iter: 1, lambda:1.19266772231463, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.13859832472994, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.1343351803445, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.13430813403072, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13430813294176, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.13430813294176"
[1] "Starting iterative with newton 1.13430813294176"
[1] "Starting newton at: 1.35395315526184"
[1] "Newton iter: 1, lambda:1.11915894781452, diff to last: 0.235"
[1] "Newton iter: 2, lambda:1.04910995972624, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.0407306190797, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.04060818818355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.04060816208217, diff to last: 0"
[1] "Newton iter: 6, lambda:1.04060816208217, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.04060816208217"
[1] "Starting iterative with newton 1.04060816208217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916156389154555"
[1] "Starting iterative with newton 0.916156389154555"
[1] "Starting newton at: 1.23620572294256"
[1] "Newton iter: 1, lambda:1.23995989450111, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.23994297146435, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23994297112108, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23994297112108"
[1] "Starting iterative with newton 1.23994297112108"
[1] "Starting newton at: 1.55678519410684"
[1] "Newton iter: 1, lambda:1.58292667524887, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.58252910387975, diff to last: 0"
[1] "Newton iter: 3, lambda:1.58252901630861, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58252901630861, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58252901630861"
[1] "Starting iterative with newton 1.58252901630861"
[1] "Starting newton at: 1.74569565173937"
[1] "Newton iter: 1, lambda:1.82811875306971, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.82592487622194, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82592373688891, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8259237368886, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8259237368886"
[1] "Starting iterative with newton 1.8259237368886"
[1] "Starting newton at: 1.98902079617905"
[1] "Newton iter: 1, lambda:1.96481727180277, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.96476858461117, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96476858435907, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96476858461117"
[1] "Starting iterative with newton 1.96476858461117"
[1] "Starting newton at: 2.11093474392249"
[1] "Newton iter: 1, lambda:2.03385791952299, diff to last: 0.077"
[1] "Newton iter: 2, lambda:2.0339541227265, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03395412224915, diff to last: 0"
[1] "Final threshold is: 0.076878337348314"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01404901985537"
[1] "Starting iterative with newton 1.01404901985537"
[1] "Starting newton at: 1.40541125319852"
[1] "Newton iter: 1, lambda:1.31622014412745, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.30827938342892, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.30821092528533, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30821092017261, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30821092017261"
[1] "Starting iterative with newton 1.30821092017261"
[1] "Starting newton at: 1.51334915126835"
[1] "Newton iter: 1, lambda:1.57844879321048, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.57559189112443, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57558686443021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57558686441457, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57558686441457"
[1] "Starting iterative with newton 1.57558686441457"
[1] "Starting newton at: 1.7823305751554"
[1] "Newton iter: 1, lambda:1.74159766358887, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.74100061665114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74100047366834, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74100047366833, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74100047366834"
[1] "Starting iterative with newton 1.74100047366834"
[1] "Starting newton at: 1.9466691508998"
[1] "Newton iter: 1, lambda:1.83523823104468, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.8328324608952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.83283071473649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83283071473556, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83283071473556"
[1] "Starting iterative with newton 1.83283071473556"
[1] "Starting newton at: 2.02825998858986"
[1] "Newton iter: 1, lambda:1.88293725602915, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.88035811633024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.88035640776415, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8803564077634, diff to last: 0"
[1] "Final threshold is: 0.0710727310266196"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0377974785701172"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.47079378375747"
[1] "Newton iter: 1, lambda:1.61334140207244, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.60009575281239, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.60000408929263, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60000408478259, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60000408478259"
[1] "Starting iterative with newton 1.60000408478259"
[1] "Starting newton at: 2.20673441406936"
[1] "Newton iter: 1, lambda:2.12880031776993, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.13039863487161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.13039914327837, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13039914327842, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13039914327842"
[1] "Starting iterative with newton 2.13039914327842"
[1] "Starting newton at: 2.39272987214916"
[1] "Newton iter: 1, lambda:2.36843832964887, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.36865238548885, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36865240144987, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36865240144987, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36865240144987"
[1] "Starting iterative with newton 2.36865240144987"
[1] "Starting newton at: 2.50994346524298"
[1] "Newton iter: 1, lambda:2.47533205864142, diff to last: 0.035"
[1] "Newton iter: 2, lambda:2.47582292697399, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47582302192121, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47582302192121, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47582302192121"
[1] "Starting iterative with newton 2.47582302192121"
[1] "Starting newton at: 2.59782780390206"
[1] "Newton iter: 1, lambda:2.51215239643499, diff to last: 0.086"
[1] "Newton iter: 2, lambda:2.51537388808639, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.51537811904663, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51537811905396, diff to last: 0"
[1] "Final threshold is: 0.0950749505504069"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.07687833734831401, 'da': 0.07107273102661957, 'dd': 0.09507495055040689}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505914540229659. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016823300754818783
0.016823300754818783
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.4518083052554"
[1] "Starting iterative with newton 78.4518083052554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.8977640374668"
[1] "Starting iterative with newton 37.8977640374668"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.5535862350342"
[1] "Starting iterative with newton 20.5535862350342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.7950353471936"
[1] "Starting iterative with newton 18.7950353471936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.1640209172035"
[1] "Starting iterative with newton 13.1640209172035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.85323876913852"
[1] "Starting iterative with newton 8.85323876913852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.56216470816652"
[1] "Starting iterative with newton 7.56216470816652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.7181792872421"
[1] "Starting iterative with newton 6.7181792872421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.98047818533077"
[1] "Starting iterative with newton 4.98047818533077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.01035349297504"
[1] "Starting iterative with newton 4.01035349297504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.91290403795765"
[1] "Starting iterative with newton 3.91290403795765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.980188577203"
[1] "Starting iterative with newton 2.980188577203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05835953304386"
[1] "Starting iterative with newton 2.05835953304386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27829821600573"
[1] "Starting iterative with newton 2.27829821600573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.51539892499976"
[1] "Starting iterative with newton 1.51539892499976"
[1] "Starting newton at: 1.7733212293835"
[1] "Newton iter: 1, lambda:1.43723768129041, diff to last: 0.336"
[1] "Newton iter: 2, lambda:1.3794504127643, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.37629246693696, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37628253669851, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37628253660011, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37628253660011"
[1] "Starting iterative with newton 1.37628253660011"
[1] "Starting newton at: 1.62664643689775"
[1] "Newton iter: 1, lambda:1.31304765064996, diff to last: 0.314"
[1] "Newton iter: 2, lambda:1.2400300632218, diff to last: 0.073"
[1] "Newton iter: 3, lambda:1.23355458763533, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.23350122267469, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23350121904285, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23350121904285"
[1] "Starting iterative with newton 1.23350121904285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.505914540229659. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016823300754818783
0.016823300754818783
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374570563791403, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374849275469664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374849275623914, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374849275469664"
[1] "Starting iterative with newton 0.0374849275469664"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00843328745279249, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00843409480317619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00843409480318359, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00843409480317619"
[1] "Starting iterative with newton 0.00843409480317619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00813691673334484, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00813765568740516, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00813765568741126, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00813765568741126"
[1] "Starting iterative with newton 0.00813765568741126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00813391851284456, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00813465679296388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00813465679296996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00813465679296388"
[1] "Starting iterative with newton 0.00813465679296388"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00813388818438341, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00813462645768732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0081346264576934, diff to last: 0"
[1] "Final threshold is: 0.00013685126742578"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.00438394727087088"
[1] "Newton iter: 1, lambda:0.0727124097517325, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0729098408126564, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0729098424589995, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0729098424589995"
[1] "Starting iterative with newton 0.0729098424589995"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036523006068743, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0365601376021792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0365601376405479, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0365601376021792"
[1] "Starting iterative with newton 0.0365601376021792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359445735123764, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359802532366148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359802532717616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0359802532717616"
[1] "Starting iterative with newton 0.0359802532717616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359352972720105, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359709540024339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359709540375309, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0359709540024339"
[1] "Starting iterative with newton 0.0359709540024339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0359351485025616, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359708048642908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359708048993871, diff to last: 0"
[1] "Final threshold is: 0.000605147668624863"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.137908015130552"
[1] "Newton iter: 1, lambda:0.129949807148804, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.129954627343711, diff to last: 0"
[1] "Newton iter: 3, lambda:0.12995462734548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.129954627343711"
[1] "Starting iterative with newton 0.129954627343711"
[1] "Starting newton at: 0.0321712363102563"
[1] "Newton iter: 1, lambda:0.0488405849803337, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0488528066819911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488528066885603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0488528066819911"
[1] "Starting iterative with newton 0.0488528066819911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0460172750195006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0461082068782738, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0461082072332823, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0461082068782738"
[1] "Starting iterative with newton 0.0461082068782738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459239805939914, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460144693002563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460144696515229, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460144696515229"
[1] "Starting iterative with newton 0.0460144696515229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459207934260834, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460112670174124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460112673685518, diff to last: 0"
[1] "Final threshold is: 0.000774061383144202"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.100536136975337"
[1] "Newton iter: 1, lambda:0.140473056605662, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.140611804100034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140611805769884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.140611804100034"
[1] "Starting iterative with newton 0.140611804100034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263238983013045, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263444019677842, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026344401980225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0263444019677842"
[1] "Starting iterative with newton 0.0263444019677842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236922811726098, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237078227121514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237078227188397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0237078227121514"
[1] "Starting iterative with newton 0.0237078227121514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236331879607505, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.023648627915209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0236486279217999, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.023648627915209"
[1] "Starting iterative with newton 0.023648627915209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0236318621196471, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0236472997996893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0236472998062779, diff to last: 0"
[1] "Final threshold is: 0.000397825636569538"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.182333570431376"
[1] "Newton iter: 1, lambda:0.16310012299972, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.16313588543664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.163135885560486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163135885560486"
[1] "Starting iterative with newton 0.163135885560486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0462785862457283, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0463786616450326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463786621130815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463786621130815"
[1] "Starting iterative with newton 0.0463786621130815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0424287375924837, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0425079563842818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425079566604943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0425079563842818"
[1] "Starting iterative with newton 0.0425079563842818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0423019579439224, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423805455320315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042380545803313, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0423805455320315"
[1] "Starting iterative with newton 0.0423805455320315"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422977855091565, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423763523827458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423763526538663, diff to last: 0"
[1] "Final threshold is: 0.000712910121027114"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.218391650055486, diff to last: 0.218"
[1] "Newton iter: 2, lambda:0.225372782495646, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.225379851584054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.225379851591298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.225379851591298"
[1] "Starting iterative with newton 0.225379851591298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0854923539590102, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0860593756533833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0860594005726348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0860594005726349, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0860594005726348"
[1] "Starting iterative with newton 0.0860594005726348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772770111363781, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0777219904752367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0777220052205747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0777220052205747, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0777220052205747"
[1] "Starting iterative with newton 0.0777220052205747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.076782681340779, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0772208542394561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.077220868500582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.077220868500582, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.077220868500582"
[1] "Starting iterative with newton 0.077220868500582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0767529605068591, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0771907261050548, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0771907403374804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0771907403374804, diff to last: 0"
[1] "Final threshold is: 0.00129860304018455"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.458039183648066"
[1] "Newton iter: 1, lambda:0.282675263467021, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.28806132843339, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.28806654869212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.288066548697021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.288066548697021"
[1] "Starting iterative with newton 0.288066548697021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0951221296200464, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958746975621494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0958747446466497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958747446466499, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0958747446466497"
[1] "Starting iterative with newton 0.0958747446466497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0844994444000789, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0850537836285852, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0850538074809136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0850538074809137, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0850538074809136"
[1] "Starting iterative with newton 0.0850538074809136"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0838953283844947, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0844396111008244, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0844396340050031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0844396340050031, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0844396340050031"
[1] "Starting iterative with newton 0.0844396340050031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0838610164119684, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0844047317215878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084404754572912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.084404754572912, diff to last: 0"
[1] "Final threshold is: 0.00141996657131676"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.302336856557651"
[1] "Newton iter: 1, lambda:0.346601020827413, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.34701526398841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.34701530001893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34701530001893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.34701530001893"
[1] "Starting iterative with newton 0.34701530001893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119370891182027, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12086947982395, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120869715731116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120869715731122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120869715731116"
[1] "Starting iterative with newton 0.120869715731116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103532743547278, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104575264716359, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104575370369042, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104575370369043, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104575370369042"
[1] "Starting iterative with newton 0.104575370369042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102386856530582, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103400365095548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103400464359787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103400464359788, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103400464359788"
[1] "Starting iterative with newton 0.103400464359788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102304181546254, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.103315617271679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103315716087917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103315716087918, diff to last: 0"
[1] "Final threshold is: 0.0017381113644465"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.340425466114791"
[1] "Newton iter: 1, lambda:0.440153295285983, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.442902825329672, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.442904878248588, diff to last: 0"
[1] "Newton iter: 4, lambda:0.442904878249732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.442904878248588"
[1] "Starting iterative with newton 0.442904878248588"
[1] "Starting newton at: 0.30706597558539"
[1] "Newton iter: 1, lambda:0.161518269275744, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.164438220986359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164439404054061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164439404054255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.164439404054061"
[1] "Starting iterative with newton 0.164439404054061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13599567396401, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138340684515874, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138341381106028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138341381106089, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138341381106089"
[1] "Starting iterative with newton 0.138341381106089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133641221869078, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135884963632364, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135885595566639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135885595566689, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135885595566639"
[1] "Starting iterative with newton 0.135885595566639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133419531258733, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135653883754718, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135654509869874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135654509869923, diff to last: 0"
[1] "Final threshold is: 0.00228215661828842"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.01035349297504"
[1] "Starting iterative with newton 4.01035349297504"
[1] "Starting newton at: 0.70126371101354"
[1] "Newton iter: 1, lambda:0.560522041992525, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.567115200033708, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.567130356439209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567130356519155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567130356439209"
[1] "Starting iterative with newton 0.567130356439209"
[1] "Starting newton at: 0.380990459829693"
[1] "Newton iter: 1, lambda:0.201302837309768, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.206777305042858, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.206782443964784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206782443969311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206782443964784"
[1] "Starting iterative with newton 0.206782443964784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163372910033032, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.167419059136179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.167421538779813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167421538780744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.167421538779813"
[1] "Starting iterative with newton 0.167421538779813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159296192812289, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.163087415042678, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163089560988358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163089560989046, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.163089560989046"
[1] "Starting iterative with newton 0.163089560989046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158846244985023, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.16261001880439, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.162612130423884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162612130424548, diff to last: 0"
[1] "Final threshold is: 0.00273567277650281"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.91290403795765"
[1] "Starting iterative with newton 3.91290403795765"
[1] "Starting newton at: 0.710356735013019"
[1] "Newton iter: 1, lambda:0.54089432528119, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.549924655090679, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.549951774161594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549951774405566, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.549951774161594"
[1] "Starting iterative with newton 0.549951774161594"
[1] "Starting newton at: 0.341198634346211"
[1] "Newton iter: 1, lambda:0.224597241670867, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.227065436260579, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227066552147964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227066552148192, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227066552147964"
[1] "Starting iterative with newton 0.227066552147964"
[1] "Starting newton at: 0.334051998404316"
[1] "Newton iter: 1, lambda:0.185044588064115, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.188710666590243, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.188712903962198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188712903963031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188712903962198"
[1] "Starting iterative with newton 0.188712903962198"
[1] "Starting newton at: 0.313709787879408"
[1] "Newton iter: 1, lambda:0.181211060228712, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.184078719696487, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.184080071858899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184080071859199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.184080071859199"
[1] "Starting iterative with newton 0.184080071859199"
[1] "Starting newton at: 0.313371823482449"
[1] "Newton iter: 1, lambda:0.180644591985011, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.183517931427282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.183519286913856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183519286914158, diff to last: 0"
[1] "Final threshold is: 0.00308740015806168"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.980188577203"
[1] "Starting iterative with newton 2.980188577203"
[1] "Starting newton at: 0.580389565208025"
[1] "Newton iter: 1, lambda:0.603466835924408, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.60367060092899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.603670616709029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603670616709029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.603670616709029"
[1] "Starting iterative with newton 0.603670616709029"
[1] "Starting newton at: 0.305763987223366"
[1] "Newton iter: 1, lambda:0.292733966892444, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.292773482034932, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292773482398754, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.292773482034932"
[1] "Starting iterative with newton 0.292773482034932"
[1] "Starting newton at: 0.309517493185359"
[1] "Newton iter: 1, lambda:0.246016641164469, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.246870048892796, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.246870203699228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246870203699233, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246870203699228"
[1] "Starting iterative with newton 0.246870203699228"
[1] "Starting newton at: 0.291773904522797"
[1] "Newton iter: 1, lambda:0.239374350877303, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.239947704959259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.23994777382918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239947773829181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23994777382918"
[1] "Starting iterative with newton 0.23994777382918"
[1] "Starting newton at: 0.285211754061875"
[1] "Newton iter: 1, lambda:0.238444502349026, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.238900406838344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238900450286483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238900450286484, diff to last: 0"
[1] "Final threshold is: 0.00401909412563114"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05835953304386"
[1] "Starting iterative with newton 2.05835953304386"
[1] "Starting newton at: 0.535532592078298"
[1] "Newton iter: 1, lambda:0.665000219733424, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.672773703625387, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.672800786537385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672800786865287, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672800786865287"
[1] "Starting iterative with newton 0.672800786865287"
[1] "Starting newton at: 0.268598339017089"
[1] "Newton iter: 1, lambda:0.407598459614624, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.414035363339714, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.414048978267941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.414048978328795, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.414048978267941"
[1] "Starting iterative with newton 0.414048978267941"
[1] "Starting newton at: 0.280644250471759"
[1] "Newton iter: 1, lambda:0.358858126075893, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.360730315843715, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360731381200211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360731381200556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.360731381200211"
[1] "Starting iterative with newton 0.360731381200211"
[1] "Starting newton at: 0.285613406117807"
[1] "Newton iter: 1, lambda:0.348398837869224, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.349583041899783, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349583460907805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349583460907857, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.349583460907805"
[1] "Starting iterative with newton 0.349583460907805"
[1] "Starting newton at: 0.287702563391133"
[1] "Newton iter: 1, lambda:0.346221404945609, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.347246021489913, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.347246334038075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.347246334038104, diff to last: 0"
[1] "Final threshold is: 0.0058418295135308"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.27829821600573"
[1] "Starting iterative with newton 2.27829821600573"
[1] "Starting newton at: 0.543972755820192"
[1] "Newton iter: 1, lambda:0.622546348255318, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.62505697434679, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.625059481787668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625059481790168, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625059481787668"
[1] "Starting iterative with newton 0.625059481787668"
[1] "Starting newton at: 0.258786514965227"
[1] "Newton iter: 1, lambda:0.368023073500943, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.371526716212684, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.371530281532971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371530281536661, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371530281532971"
[1] "Starting iterative with newton 0.371530281532971"
[1] "Starting newton at: 0.283702495656073"
[1] "Newton iter: 1, lambda:0.324787115995586, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.325246332768314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32524638992793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325246389927931, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.32524638992793"
[1] "Starting iterative with newton 0.32524638992793"
[1] "Starting newton at: 0.294992936949891"
[1] "Newton iter: 1, lambda:0.316464345352696, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.31658786915461, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316587873234958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.31658786915461"
[1] "Starting iterative with newton 0.31658786915461"
[1] "Starting newton at: 0.295970315881853"
[1] "Newton iter: 1, lambda:0.314866309694351, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.31496171143768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314961713865402, diff to last: 0"
[1] "Final threshold is: 0.00529869559776854"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168233007548188"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.51539892499976"
[1] "Starting iterative with newton 1.51539892499976"
[1] "Starting newton at: 0.720491500558885"
[1] "Newton iter: 1, lambda:0.744999775304543, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.74531306521182, diff to last: 0"
[1] "Newton iter: 3, lambda:0.745313115957912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745313115957913, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745313115957912"
[1] "Starting iterative with newton 0.745313115957912"
[1] "Starting newton at: 0.4508523598247"
[1] "Newton iter: 1, lambda:0.556362770830488, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.561271760498414, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.561282178926263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561282178973136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.561282178926263"
[1] "Starting iterative with newton 0.561282178926263"
[1] "Starting newton at: 0.466499238757602"
[1] "Newton iter: 1, lambda:0.51273695836272, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.51362218006807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.513622501753361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.513622501753404, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.513622501753361"
[1] "Starting iterative with newton 0.513622501753361"
[1] "Starting newton at: 0.474041206615744"
[1] "Newton iter: 1, lambda:0.5007688823958, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.501059525047775, diff to last: 0"
[1] "Newton iter: 3, lambda:0.50105955924523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50105955924523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.50105955924523"
[1] "Starting iterative with newton 0.50105955924523"
[1] "Starting newton at: 0.473632075939126"
[1] "Newton iter: 1, lambda:0.497502271655166, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.49773310596964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.497733127461234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497733127461234, diff to last: 0"
[1] "Final threshold is: 0.00837351409891689"
threshold is:
[{'ad': 0.00013685126742577993, 'da': 0.0006051476686248633, 'dd': 0.0007740613831442025}, {'ad': 0.0003978256365695383, 'da': 0.0007129101210271139, 'dd': 0.0012986030401845542}, {'ad': 0.001419966571316764, 'da': 0.0017381113644464956, 'dd': 0.0022821566182884196}, {'ad': 0.0027356727765028123, 'da': 0.0030874001580616793, 'dd': 0.004019094125631139}, {'ad': 0.005841829513530798, 'da': 0.005298695597768537, 'dd': 0.008373514098916892}]
Number of points in noise estimation: 128
Estimated noise: 0.03779747857011722
0.03779747857011722
threshold is:
[{'ad': 0.01815093309156257, 'da': 0.003343125945012161, 'dd': 0.002727492164385434}, {'ad': 0.0003094945227610779, 'da': 0.004934937479936549, 'dd': 0.005467023967856665}, {'ad': 0.006925958423368073, 'da': 0.00653901005139576, 'dd': 0.014334461842512171}, {'ad': 0.011960701938315887, 'da': 0.016119125449357324, 'dd': 0.02273315416706645}, {'ad': 0.029010558352317917, 'da': 0.02669182952219367, 'dd': 0.036925624286504345}]
['baboon256', 0.025, 1, 0.00017609305544035537, 0.000541851576960151, 0.00043758171099967096, 0.005870943938036356, 0.0007105091997799957, 0.0007906598232466518, 0.0001715602930295121, 0.00017609305544035554, 37.54257770911784, 32.661196583595434, 33.589408379038474, 22.31292066704214, 31.484302943898257, 31.02010328972309, 37.65583220645884, 37.542577709117836]
baboon256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.03750878797794739
0.03750878797794739
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0732531661234369, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.073495612761131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0734956154140246, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0734956154140246"
[1] "Starting iterative with newton 0.0734956154140246"
[1] "Starting newton at: 0.0262101476053219"
[1] "Newton iter: 1, lambda:0.0175012976226084, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0175027060876201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0175027060876569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0175027060876569"
[1] "Starting iterative with newton 0.0175027060876569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169327517869627, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169378374996722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016937837500131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0169378374996722"
[1] "Starting iterative with newton 0.0169378374996722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169270873536385, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169321673294027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169321673298603, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0169321673294027"
[1] "Starting iterative with newton 0.0169321673294027"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0169270304964254, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0169321104146315, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0169321104150891, diff to last: 0"
[1] "Final threshold is: 0.000635102939561608"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.359773822066225"
[1] "Newton iter: 1, lambda:0.192518608317692, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.195818944303762, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195820257418387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195820257418594, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195820257418594"
[1] "Starting iterative with newton 0.195820257418594"
[1] "Starting newton at: 0.0158336436352784"
[1] "Newton iter: 1, lambda:0.0689672970546272, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0691414609292651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.069141462800632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0691414609292651"
[1] "Starting iterative with newton 0.0691414609292651"
[1] "Starting newton at: 0.0740278989961898"
[1] "Newton iter: 1, lambda:0.0644254595865712, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0644308242512929, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0644308242529673, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0644308242512929"
[1] "Starting iterative with newton 0.0644308242512929"
[1] "Starting newton at: 0.0787385356741619"
[1] "Newton iter: 1, lambda:0.0642410839768618, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.064253285931384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642532859400274, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.064253285931384"
[1] "Starting iterative with newton 0.064253285931384"
[1] "Starting newton at: 0.0789160739940708"
[1] "Newton iter: 1, lambda:0.0642340757530183, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.064246589323683, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642465893327727, diff to last: 0"
[1] "Final threshold is: 0.00240981169724828"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.24001756324108, diff to last: 0.24"
[1] "Newton iter: 2, lambda:0.248730081976386, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.24874138973068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248741389749708, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24874138973068"
[1] "Starting iterative with newton 0.24874138973068"
[1] "Starting newton at: 0.0902696319973086"
[1] "Newton iter: 1, lambda:0.101291431652022, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.10130369357091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.101303693586084, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.10130369357091"
[1] "Starting iterative with newton 0.10130369357091"
[1] "Starting newton at: 0.166955406209153"
[1] "Newton iter: 1, lambda:0.0898971288701357, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0904587854615448, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0904588153153367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0904588153153368, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0904588153153367"
[1] "Starting iterative with newton 0.0904588153153367"
[1] "Starting newton at: 0.177800284464726"
[1] "Newton iter: 1, lambda:0.0889240813719149, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0896674513973084, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0896675034308884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0896675034308887, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0896675034308887"
[1] "Starting iterative with newton 0.0896675034308887"
[1] "Starting newton at: 0.178591596349174"
[1] "Newton iter: 1, lambda:0.0888521530110973, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0896097531077344, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0896098071325898, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0896098071325901, diff to last: 0"
[1] "Final threshold is: 0.00336115525648107"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.397961162034947"
[1] "Newton iter: 1, lambda:0.254216204883252, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.257560773152042, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.257562620907323, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257562620907887, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.257562620907887"
[1] "Starting iterative with newton 0.257562620907887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0918689028970685, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0925574263040532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0925574649517016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0925574649517017, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0925574649517017"
[1] "Starting iterative with newton 0.0925574649517017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082152055946785, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0826738833204139, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0826739043669517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0826739043669517, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0826739043669517"
[1] "Starting iterative with newton 0.0826739043669517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0815633850808184, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0820760533539492, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0820760736010368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0820760736010368, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0820760736010368"
[1] "Starting iterative with newton 0.0820760736010368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0815277528527266, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0820398700666279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0820398902661597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0820398902661597, diff to last: 0"
[1] "Final threshold is: 0.00307721684972745"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.312212595131657"
[1] "Newton iter: 1, lambda:0.344397606000291, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.344634692190446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.344634704997645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344634704997645, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344634704997645"
[1] "Starting iterative with newton 0.344634704997645"
[1] "Starting newton at: 0.243804664675673"
[1] "Newton iter: 1, lambda:0.121421157020107, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.122974919950217, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122975171211245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122975171211252, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122975171211245"
[1] "Starting iterative with newton 0.122975171211245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105909081526611, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106997262435814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106997377245326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106997377245328, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.106997377245328"
[1] "Starting iterative with newton 0.106997377245328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104759011974316, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105818130175615, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105818238369728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105818238369729, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105818238369728"
[1] "Starting iterative with newton 0.105818238369728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104673968486297, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105730958807032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105731066525375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105731066525376, diff to last: 0"
[1] "Final threshold is: 0.00396584415698253"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.647981282595925"
[1] "Newton iter: 1, lambda:0.499315060877448, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.506302959791748, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.506319058763165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506319058848474, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.506319058848474"
[1] "Starting iterative with newton 0.506319058848474"
[1] "Starting newton at: 0.423752671809713"
[1] "Newton iter: 1, lambda:0.204933529957537, diff to last: 0.219"
[1] "Newton iter: 2, lambda:0.213194831389834, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.213206832825059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213206832850376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213206832825059"
[1] "Starting iterative with newton 0.213206832825059"
[1] "Starting newton at: 0.232292809888919"
[1] "Newton iter: 1, lambda:0.17771335638512, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.178192820110757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.178192857196773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178192857196773, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178192857196773"
[1] "Starting iterative with newton 0.178192857196773"
[1] "Starting newton at: 0.238462459335267"
[1] "Newton iter: 1, lambda:0.173289478418646, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.173965203152234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173965275985012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173965275985012, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.173965275985012"
[1] "Starting iterative with newton 0.173965275985012"
[1] "Starting newton at: 0.242690040547029"
[1] "Newton iter: 1, lambda:0.172675092640259, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.173453712325658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173453808895021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173453808895022, diff to last: 0"
[1] "Final threshold is: 0.00650604214181073"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.4527483805979"
[1] "Starting iterative with newton 3.4527483805979"
[1] "Starting newton at: 0.648776786100043"
[1] "Newton iter: 1, lambda:0.587755521781862, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.589100802594127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.589101469431508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589101469431671, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589101469431671"
[1] "Starting iterative with newton 0.589101469431671"
[1] "Starting newton at: 0.321923406226445"
[1] "Newton iter: 1, lambda:0.239765179948265, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.241087777661312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241088122181947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241088122181971, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241088122181971"
[1] "Starting iterative with newton 0.241088122181971"
[1] "Starting newton at: 0.271089572241828"
[1] "Newton iter: 1, lambda:0.197083149901058, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.198039428277885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198039588388797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198039588388802, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198039588388797"
[1] "Starting iterative with newton 0.198039588388797"
[1] "Starting newton at: 0.311798999689415"
[1] "Newton iter: 1, lambda:0.190070380972868, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.192613666906685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.192614782500417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192614782500631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192614782500417"
[1] "Starting iterative with newton 0.192614782500417"
[1] "Starting newton at: 0.314163678745293"
[1] "Newton iter: 1, lambda:0.18925588946627, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.191928320268478, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.191929549686691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191929549686951, diff to last: 0"
[1] "Final threshold is: 0.00719904478590102"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.04542196307898"
[1] "Starting iterative with newton 3.04542196307898"
[1] "Starting newton at: 0.493046166603884"
[1] "Newton iter: 1, lambda:0.606219073767819, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.611256330095749, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.611266016034196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611266016069953, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611266016069953"
[1] "Starting iterative with newton 0.611266016069953"
[1] "Starting newton at: 0.264456256420801"
[1] "Newton iter: 1, lambda:0.287209365228912, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.287329466188071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287329469528581, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.287329469528581"
[1] "Starting iterative with newton 0.287329469528581"
[1] "Starting newton at: 0.347249993391954"
[1] "Newton iter: 1, lambda:0.235708074948931, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.238302393419743, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.23830380798078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2383038079812, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23830380798078"
[1] "Starting iterative with newton 0.23830380798078"
[1] "Starting newton at: 0.340477385202705"
[1] "Newton iter: 1, lambda:0.228134949556466, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.230726472288048, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.230727861621365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230727861621764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230727861621365"
[1] "Starting iterative with newton 0.230727861621365"
[1] "Starting newton at: 0.345763919801779"
[1] "Newton iter: 1, lambda:0.226647572753882, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.229552476913229, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.229554218277479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229554218278105, diff to last: 0"
[1] "Final threshold is: 0.00861030050281342"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.29543145181063"
[1] "Starting iterative with newton 2.29543145181063"
[1] "Starting newton at: 0.718921186232953"
[1] "Newton iter: 1, lambda:0.689146516711694, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.68955510887409, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689555186630265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689555186630268, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689555186630265"
[1] "Starting iterative with newton 0.689555186630265"
[1] "Starting newton at: 0.279751300131071"
[1] "Newton iter: 1, lambda:0.380674046264121, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.383857011907811, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.383860150823725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383860150826777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.383860150826777"
[1] "Starting iterative with newton 0.383860150826777"
[1] "Starting newton at: 0.304982543794926"
[1] "Newton iter: 1, lambda:0.325740932172372, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.325861406116209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.32586141016776, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.325861406116209"
[1] "Starting iterative with newton 0.325861406116209"
[1] "Starting newton at: 0.287077316489269"
[1] "Newton iter: 1, lambda:0.314657326053058, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.314865682486047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314865694355558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314865694355558, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.314865694355558"
[1] "Starting iterative with newton 0.314865694355558"
[1] "Starting newton at: 0.27725419203388"
[1] "Newton iter: 1, lambda:0.312441064803497, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.312779000613246, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312779031713612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312779031713612, diff to last: 0"
[1] "Final threshold is: 0.0117319623844935"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.80916171364026"
[1] "Starting iterative with newton 1.80916171364026"
[1] "Starting newton at: 0.758709422050403"
[1] "Newton iter: 1, lambda:0.724381340638497, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.724967384609552, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.724967557610668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.724967557610684, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.724967557610668"
[1] "Starting iterative with newton 0.724967557610668"
[1] "Starting newton at: 0.521181225935087"
[1] "Newton iter: 1, lambda:0.480708021356615, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.48132880850877, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.4813289557143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.481328955714309, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.4813289557143"
[1] "Starting iterative with newton 0.4813289557143"
[1] "Starting newton at: 0.531623406849705"
[1] "Newton iter: 1, lambda:0.419665934102417, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.424015794798854, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.424022492733403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424022492749274, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.424022492733403"
[1] "Starting iterative with newton 0.424022492733403"
[1] "Starting newton at: 0.554289361872901"
[1] "Newton iter: 1, lambda:0.402589152843432, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.410371247834846, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.410392290454312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41039229060801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.41039229060801"
[1] "Starting iterative with newton 0.41039229060801"
[1] "Starting newton at: 0.271236484258007"
[1] "Newton iter: 1, lambda:0.401225417653116, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.407132509811021, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.407144575542771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407144575593073, diff to last: 0"
[1] "Final threshold is: 0.015271499562292"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.77161553398003"
[1] "Starting iterative with newton 1.77161553398003"
[1] "Starting newton at: 0.834971051729505"
[1] "Newton iter: 1, lambda:0.676015271771662, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.687072168435511, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.687129241456675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.687129242971808, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.687129241456675"
[1] "Starting iterative with newton 0.687129241456675"
[1] "Starting newton at: 0.480550770689346"
[1] "Newton iter: 1, lambda:0.475144065305426, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.475154670336807, diff to last: 0"
[1] "Newton iter: 3, lambda:0.475154670377649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.475154670336807"
[1] "Starting iterative with newton 0.475154670336807"
[1] "Starting newton at: 0.495805021097708"
[1] "Newton iter: 1, lambda:0.427772332017095, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.429341366208616, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.429342210947724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429342210947969, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.429342210947969"
[1] "Starting iterative with newton 0.429342210947969"
[1] "Starting newton at: 0.478987819802947"
[1] "Newton iter: 1, lambda:0.41796302243194, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.419211498325002, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.419212026291053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419212026291147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.419212026291147"
[1] "Starting iterative with newton 0.419212026291147"
[1] "Starting newton at: 0.480451235222054"
[1] "Newton iter: 1, lambda:0.415552102633929, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.416959224154994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.416959892915187, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416959892915338, diff to last: 0"
[1] "Final threshold is: 0.0156396602186634"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.28924627367273"
[1] "Starting iterative with newton 1.28924627367273"
[1] "Starting newton at: 0.69186801859613"
[1] "Newton iter: 1, lambda:0.775300881249363, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.779287467039993, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.779296322087267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779296322130888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.779296322087267"
[1] "Starting iterative with newton 0.779296322087267"
[1] "Starting newton at: 0.639791759686574"
[1] "Newton iter: 1, lambda:0.645072696019653, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.645086333107294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.645086333198094, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.645086333107294"
[1] "Starting iterative with newton 0.645086333107294"
[1] "Starting newton at: 0.641192561403127"
[1] "Newton iter: 1, lambda:0.607685141606211, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.608208238458946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.608208367151872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60820836715188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.60820836715188"
[1] "Starting iterative with newton 0.60820836715188"
[1] "Starting newton at: 0.618238372411192"
[1] "Newton iter: 1, lambda:0.597728252653871, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.597922934407927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.597922952044733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597922952044733, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.597922952044733"
[1] "Starting iterative with newton 0.597922952044733"
[1] "Starting newton at: 0.61524219139826"
[1] "Newton iter: 1, lambda:0.594849638251694, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.595041539322926, diff to last: 0"
[1] "Newton iter: 3, lambda:0.59504155640882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595041556408821, diff to last: 0"
[1] "Final threshold is: 0.0223192875774063"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.934723788836783"
[1] "Starting iterative with newton 0.934723788836783"
[1] "Starting newton at: 0.99862667029845"
[1] "Newton iter: 1, lambda:0.932076552336594, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.935058340273459, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935064555291886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935064555318846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.935064555291886"
[1] "Starting iterative with newton 0.935064555291886"
[1] "Starting newton at: 0.998896079070065"
[1] "Newton iter: 1, lambda:0.932187585088158, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.935183563722752, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935189838658997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935189838686482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.935189838658997"
[1] "Starting iterative with newton 0.935189838658997"
[1] "Starting newton at: 0.998770795702953"
[1] "Newton iter: 1, lambda:0.932250143858746, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.93522969090099, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935235897354292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935235897381181, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.935235897354292"
[1] "Starting iterative with newton 0.935235897354292"
[1] "Starting newton at: 0.998724737007659"
[1] "Newton iter: 1, lambda:0.932273130486775, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.935246648512582, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935252829932325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935252829958998, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.935252829932325"
[1] "Starting iterative with newton 0.935252829932325"
[1] "Starting newton at: 0.998707804429626"
[1] "Newton iter: 1, lambda:0.932281579417071, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.935252882591708, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.935259054827656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93525905485425, diff to last: 0"
[1] "Final threshold is: 0.0350804335929835"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.02169424260537"
[1] "Starting iterative with newton 1.02169424260537"
[1] "Starting newton at: 0.866823351237646"
[1] "Newton iter: 1, lambda:0.825337694095971, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.826334309810494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.826334895904234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.826334895904436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.826334895904436"
[1] "Starting iterative with newton 0.826334895904436"
[1] "Starting newton at: 0.835896569504232"
[1] "Newton iter: 1, lambda:0.768443031951207, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.770935485327688, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.770938988475545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.770938988482458, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.770938988475545"
[1] "Starting iterative with newton 0.770938988475545"
[1] "Starting newton at: 0.819378156546822"
[1] "Newton iter: 1, lambda:0.752349811455609, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.7547804483605, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.75478373530772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754783735313725, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.75478373530772"
[1] "Starting iterative with newton 0.75478373530772"
[1] "Starting newton at: 0.817568792121818"
[1] "Newton iter: 1, lambda:0.74737513676347, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.750027236638655, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.750031134697956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.750031134706369, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.750031134706369"
[1] "Starting iterative with newton 0.750031134706369"
[1] "Starting newton at: 0.816013821439767"
[1] "Newton iter: 1, lambda:0.745988811810802, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.74862548328508, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.748629331603663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748629331611852, diff to last: 0"
[1] "Final threshold is: 0.0280801788731942"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.07767339912764"
[1] "Newton iter: 1, lambda:1.08224623051067, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.08226380584923, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08226380610812, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.08226380610812"
[1] "Starting iterative with newton 1.08226380610812"
[1] "Starting newton at: 1.10820276425251"
[1] "Newton iter: 1, lambda:1.25165568470126, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.27275342905592, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.27317763409068, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27317780295489, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27317780295492, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27317780295489"
[1] "Starting iterative with newton 1.27317780295489"
[1] "Starting newton at: 1.5304548876992"
[1] "Newton iter: 1, lambda:1.32187094295218, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.3568482715664, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.35808610762391, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35808761684427, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35808761684651, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35808761684427"
[1] "Starting iterative with newton 1.35808761684427"
[1] "Starting newton at: 1.52357298618268"
[1] "Newton iter: 1, lambda:1.3757052957562, diff to last: 0.148"
[1] "Newton iter: 2, lambda:1.39474218714838, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.39511200372234, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39511214111527, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39511214111529, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39511214111529"
[1] "Starting iterative with newton 1.39511214111529"
[1] "Starting newton at: 1.51844676920705"
[1] "Newton iter: 1, lambda:1.39782469198576, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.4109513974852, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.41112794377173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41112797535423, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41112797535424, diff to last: 0"
[1] "Final threshold is: 0.0529297000373122"
threshold is:
[{'ad': 0.0006351029395616079, 'da': 0.0024098116972482825, 'dd': 0.0033611552564810697}, {'ad': 0.003077216849727454, 'da': 0.0039658441569825256, 'dd': 0.006506042141810732}, {'ad': 0.007199044785901023, 'da': 0.008610300502813419, 'dd': 0.011731962384493548}, {'ad': 0.015271499562291959, 'da': 0.01563966021866341, 'dd': 0.022319287577406272}, {'ad': 0.035080433592983545, 'da': 0.028080178873194247, 'dd': 0.052929700037312205}]
Number of points in noise estimation: 128
Estimated noise: 0.03750878797794739
0.03750878797794739
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.0974329204511"
[1] "Starting iterative with newton 35.0974329204511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6593876169233"
[1] "Starting iterative with newton 16.6593876169233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.04153264118152"
[1] "Starting iterative with newton 9.04153264118152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.13533176506171"
[1] "Starting iterative with newton 8.13533176506171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.82197922616072"
[1] "Starting iterative with newton 5.82197922616072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02600253493195"
[1] "Starting iterative with newton 4.02600253493195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.4527483805979"
[1] "Starting iterative with newton 3.4527483805979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.04542196307898"
[1] "Starting iterative with newton 3.04542196307898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29543145181063"
[1] "Starting iterative with newton 2.29543145181063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80916171364026"
[1] "Starting iterative with newton 1.80916171364026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77161553398003"
[1] "Starting iterative with newton 1.77161553398003"
[1] "Starting newton at: 2.07442976365927"
[1] "Newton iter: 1, lambda:1.59365769031835, diff to last: 0.481"
[1] "Newton iter: 2, lambda:1.5371052227108, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.53474129797727, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53473690121729, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53473690120205, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53473690120205"
[1] "Starting iterative with newton 1.53473690120205"
[1] "Starting newton at: 1.84477986049981"
[1] "Newton iter: 1, lambda:1.43762376956449, diff to last: 0.407"
[1] "Newton iter: 2, lambda:1.35685825398872, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.35029190008779, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.35024559405475, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35024559174407, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.35024559174407"
[1] "Starting iterative with newton 1.35024559174407"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28924627367273"
[1] "Starting iterative with newton 1.28924627367273"
[1] "Starting newton at: 1.5085264878054"
[1] "Newton iter: 1, lambda:1.32817589802839, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.29928508739268, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.2983581993813, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29835722813078, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29835722812971, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29835722813078"
[1] "Starting iterative with newton 1.29835722813078"
[1] "Starting newton at: 1.51245341940633"
[1] "Newton iter: 1, lambda:1.33452359516919, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.30670581543311, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.30585763933792, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30585683676756, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30585683676684, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30585683676684"
[1] "Starting iterative with newton 1.30585683676684"
[1] "Starting newton at: 1.52038686687434"
[1] "Newton iter: 1, lambda:1.34169721824912, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.31412790021215, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.31330608110152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31330533755616, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31330533755555, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31330533755616"
[1] "Starting iterative with newton 1.31330533755616"
[1] "Starting newton at: 1.52630130990993"
[1] "Newton iter: 1, lambda:1.34910892786816, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.32239536031456, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.32163510600233, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32163447906603, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3216344790656, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.3216344790656"
[1] "Starting iterative with newton 1.3216344790656"
[1] "Starting newton at: 1.53741241292013"
[1] "Newton iter: 1, lambda:1.35754383547738, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.3306582214979, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.32990003892293, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.32989942457417, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32989942457377, diff to last: 0"
[1] "Final threshold is: 0.0498829155483318"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.934723788836783"
[1] "Starting iterative with newton 0.934723788836783"
[1] "Starting newton at: 1.24624126975663"
[1] "Newton iter: 1, lambda:1.230594044518, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.23029723337448, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23029712569893, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23029712569891, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23029712569891"
[1] "Starting iterative with newton 1.23029712569891"
[1] "Starting newton at: 1.56039083888644"
[1] "Newton iter: 1, lambda:1.55893873346524, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.55893748208537, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55893748208444, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55893748208537"
[1] "Starting iterative with newton 1.55893748208537"
[1] "Starting newton at: 1.7084077008659"
[1] "Newton iter: 1, lambda:1.79873601749707, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.79571945796477, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.79571695233746, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79571695233571, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79571695233571"
[1] "Starting iterative with newton 1.79571695233571"
[1] "Starting newton at: 1.95249920808499"
[1] "Newton iter: 1, lambda:1.93444612397826, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.934406498346, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93440649812717, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.934406498346"
[1] "Starting iterative with newton 1.934406498346"
[1] "Starting newton at: 2.09059708097723"
[1] "Newton iter: 1, lambda:2.01093128707637, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.01090690412837, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01090690408339, diff to last: 0"
[1] "Final threshold is: 0.0754266807103415"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02169424260537"
[1] "Starting iterative with newton 1.02169424260537"
[1] "Starting newton at: 1.20269585480607"
[1] "Newton iter: 1, lambda:1.31873720561289, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.30383621640126, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.30359517804038, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30359511436642, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30359511436641, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30359511436642"
[1] "Starting iterative with newton 1.30359511436642"
[1] "Starting newton at: 1.49144157137978"
[1] "Newton iter: 1, lambda:1.56389129742982, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.5602247717116, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.56021623550849, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56021623546196, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56021623546196"
[1] "Starting iterative with newton 1.56021623546196"
[1] "Starting newton at: 1.76975161777854"
[1] "Newton iter: 1, lambda:1.73154684165605, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.73100539903058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73100527885956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73100527885955, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73100527885956"
[1] "Starting iterative with newton 1.73100527885956"
[1] "Starting newton at: 1.93726990128396"
[1] "Newton iter: 1, lambda:1.82426147860684, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.8217169830264, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82171497706621, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82171497706495, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82171497706495"
[1] "Starting iterative with newton 1.82171497706495"
[1] "Starting newton at: 2.0373082592177"
[1] "Newton iter: 1, lambda:1.87701679108544, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.87417790440627, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.87417581315944, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741758131583, diff to last: 0"
[1] "Final threshold is: 0.0702980632091517"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375087879779474"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.47413862658061"
[1] "Newton iter: 1, lambda:1.61102248415976, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.59878221565067, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.59870290954166, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5987029061299, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59870290954166"
[1] "Starting iterative with newton 1.59870290954166"
[1] "Starting newton at: 2.22201958130689"
[1] "Newton iter: 1, lambda:2.12195627951622, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.12463609789863, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.12463743777049, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12463743777083, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.12463743777049"
[1] "Starting iterative with newton 2.12463743777049"
[1] "Starting newton at: 2.40089154684115"
[1] "Newton iter: 1, lambda:2.35902218502764, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.35965174992903, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.35965188251355, diff to last: 0"
[1] "Newton iter: 4, lambda:2.35965188251356, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.35965188251356"
[1] "Starting iterative with newton 2.35965188251356"
[1] "Starting newton at: 2.48377457027037"
[1] "Newton iter: 1, lambda:2.46051114278765, diff to last: 0.023"
[1] "Newton iter: 2, lambda:2.46072191127402, diff to last: 0"
[1] "Newton iter: 3, lambda:2.46072192807754, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46072192807754, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46072192807754"
[1] "Starting iterative with newton 2.46072192807754"
[1] "Starting newton at: 2.58721601443012"
[1] "Newton iter: 1, lambda:2.50201522769191, diff to last: 0.085"
[1] "Newton iter: 2, lambda:2.50510650256454, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.50511026398387, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50511026398946, diff to last: 0"
[1] "Final threshold is: 0.0939636497533606"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.049882915548331797}, {'ad': 0.07542668071034148, 'da': 0.07029806320915173, 'dd': 0.09396364975336058}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.508661533198195. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016840355402931308
0.016840355402931308
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.1730633638694"
[1] "Starting iterative with newton 78.1730633638694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.1057155870268"
[1] "Starting iterative with newton 37.1057155870268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.1383476013064"
[1] "Starting iterative with newton 20.1383476013064"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1199521628175"
[1] "Starting iterative with newton 18.1199521628175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.9673857339178"
[1] "Starting iterative with newton 12.9673857339178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.96717865319847"
[1] "Starting iterative with newton 8.96717865319847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.69036067531598"
[1] "Starting iterative with newton 7.69036067531598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.78311615066214"
[1] "Starting iterative with newton 6.78311615066214"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.11265051026715"
[1] "Starting iterative with newton 5.11265051026715"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.02957428813768"
[1] "Starting iterative with newton 4.02957428813768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.94594709271565"
[1] "Starting iterative with newton 3.94594709271565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.87155846616704"
[1] "Starting iterative with newton 2.87155846616704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.08192496978536"
[1] "Starting iterative with newton 2.08192496978536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27563562687661"
[1] "Starting iterative with newton 2.27563562687661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.50230160991732"
[1] "Starting iterative with newton 1.50230160991732"
[1] "Starting newton at: 1.7577641550911"
[1] "Newton iter: 1, lambda:1.4332015895157, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.3776986850897, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.37478291762253, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.37477446199676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3747744619255, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3747744619255"
[1] "Starting iterative with newton 1.3747744619255"
[1] "Starting newton at: 1.61974234793939"
[1] "Newton iter: 1, lambda:1.31150235927241, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.24046053585647, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.23434967508332, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.23430235174858, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23430234890478, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23430234890478"
[1] "Starting iterative with newton 1.23430234890478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.508661533198195. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016840355402931308
0.016840355402931308
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.021463179203017, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0214722999416773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0214722999433243, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0214722999433243"
[1] "Starting iterative with newton 0.0214722999433243"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122235994526446, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122245554396424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122245554396482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0122245554396482"
[1] "Starting iterative with newton 0.0122245554396482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122002512339483, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122012050235251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012201205023531, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.012201205023531"
[1] "Starting iterative with newton 0.012201205023531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012200191023484, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122011448073999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122011448074058, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0122011448073999"
[1] "Starting iterative with newton 0.0122011448073999"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122001908682049, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122011446521062, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012201144652112, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000205471612264141"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0860717980234185, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0864927632974973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0864927733488408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0864927733488408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0864927733488408"
[1] "Starting iterative with newton 0.0864927733488408"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0407338346369692, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0407797161409455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0407797161991305, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0407797161409455"
[1] "Starting iterative with newton 0.0407797161409455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398770047525625, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399209630914473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399209631448411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0399209630914473"
[1] "Starting iterative with newton 0.0399209630914473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398604056486265, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399043273776439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399043274309487, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0399043273776439"
[1] "Starting iterative with newton 0.0399043273776439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398600839129189, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399040049325628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399040049858659, diff to last: 0"
[1] "Final threshold is: 0.000671997625962324"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0860275736533856"
[1] "Newton iter: 1, lambda:0.135947025942585, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.136180289488518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.136180294570372, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.136180294570372"
[1] "Starting iterative with newton 0.136180294570372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419070118953549, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419647122611917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419647123705671, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0419647123705671"
[1] "Starting iterative with newton 0.0419647123705671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393991214484939, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394494542118844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0394494542940164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0394494542118844"
[1] "Starting iterative with newton 0.0394494542118844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393302828533893, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393804237460924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039380423827573, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.039380423827573"
[1] "Starting iterative with newton 0.039380423827573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0393283923504478, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393785279809063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393785280623691, diff to last: 0"
[1] "Final threshold is: 0.000663148407814599"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122905285422893, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124131687761419, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.124131809397949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12413180939795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124131809397949"
[1] "Starting iterative with newton 0.124131809397949"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0378082979873179, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0378641378793038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0378641380010967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0378641378793038"
[1] "Starting iterative with newton 0.0378641378793038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0351230301521235, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0351695708791337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0351695709608482, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0351695709608482"
[1] "Starting iterative with newton 0.0351695709608482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0350400266401754, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0350862949962591, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0350862950769283, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0350862949962591"
[1] "Starting iterative with newton 0.0350862949962591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0350374623512791, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035083722307096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0350837223877331, diff to last: 0"
[1] "Final threshold is: 0.000590822352509246"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152082447998292, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.154348867474181, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.154349367692607, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154349367692631, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.154349367692607"
[1] "Starting iterative with newton 0.154349367692607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0512214578015206, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0513513496731579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0513513505083101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0513513496731579"
[1] "Starting iterative with newton 0.0513513496731579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0471676284356561, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0472738838377439, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0472738843769081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0472738838377439"
[1] "Starting iterative with newton 0.0472738838377439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0470071743171004, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0471125521604613, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0471125526899745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0471125521604613"
[1] "Starting iterative with newton 0.0471125521604613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0470008259862636, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0471061691985268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0471061697276611, diff to last: 0"
[1] "Final threshold is: 0.000793284630973807"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.247929442317908"
[1] "Newton iter: 1, lambda:0.251561231610086, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.251563279125119, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251563279125769, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.251563279125119"
[1] "Starting iterative with newton 0.251563279125119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810660023153023, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815554173121987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.081555435151748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.081555435151748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.081555435151748"
[1] "Starting iterative with newton 0.081555435151748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.072001568597445, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0723624344400993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0723624435059599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0723624344400993"
[1] "Starting iterative with newton 0.0723624344400993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715103624308337, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718650099366831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718650186605544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718650099366831"
[1] "Starting iterative with newton 0.0718650099366831"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714837846928482, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718380978039761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718381065096644, diff to last: 0"
[1] "Final threshold is: 0.00120977924509638"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.420638819238473"
[1] "Newton iter: 1, lambda:0.283305917355486, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.286633447541032, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.286635441875912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286635441876629, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.286635441875912"
[1] "Starting iterative with newton 0.286635441875912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960363305642617, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968379915990029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968380474172044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968380474172047, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0968380474172044"
[1] "Starting iterative with newton 0.0968380474172044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842087098907569, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.084786502000024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084786529192521, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847865291925211, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.084786529192521"
[1] "Starting iterative with newton 0.084786529192521"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.083454781890959, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0840198165657621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0840198424586571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0840198424586571, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0840198424586571"
[1] "Starting iterative with newton 0.0840198424586571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0834068148163147, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0839710437536345, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0839710695656164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0839710695656165, diff to last: 0"
[1] "Final threshold is: 0.00141410265504925"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.3342198864602"
[1] "Newton iter: 1, lambda:0.341526090134922, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.341537199934498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.341537199960157, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.341537199934498"
[1] "Starting iterative with newton 0.341537199934498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108522420979459, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109710857382031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109710999838448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10971099983845, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109710999838448"
[1] "Starting iterative with newton 0.109710999838448"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0920263669145207, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928075850081039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928076413044843, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928076413044846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0928076413044846"
[1] "Starting iterative with newton 0.0928076413044846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0908331700861707, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.091588985757735, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091589038088641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0915890380886412, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0915890380886412"
[1] "Starting iterative with newton 0.0915890380886412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0907472231505852, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0915012292101607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0915012812646443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0915012812646446, diff to last: 0"
[1] "Final threshold is: 0.00154091409632019"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.319985955204426"
[1] "Newton iter: 1, lambda:0.431226883206796, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.434666962523128, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.434670193193214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434670193196061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.434670193196061"
[1] "Starting iterative with newton 0.434670193196061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158321503577585, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161684228259882, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1616857422733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161685742273607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1616857422733"
[1] "Starting iterative with newton 0.1616857422733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1354875856739, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137740657226807, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137741279653361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137741279653409, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137741279653361"
[1] "Starting iterative with newton 0.137741279653361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133442480040926, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135610388642292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135610960290419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135610960290459, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135610960290459"
[1] "Starting iterative with newton 0.135610960290459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133260149200507, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135420572168333, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135421139468162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135421139468201, diff to last: 0"
[1] "Final threshold is: 0.00228054011771377"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.02957428813768"
[1] "Starting iterative with newton 4.02957428813768"
[1] "Starting newton at: 0.658219807120504"
[1] "Newton iter: 1, lambda:0.565562718428237, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.568470708002026, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.568473657940489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.568473657943522, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.568473657943522"
[1] "Starting iterative with newton 0.568473657943522"
[1] "Starting newton at: 0.373252911730871"
[1] "Newton iter: 1, lambda:0.203954087287983, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.208832756749664, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.208836854072923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.208836854075813, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.208836854072923"
[1] "Starting iterative with newton 0.208836854072923"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165089035160117, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169256984252273, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169259637771844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16925963777292, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.16925963777292"
[1] "Starting iterative with newton 0.16925963777292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160962942649981, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.16486876761468, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16487106513167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164871065132465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16487106513167"
[1] "Starting iterative with newton 0.16487106513167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160504291815299, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.164381675884969, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164383936486638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164383936487406, diff to last: 0"
[1] "Final threshold is: 0.00276828391296787"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.94594709271565"
[1] "Starting iterative with newton 3.94594709271565"
[1] "Starting newton at: 0.656177987858842"
[1] "Newton iter: 1, lambda:0.548006168810864, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.551754076379185, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.551758732068151, diff to last: 0"
[1] "Newton iter: 4, lambda:0.551758732075327, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.551758732075327"
[1] "Starting iterative with newton 0.551758732075327"
[1] "Starting newton at: 0.305832373243345"
[1] "Newton iter: 1, lambda:0.220234287097614, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.221543218919033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221543526714376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221543526714393, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.221543526714376"
[1] "Starting iterative with newton 0.221543526714376"
[1] "Starting newton at: 0.365141935912039"
[1] "Newton iter: 1, lambda:0.177493543571824, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.183152736999433, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183157935549212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183157935553598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183157935549212"
[1] "Starting iterative with newton 0.183157935549212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173768320839271, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178616212141866, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178619978966672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178619978968946, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.178619978966672"
[1] "Starting iterative with newton 0.178619978966672"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173266315424719, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.178078848020034, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.178082554499779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178082554501977, diff to last: 0"
[1] "Final threshold is: 0.00299897350883816"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.87155846616704"
[1] "Starting iterative with newton 2.87155846616704"
[1] "Starting newton at: 0.585458870905913"
[1] "Newton iter: 1, lambda:0.594577684557578, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.594608690849425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594608691206963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594608690849425"
[1] "Starting iterative with newton 0.594608690849425"
[1] "Starting newton at: 0.295592129513322"
[1] "Newton iter: 1, lambda:0.297026197713901, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.297026690011327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297026690011385, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297026690011327"
[1] "Starting iterative with newton 0.297026690011327"
[1] "Starting newton at: 0.314710686022019"
[1] "Newton iter: 1, lambda:0.249963352490775, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.250877539850754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.250877722935126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250877722935133, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.250877722935126"
[1] "Starting iterative with newton 0.250877722935126"
[1] "Starting newton at: 0.311774276055765"
[1] "Newton iter: 1, lambda:0.24258869637848, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.243617012264182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.243617240482597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243617240482608, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243617240482597"
[1] "Starting iterative with newton 0.243617240482597"
[1] "Starting newton at: 0.309134359520056"
[1] "Newton iter: 1, lambda:0.24149149944849, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.242472295266481, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242472502385395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242472502385404, diff to last: 0"
[1] "Final threshold is: 0.00408332311560815"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.08192496978536"
[1] "Starting iterative with newton 2.08192496978536"
[1] "Starting newton at: 0.82911713167565"
[1] "Newton iter: 1, lambda:0.663255257272893, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.6748245522516, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.674884769635486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674884771260661, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674884769635486"
[1] "Starting iterative with newton 0.674884769635486"
[1] "Starting newton at: 0.274921898452312"
[1] "Newton iter: 1, lambda:0.405984866377891, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.411687128830006, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.411697781532555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411697781569703, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.411697781532555"
[1] "Starting iterative with newton 0.411697781532555"
[1] "Starting newton at: 0.282041164437817"
[1] "Newton iter: 1, lambda:0.355690151253851, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.357341471473093, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357342296319548, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357342296319754, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.357342296319548"
[1] "Starting iterative with newton 0.357342296319548"
[1] "Starting newton at: 0.288765882669071"
[1] "Newton iter: 1, lambda:0.344997157981368, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.345941482110818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.345941747158001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345941747158022, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345941747158001"
[1] "Starting iterative with newton 0.345941747158001"
[1] "Starting newton at: 0.288890877340588"
[1] "Newton iter: 1, lambda:0.342683043219294, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.343543789278459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.343544008665462, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343544008665476, diff to last: 0"
[1] "Final threshold is: 0.00578540320247409"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.27563562687661"
[1] "Starting iterative with newton 2.27563562687661"
[1] "Starting newton at: 0.562153865387374"
[1] "Newton iter: 1, lambda:0.624401521297801, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.62597474239324, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625975729465286, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625975729465674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625975729465674"
[1] "Starting iterative with newton 0.625975729465674"
[1] "Starting newton at: 0.262097474094692"
[1] "Newton iter: 1, lambda:0.36957167926281, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.372964951803842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.372968298108674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372968298111927, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372968298108674"
[1] "Starting iterative with newton 0.372968298108674"
[1] "Starting newton at: 0.280023389405773"
[1] "Newton iter: 1, lambda:0.326399784799417, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.326985841619036, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326985934820252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326985934820254, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.326985934820252"
[1] "Starting iterative with newton 0.326985934820252"
[1] "Starting newton at: 0.284898057637623"
[1] "Newton iter: 1, lambda:0.318117716557627, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.31841408337133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318414106891171, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318414106891172, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.318414106891171"
[1] "Starting iterative with newton 0.318414106891171"
[1] "Starting newton at: 0.287385505316497"
[1] "Newton iter: 1, lambda:0.316580990427291, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.316809249571187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316809263488078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316809263488078, diff to last: 0"
[1] "Final threshold is: 0.00533518059208014"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0168403554029313"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.50230160991732"
[1] "Starting iterative with newton 1.50230160991732"
[1] "Starting newton at: 0.711785427557109"
[1] "Newton iter: 1, lambda:0.74483508131771, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.745405008484043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.745405175999887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745405175999901, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.745405175999887"
[1] "Starting iterative with newton 0.745405175999887"
[1] "Starting newton at: 0.445619900922266"
[1] "Newton iter: 1, lambda:0.559182256520361, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.564899567071626, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.564913754092625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.56491375417986, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.564913754092625"
[1] "Starting iterative with newton 0.564913754092625"
[1] "Starting newton at: 0.45674156918081"
[1] "Newton iter: 1, lambda:0.516629163543363, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.518126183736213, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.518127108921084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518127108921437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.518127108921437"
[1] "Starting iterative with newton 0.518127108921437"
[1] "Starting newton at: 0.461864546590917"
[1] "Newton iter: 1, lambda:0.50500356068426, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.50576754783144, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.505767785560812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.505767785560835, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.505767785560835"
[1] "Starting iterative with newton 0.505767785560835"
[1] "Starting newton at: 0.461360558060816"
[1] "Newton iter: 1, lambda:0.501818245377973, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.502487447082665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502487628828687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5024876288287, diff to last: 0"
[1] "Final threshold is: 0.00846207025505132"
threshold is:
[{'ad': 0.00020547161226414142, 'da': 0.0006719976259623244, 'dd': 0.0006631484078145993}, {'ad': 0.0005908223525092463, 'da': 0.0007932846309738065, 'dd': 0.0012097792450963818}, {'ad': 0.0014141026550492488, 'da': 0.0015409140963201942, 'dd': 0.002280540117713774}, {'ad': 0.002768283912967866, 'da': 0.0029989735088381615, 'dd': 0.004083323115608154}, {'ad': 0.005785403202474087, 'da': 0.005335180592080141, 'dd': 0.008462070255051315}]
Number of points in noise estimation: 128
Estimated noise: 0.03750878797794739
0.03750878797794739
threshold is:
[{'ad': 0.0037398423252721358, 'da': 0.007946107564108684, 'dd': 0.007432015538053317}, {'ad': 0.004544424529793645, 'da': 0.004743361045933453, 'dd': 0.011131283692921101}, {'ad': 0.0060356944144988045, 'da': 0.005539264944109341, 'dd': 0.00916420244561799}, {'ad': 0.01377364953848559, 'da': 0.013981730619660734, 'dd': 0.02395759988055757}, {'ad': 0.026034033593339334, 'da': 0.026627714511888348, 'dd': 0.038741831423995336}]
['baboon256', 0.025, 2, 0.00017706088088054937, 0.0005308128776312664, 0.00042653595425102544, 0.005832641801703129, 0.0006924393699231344, 0.000794825510062304, 0.0001726030197013896, 0.00017706088088054945, 37.51877379489433, 32.75058549604967, 33.700443547082, 22.341346939489405, 31.59618247477337, 30.997282025819754, 37.62951610543298, 37.51877379489433]
baboon256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.03825301758108829
0.03825301758108829
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.118500411049316"
[1] "Newton iter: 1, lambda:0.0772939741729419, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0773740773245078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0773740776277239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0773740776277239"
[1] "Starting iterative with newton 0.0773740776277239"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208454398415287, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208564755915585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208564755946516, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208564755915585"
[1] "Starting iterative with newton 0.0208564755915585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195875603348337, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195970366796366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195970366818546, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0195970366796366"
[1] "Starting iterative with newton 0.0195970366796366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195598869143881, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195693304448022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195693304470035, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0195693304448022"
[1] "Starting iterative with newton 0.0195693304448022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0195592783120842, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0195687211215526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0195687211237535, diff to last: 0"
[1] "Final threshold is: 0.000748562633102166"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.131878294336818"
[1] "Newton iter: 1, lambda:0.195378236300323, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.19586701608967, diff to last: 0"
[1] "Newton iter: 3, lambda:0.195867044900744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195867044900744, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195867044900744"
[1] "Starting iterative with newton 0.195867044900744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0611154586180941, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0613376229980818, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0613376259346324, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0613376229980818"
[1] "Starting iterative with newton 0.0613376229980818"
[1] "Starting newton at: 0.060598786214612"
[1] "Newton iter: 1, lambda:0.0559364180374167, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0559376257443926, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0559376257444736, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0559376257444736"
[1] "Starting iterative with newton 0.0559376257444736"
[1] "Starting newton at: 0.0659987834682201"
[1] "Newton iter: 1, lambda:0.0557174627351337, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0557233195395481, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557233195414485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0557233195395481"
[1] "Starting iterative with newton 0.0557233195395481"
[1] "Starting newton at: 0.0662130896731456"
[1] "Newton iter: 1, lambda:0.0557087011037518, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0557148141466902, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557148141487603, diff to last: 0"
[1] "Final threshold is: 0.00213125976508041"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.110710802258799"
[1] "Newton iter: 1, lambda:0.255272395322029, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.258428529779619, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.25843001191153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258430011911857, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25843001191153"
[1] "Starting iterative with newton 0.25843001191153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105119109078222, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106224127054015, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106224248987463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106224248987465, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.106224248987463"
[1] "Starting iterative with newton 0.106224248987463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0927156851346602, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935399937326942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.093540058830403, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935400588304034, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935400588304034"
[1] "Starting iterative with newton 0.0935400588304034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0916928664980377, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0924959126208998, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0924959741628676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.092495974162868, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0924959741628676"
[1] "Starting iterative with newton 0.0924959741628676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0916087922321024, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0924101032534468, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0924101645098581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0924101645098584, diff to last: 0"
[1] "Final threshold is: 0.00353496764766686"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.250645093969148, diff to last: 0.251"
[1] "Newton iter: 2, lambda:0.261377458431097, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.261396880120267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261396880183798, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261396880120267"
[1] "Starting iterative with newton 0.261396880120267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0912509925318204, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919781876779304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0919782338267284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0919782338267285, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0919782338267284"
[1] "Starting iterative with newton 0.0919782338267284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0801263468033968, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0806536513512969, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0806536741815998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0806536741815999, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0806536741815998"
[1] "Starting iterative with newton 0.0806536741815998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0793885435342188, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0799038943899057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0799039161010199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0799039161010199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0799039161010199"
[1] "Starting iterative with newton 0.0799039161010199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0793397354712037, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0798543011564871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0798543227951519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0798543227951519, diff to last: 0"
[1] "Final threshold is: 0.00305466881380885"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.285854299738189"
[1] "Newton iter: 1, lambda:0.349317872729813, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.35026472332799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.350264932329124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350264932329134, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.350264932329134"
[1] "Starting iterative with newton 0.350264932329134"
[1] "Starting newton at: 0.219869432597951"
[1] "Newton iter: 1, lambda:0.120990827147551, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.122016991547785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122017102406694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122017102406696, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122017102406694"
[1] "Starting iterative with newton 0.122017102406694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103875533145252, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.10493361383749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104933723540952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104933723540953, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104933723540952"
[1] "Starting iterative with newton 0.104933723540952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102607189240264, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103633700577532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103633803247946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103633803247947, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103633803247946"
[1] "Starting iterative with newton 0.103633803247946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102510504659705, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.10353463481466, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103534736964997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103534736964998, diff to last: 0"
[1] "Final threshold is: 0.00396051611337539"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.470098939863192"
[1] "Newton iter: 1, lambda:0.525566443312612, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.526614825908551, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.526615195316325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526615195316371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.526615195316325"
[1] "Starting iterative with newton 0.526615195316325"
[1] "Starting newton at: 0.320640219176575"
[1] "Newton iter: 1, lambda:0.214613743986293, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.216553721987233, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216554376470076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.21655437647015, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21655437647015"
[1] "Starting iterative with newton 0.21655437647015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175857141117307, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.1808122346215, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180816157497573, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180816157500031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.180816157497573"
[1] "Starting iterative with newton 0.180816157497573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172014350593768, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176702076477116, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.176705548924735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17670554892664, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.176705548924735"
[1] "Starting iterative with newton 0.176705548924735"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171572388861061, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.176229916885464, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.176233340324906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176233340326755, diff to last: 0"
[1] "Final threshold is: 0.00674145706582253"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.38968909165912"
[1] "Starting iterative with newton 3.38968909165912"
[1] "Starting newton at: 0.590805194219046"
[1] "Newton iter: 1, lambda:0.598443641867001, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.598465423648701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598465423825408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598465423648701"
[1] "Starting iterative with newton 0.598465423648701"
[1] "Starting newton at: 0.285227820868988"
[1] "Newton iter: 1, lambda:0.249439870825495, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.2496983792984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.249698392814995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249698392814995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.249698392814995"
[1] "Starting iterative with newton 0.249698392814995"
[1] "Starting newton at: 0.331611369131136"
[1] "Newton iter: 1, lambda:0.202597380232694, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.205578351227675, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.205579952550261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205579952550724, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.205579952550724"
[1] "Starting iterative with newton 0.205579952550724"
[1] "Starting newton at: 0.336101722049865"
[1] "Newton iter: 1, lambda:0.196471118699879, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.199909413079981, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199911511348773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199911511349554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.199911511348773"
[1] "Starting iterative with newton 0.199911511348773"
[1] "Starting newton at: 0.3273421599658"
[1] "Newton iter: 1, lambda:0.196149020632137, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.199180034499461, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199181661896609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199181661897078, diff to last: 0"
[1] "Final threshold is: 0.00761929961436137"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.94075326996957"
[1] "Starting iterative with newton 2.94075326996957"
[1] "Starting newton at: 0.662778404022196"
[1] "Newton iter: 1, lambda:0.60580653464175, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.607033983343171, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607034564005278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607034564005408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607034564005278"
[1] "Starting iterative with newton 0.607034564005278"
[1] "Starting newton at: 0.242162677540529"
[1] "Newton iter: 1, lambda:0.294603312704032, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.295251358773849, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.29525145735313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.295251457353132, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.29525145735313"
[1] "Starting iterative with newton 0.29525145735313"
[1] "Starting newton at: 0.284993646622467"
[1] "Newton iter: 1, lambda:0.248381642644895, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.24866810940501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248668126984628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248668126984628, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.248668126984628"
[1] "Starting iterative with newton 0.248668126984628"
[1] "Starting newton at: 0.261549373703708"
[1] "Newton iter: 1, lambda:0.241424686805005, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.241510096881741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241510098421944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.241510096881741"
[1] "Starting iterative with newton 0.241510096881741"
[1] "Starting newton at: 0.264576286201393"
[1] "Newton iter: 1, lambda:0.240281963885232, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.240406122726382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2404061259738, diff to last: 0"
[1] "Final threshold is: 0.00919625963925355"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.19057511528018"
[1] "Starting iterative with newton 2.19057511528018"
[1] "Starting newton at: 0.788771215206265"
[1] "Newton iter: 1, lambda:0.678830261468956, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.6841799740666, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.684193193339093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.684193193419665, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.684193193339093"
[1] "Starting iterative with newton 0.684193193339093"
[1] "Starting newton at: 0.264527494545063"
[1] "Newton iter: 1, lambda:0.392065717551891, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.39729406014692, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.397302751535782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397302751559785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.397302751559785"
[1] "Starting iterative with newton 0.397302751559785"
[1] "Starting newton at: 0.248333086637087"
[1] "Newton iter: 1, lambda:0.339436354564754, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.341850176502632, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.341851860840265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341851860841085, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.341851860841085"
[1] "Starting iterative with newton 0.341851860841085"
[1] "Starting newton at: 0.265189885656832"
[1] "Newton iter: 1, lambda:0.32980787266941, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.33099712139915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.330997522468005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330997522468051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.330997522468051"
[1] "Starting iterative with newton 0.330997522468051"
[1] "Starting newton at: 0.2706877533468"
[1] "Newton iter: 1, lambda:0.327936427050744, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.328865934664879, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328866178745497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328866178745513, diff to last: 0"
[1] "Final threshold is: 0.0125801237173768"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.73884419492084"
[1] "Starting iterative with newton 1.73884419492084"
[1] "Starting newton at: 0.77868725614816"
[1] "Newton iter: 1, lambda:0.723837461587418, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.725326520002969, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.72532764097258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.725327640973215, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.72532764097258"
[1] "Starting iterative with newton 0.72532764097258"
[1] "Starting newton at: 0.497035712993351"
[1] "Newton iter: 1, lambda:0.493675475943601, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.493679881550158, diff to last: 0"
[1] "Newton iter: 3, lambda:0.493679881557736, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.493679881550158"
[1] "Starting iterative with newton 0.493679881550158"
[1] "Starting newton at: 0.495005229281556"
[1] "Newton iter: 1, lambda:0.43677329104059, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.437993255104812, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.437993795874823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43799379587493, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.437993795874823"
[1] "Starting iterative with newton 0.437993795874823"
[1] "Starting newton at: 0.507418469970182"
[1] "Newton iter: 1, lambda:0.421860829053926, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.424435486964048, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.42443785249204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424437852494036, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.424437852494036"
[1] "Starting iterative with newton 0.424437852494036"
[1] "Starting newton at: 0.509354050292068"
[1] "Newton iter: 1, lambda:0.418219834960571, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.421125507349843, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.421128506862311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.421128506865506, diff to last: 0"
[1] "Final threshold is: 0.0161094361769014"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.73743157579715"
[1] "Starting iterative with newton 1.73743157579715"
[1] "Starting newton at: 0.79083756144567"
[1] "Newton iter: 1, lambda:0.688889405831595, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.693575781110053, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.693586082140174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.693586082189866, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.693586082189866"
[1] "Starting iterative with newton 0.693586082189866"
[1] "Starting newton at: 0.470061029340799"
[1] "Newton iter: 1, lambda:0.487084861216706, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.487192697335338, diff to last: 0"
[1] "Newton iter: 3, lambda:0.487192701648409, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487192697335338"
[1] "Starting iterative with newton 0.487192697335338"
[1] "Starting newton at: 0.479790766137422"
[1] "Newton iter: 1, lambda:0.441511012105652, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.442022138125549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.442022229874271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.442022229874274, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.442022229874271"
[1] "Starting iterative with newton 0.442022229874271"
[1] "Starting newton at: 0.477140725607022"
[1] "Newton iter: 1, lambda:0.431175128143341, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.431902111914706, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.431902295217103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431902295217115, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.431902295217103"
[1] "Starting iterative with newton 0.431902295217103"
[1] "Starting newton at: 0.473078787079201"
[1] "Newton iter: 1, lambda:0.428954063309169, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.429622357048641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.429622511509317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.429622511509325, diff to last: 0"
[1] "Final threshold is: 0.0164343574859972"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.29856764592839"
[1] "Starting iterative with newton 1.29856764592839"
[1] "Starting newton at: 0.645208509485124"
[1] "Newton iter: 1, lambda:0.778965582038998, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.789496856687703, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.789559626427872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789559628648724, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789559628648724"
[1] "Starting iterative with newton 0.789559628648724"
[1] "Starting newton at: 0.643224782560245"
[1] "Newton iter: 1, lambda:0.652903251553241, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.652949745897814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.652949746967767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.652949745897814"
[1] "Starting iterative with newton 0.652949745897814"
[1] "Starting newton at: 0.655825751025214"
[1] "Newton iter: 1, lambda:0.613788247000378, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.614620209632851, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.614620539523581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614620539523633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.614620539523581"
[1] "Starting iterative with newton 0.614620539523581"
[1] "Starting newton at: 0.647379395305959"
[1] "Newton iter: 1, lambda:0.602793457378058, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.603718767666384, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.603719171307761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603719171307838, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.603719171307761"
[1] "Starting iterative with newton 0.603719171307761"
[1] "Starting newton at: 0.650554420872581"
[1] "Newton iter: 1, lambda:0.599393665696519, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.600605929005535, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.600606619698545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600606619698769, diff to last: 0"
[1] "Final threshold is: 0.022975015582655"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.908982504913648"
[1] "Starting iterative with newton 0.908982504913648"
[1] "Starting newton at: 1.00192072050708"
[1] "Newton iter: 1, lambda:0.937557018664056, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.940366717905583, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.940372270690964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.940372270712621, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.940372270690964"
[1] "Starting iterative with newton 0.940372270690964"
[1] "Starting newton at: 1.00727396288389"
[1] "Newton iter: 1, lambda:0.949686820806494, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.951963003469004, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.951966677913199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.951966677922763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.951966677913199"
[1] "Starting iterative with newton 0.951966677913199"
[1] "Starting newton at: 1.00648750693391"
[1] "Newton iter: 1, lambda:0.954353484308375, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.95623044380979, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.956232949683316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.956232949687779, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.956232949683316"
[1] "Starting iterative with newton 0.956232949683316"
[1] "Starting newton at: 1.00536597759322"
[1] "Newton iter: 1, lambda:0.956119135273915, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.957798583323977, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.957800591667512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.957800591670381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.957800591670381"
[1] "Starting iterative with newton 0.957800591670381"
[1] "Starting newton at: 1.00552078896039"
[1] "Newton iter: 1, lambda:0.956724439557474, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.958374392110823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.958376331319905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.958376331322581, diff to last: 0"
[1] "Final threshold is: 0.0366607866513816"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.00357807941144"
[1] "Starting iterative with newton 1.00357807941144"
[1] "Starting newton at: 0.871142918958658"
[1] "Newton iter: 1, lambda:0.830205659868938, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.831185030066555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.831185601194469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831185601194663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.831185601194663"
[1] "Starting iterative with newton 0.831185601194663"
[1] "Starting newton at: 0.827558404558732"
[1] "Newton iter: 1, lambda:0.780499525679743, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.781740282023113, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.781741161954174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781741161954616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.781741161954174"
[1] "Starting iterative with newton 0.781741161954174"
[1] "Starting newton at: 0.81418736161372"
[1] "Newton iter: 1, lambda:0.765914693839978, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.767204569438816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.767205509005259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.767205509005758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.767205509005259"
[1] "Starting iterative with newton 0.767205509005259"
[1] "Starting newton at: 0.813669986750341"
[1] "Newton iter: 1, lambda:0.761392423614749, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.762897462780803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.762898737475552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.762898737476465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.762898737476465"
[1] "Starting iterative with newton 0.762898737476465"
[1] "Starting newton at: 0.814003903650371"
[1] "Newton iter: 1, lambda:0.760015904382184, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.761618243356953, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.761619686711143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761619686712313, diff to last: 0"
[1] "Final threshold is: 0.0291342512659091"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.04071945853742"
[1] "Newton iter: 1, lambda:1.09915883497657, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.10218246669645, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.10219030036408, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10219030041656, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10219030041656"
[1] "Starting iterative with newton 1.10219030041656"
[1] "Starting newton at: 1.48503382640277"
[1] "Newton iter: 1, lambda:1.26928361215552, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.30582742000297, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.30714710635268, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.30714878190787, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30714878191057, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.30714878190787"
[1] "Starting iterative with newton 1.30714878190787"
[1] "Starting newton at: 1.48993428054816"
[1] "Newton iter: 1, lambda:1.39043463556546, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.39954335798825, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.39962784915871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39962785637261, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39962785637261"
[1] "Starting iterative with newton 1.39962785637261"
[1] "Starting newton at: 1.49660044888768"
[1] "Newton iter: 1, lambda:1.43686077971022, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.44034388610472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.44035645223671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44035645239977, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44035645223671"
[1] "Starting iterative with newton 1.44035645223671"
[1] "Starting newton at: 1.49298809433182"
[1] "Newton iter: 1, lambda:1.45679931205902, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.45811878948264, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.45812060631949, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45812060632293, diff to last: 0"
[1] "Final threshold is: 0.0557775131890183"
threshold is:
[{'ad': 0.0007485626331021658, 'da': 0.002131259765080408, 'dd': 0.0035349676476668615}, {'ad': 0.003054668813808846, 'da': 0.003960516113375395, 'dd': 0.006741457065822527}, {'ad': 0.007619299614361374, 'da': 0.009196259639253551, 'dd': 0.012580123717376808}, {'ad': 0.016109436176901446, 'da': 0.016434357485997204, 'dd': 0.022975015582655037}, {'ad': 0.03666078665138159, 'da': 0.029134251265909062, 'dd': 0.055777513189018336}]
Number of points in noise estimation: 128
Estimated noise: 0.03825301758108829
0.03825301758108829
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.0660565364537"
[1] "Starting iterative with newton 34.0660565364537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.3463068903281"
[1] "Starting iterative with newton 16.3463068903281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.90880810904914"
[1] "Starting iterative with newton 8.90880810904914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.01511009761605"
[1] "Starting iterative with newton 8.01511009761605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.51650437917298"
[1] "Starting iterative with newton 5.51650437917298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84489218452182"
[1] "Starting iterative with newton 3.84489218452182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.38968909165912"
[1] "Starting iterative with newton 3.38968909165912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.94075326996957"
[1] "Starting iterative with newton 2.94075326996957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19057511528018"
[1] "Starting iterative with newton 2.19057511528018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.73884419492084"
[1] "Starting iterative with newton 1.73884419492084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.73743157579715"
[1] "Starting iterative with newton 1.73743157579715"
[1] "Starting newton at: 2.01458485656474"
[1] "Newton iter: 1, lambda:1.57477562419434, diff to last: 0.44"
[1] "Newton iter: 2, lambda:1.51942573869596, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.51711572742428, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.51711145128585, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51711145127116, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.51711145128585"
[1] "Starting iterative with newton 1.51711145128585"
[1] "Starting newton at: 1.81027010061876"
[1] "Newton iter: 1, lambda:1.42883244385444, diff to last: 0.381"
[1] "Newton iter: 2, lambda:1.35406593385473, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.34844488877798, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34841114513056, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34841114391085, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34841114391085"
[1] "Starting iterative with newton 1.34841114391085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29856764592839"
[1] "Starting iterative with newton 1.29856764592839"
[1] "Starting newton at: 1.48929449110573"
[1] "Newton iter: 1, lambda:1.31589611937297, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.28833003803889, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.28747183710597, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.2874709915411, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28747099154028, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28747099154028"
[1] "Starting iterative with newton 1.28747099154028"
[1] "Starting newton at: 1.48303584657547"
[1] "Newton iter: 1, lambda:1.31025989753836, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.28252177231906, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.28164359812177, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28164270361214, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28164270361121, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28164270361121"
[1] "Starting iterative with newton 1.28164270361121"
[1] "Starting newton at: 1.48026359545239"
[1] "Newton iter: 1, lambda:1.30610777475808, diff to last: 0.174"
[1] "Newton iter: 2, lambda:1.27771949623944, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.27679189323301, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.27679088665823, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27679088665704, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.27679088665704"
[1] "Starting iterative with newton 1.27679088665704"
[1] "Starting newton at: 1.4752439597673"
[1] "Newton iter: 1, lambda:1.300034902426, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.27095621672669, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.26997120230794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26997005362978, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26997005362822, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26997005362822"
[1] "Starting iterative with newton 1.26997005362822"
[1] "Starting newton at: 1.47190268655813"
[1] "Newton iter: 1, lambda:1.29360216140456, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.26318974641235, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.26209772062063, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.26209628927081, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26209628926835, diff to last: 0"
[1] "Final threshold is: 0.0482789915424086"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908982504913648"
[1] "Starting iterative with newton 0.908982504913648"
[1] "Starting newton at: 1.22095421021126"
[1] "Newton iter: 1, lambda:1.25547564667177, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.25406089089898, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25405854440238, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25405854439592, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25405854439592"
[1] "Starting iterative with newton 1.25405854439592"
[1] "Starting newton at: 1.57489283417424"
[1] "Newton iter: 1, lambda:1.61765237929336, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.61664389783954, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61664338253086, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61664338253072, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61664338253086"
[1] "Starting iterative with newton 1.61664338253086"
[1] "Starting newton at: 1.7842533612572"
[1] "Newton iter: 1, lambda:1.86013435153994, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.85850239669031, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.85850185056844, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85850185056838, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85850185056838"
[1] "Starting iterative with newton 1.85850185056838"
[1] "Starting newton at: 2.02000889701566"
[1] "Newton iter: 1, lambda:1.9837739129309, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.98369805292252, diff to last: 0"
[1] "Newton iter: 3, lambda:1.983698052394, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.983698052394"
[1] "Starting iterative with newton 1.983698052394"
[1] "Starting newton at: 2.13944225695267"
[1] "Newton iter: 1, lambda:2.048513239865, diff to last: 0.091"
[1] "Newton iter: 2, lambda:2.04881231718654, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04881231343119, diff to last: 0"
[1] "Final threshold is: 0.0783732534460336"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00357807941144"
[1] "Starting iterative with newton 1.00357807941144"
[1] "Starting newton at: 1.38805581965375"
[1] "Newton iter: 1, lambda:1.31237972421153, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.30656273753688, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.30652595364219, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30652595216609, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30652595364219"
[1] "Starting iterative with newton 1.30652595364219"
[1] "Starting newton at: 1.50399365258775"
[1] "Newton iter: 1, lambda:1.5839040524591, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.57960128000225, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.57959012526091, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57959012518541, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57959012518541"
[1] "Starting iterative with newton 1.57959012518541"
[1] "Starting newton at: 1.78793919759971"
[1] "Newton iter: 1, lambda:1.74940224125807, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.74888953132758, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74888943022487, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74888943022486, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74888943022487"
[1] "Starting iterative with newton 1.74888943022487"
[1] "Starting newton at: 1.96869680493659"
[1] "Newton iter: 1, lambda:1.84380272908671, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.84124742931314, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.84124556852503, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84124556852403, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.84124556852503"
[1] "Starting iterative with newton 1.84124556852503"
[1] "Starting newton at: 2.04745515010406"
[1] "Newton iter: 1, lambda:1.88752369328805, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.88507483507713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.88507337148915, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88507337148862, diff to last: 0"
[1] "Final threshold is: 0.0721097448211955"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0382530175810883"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.73953427273987"
[1] "Newton iter: 1, lambda:1.62827947309955, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.623738080336, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.62372790562271, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62372790557113, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.62372790557113"
[1] "Starting iterative with newton 1.62372790557113"
[1] "Starting newton at: 2.21410227313011"
[1] "Newton iter: 1, lambda:2.15798355786508, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.15885541050714, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15885558666954, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15885558666955, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.15885558666954"
[1] "Starting iterative with newton 2.15885558666954"
[1] "Starting newton at: 2.42904046606091"
[1] "Newton iter: 1, lambda:2.40254202094519, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.40281520965903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.40281523761672, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40281523761672, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40281523761672"
[1] "Starting iterative with newton 2.40281523761672"
[1] "Starting newton at: 2.53152887521131"
[1] "Newton iter: 1, lambda:2.50494865622155, diff to last: 0.027"
[1] "Newton iter: 2, lambda:2.50524995029239, diff to last: 0"
[1] "Newton iter: 3, lambda:2.50524998799022, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50524998799023, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.50524998799022"
[1] "Starting iterative with newton 2.50524998799022"
[1] "Starting newton at: 2.63097562518842"
[1] "Newton iter: 1, lambda:2.54436925898593, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.54779330454944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.54779833170045, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54779833171132, diff to last: 0"
[1] "Final threshold is: 0.0974609743756049"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04827899154240864}, {'ad': 0.0783732534460336, 'da': 0.07210974482119548, 'dd': 0.09746097437560486}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.506627549700368. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016932845904173537
0.016932845904173537
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 76.9586794199858"
[1] "Starting iterative with newton 76.9586794199858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.927966415112"
[1] "Starting iterative with newton 36.927966415112"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.1259017622078"
[1] "Starting iterative with newton 20.1259017622078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.106947244048"
[1] "Starting iterative with newton 18.106947244048"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.4623433176488"
[1] "Starting iterative with newton 12.4623433176488"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.68600170132363"
[1] "Starting iterative with newton 8.68600170132363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.6576517114409"
[1] "Starting iterative with newton 7.6576517114409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64346012326623"
[1] "Starting iterative with newton 6.64346012326623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.94873152875346"
[1] "Starting iterative with newton 4.94873152875346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92822552898126"
[1] "Starting iterative with newton 3.92822552898126"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92503427900001"
[1] "Starting iterative with newton 3.92503427900001"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.93359611674537"
[1] "Starting iterative with newton 2.93359611674537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05348374030813"
[1] "Starting iterative with newton 2.05348374030813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26718474454779"
[1] "Starting iterative with newton 2.26718474454779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.52374080639068"
[1] "Starting iterative with newton 1.52374080639068"
[1] "Starting newton at: 1.75610815435124"
[1] "Newton iter: 1, lambda:1.42970417195555, diff to last: 0.326"
[1] "Newton iter: 2, lambda:1.37293809008978, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.36985537207761, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36984581608771, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36984581599569, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36984581608771"
[1] "Starting iterative with newton 1.36984581608771"
[1] "Starting newton at: 1.62992388897675"
[1] "Newton iter: 1, lambda:1.30532910675524, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.22768218582066, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.22022892266823, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.22015674359051, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22015673680636, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.22015674359051"
[1] "Starting iterative with newton 1.22015674359051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.506627549700368. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.016932845904173537
0.016932845904173537
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355597608235408, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355899591559468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355899591777183, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0355899591559468"
[1] "Starting iterative with newton 0.0355899591559468"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0040159539949907, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00401606779768285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00401606779768294, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00401606779768285"
[1] "Starting iterative with newton 0.00401606779768285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00382090950751062, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00382100998995783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0038210099899579, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00382100998995783"
[1] "Starting iterative with newton 0.00382100998995783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0038197234885978, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381982389294213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0038198238929422, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00381982389294213"
[1] "Starting iterative with newton 0.00381982389294213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381971627743045, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381981668130001, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381981668130008, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 6.46803672466446e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0730685848978982, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733683046331986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733683096711098, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0733683046331986"
[1] "Starting iterative with newton 0.0733683046331986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0289277964214222, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0289481023819082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0289481023919129, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0289481023819082"
[1] "Starting iterative with newton 0.0289481023819082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281889089698851, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0282079330948765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282079331035406, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0282079331035406"
[1] "Starting iterative with newton 0.0282079331035406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281764492924124, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0281954523516134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0281954523602564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0281954523516134"
[1] "Starting iterative with newton 0.0281954523516134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0281762391568805, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0281952418609545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0281952418695971, diff to last: 0"
[1] "Final threshold is: 0.000477425685662445"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0664177528026602"
[1] "Newton iter: 1, lambda:0.142939104756871, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.143413390112473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.143413408252033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143413408252033, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.143413408252033"
[1] "Starting iterative with newton 0.143413408252033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0278562796030312, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0278839882108235, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0278839882382466, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0278839882108235"
[1] "Starting iterative with newton 0.0278839882108235"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251292692237588, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.025149720824023, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251497208375728, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.025149720824023"
[1] "Starting iterative with newton 0.025149720824023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025067196655683, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250874996217357, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025087499635058, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250874996217357"
[1] "Starting iterative with newton 0.0250874996217357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025065785379255, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250860849743616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250860849876787, diff to last: 0"
[1] "Final threshold is: 0.000424778811209868"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12954603792621, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.130945693889607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130945856527962, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130945856527964, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130945856527962"
[1] "Starting iterative with newton 0.130945856527962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321199372272747, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0321537336488067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0321537336862255, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0321537336488067"
[1] "Starting iterative with newton 0.0321537336488067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029682595584122, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0297101333731385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029710133396842, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0297101333731385"
[1] "Starting iterative with newton 0.0297101333731385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296227674444362, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296501619689091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0296501619923389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0296501619689091"
[1] "Starting iterative with newton 0.0296501619689091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296212993581133, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296486903732554, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0296486903966786, diff to last: 0"
[1] "Final threshold is: 0.000502036705350887"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.242372353466655"
[1] "Newton iter: 1, lambda:0.156081700351604, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.156779848108013, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.156779894147536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156779894147537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156779894147537"
[1] "Starting iterative with newton 0.156779894147537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0475314671058792, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0476338681544469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0476338686296815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0476338686296815"
[1] "Starting iterative with newton 0.0476338686296815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0435323932748691, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0436151843112414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0436151846106729, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0436151843112414"
[1] "Starting iterative with newton 0.0436151843112414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0433847966734421, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434669126567971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434669129509554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0434669129509554"
[1] "Starting iterative with newton 0.0434669129509554"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0433793510540864, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434614421952084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434614424891736, diff to last: 0"
[1] "Final threshold is: 0.000735925903464609"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.243262072720205"
[1] "Newton iter: 1, lambda:0.250713360783448, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.250721527877124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.250721527886927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.250721527877124"
[1] "Starting iterative with newton 0.250721527877124"
[1] "Starting newton at: 0.147230170180015"
[1] "Newton iter: 1, lambda:0.0864038974593175, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0866751865265982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0866751919236167, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0866751865265982"
[1] "Starting iterative with newton 0.0866751865265982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0790472769905952, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0794755105173205, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0794755230867815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0794755230867815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0794755230867815"
[1] "Starting iterative with newton 0.0794755230867815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0787295597265152, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791531284933701, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0791531407549153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791531407549154, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0791531407549153"
[1] "Starting iterative with newton 0.0791531407549153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0787153136575591, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791386742898289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0791386865377405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791386865377405, diff to last: 0"
[1] "Final threshold is: 0.00134004318420225"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.480633981095622"
[1] "Newton iter: 1, lambda:0.283835973374896, diff to last: 0.197"
[1] "Newton iter: 2, lambda:0.290629186027811, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.290637548434021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290637548446682, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290637548446682"
[1] "Starting iterative with newton 0.290637548446682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0985469589435287, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0994090817010561, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0994091476401354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0994091476401357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0994091476401357"
[1] "Starting iterative with newton 0.0994091476401357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0866721172821273, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0872948151076058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0872948472418751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0872948472418752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0872948472418752"
[1] "Starting iterative with newton 0.0872948472418752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0859145592723884, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0865236611222651, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0865236917306332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0865236917306333, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0865236917306332"
[1] "Starting iterative with newton 0.0865236917306332"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0858663185861527, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.086474561202034, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.086474591715346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0864745917153461, diff to last: 0"
[1] "Final threshold is: 0.00146426093614228"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.296354868169542"
[1] "Newton iter: 1, lambda:0.345412414786241, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.345921911783368, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.345921966329829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34592196632983, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.345921966329829"
[1] "Starting iterative with newton 0.345921966329829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11641334696769, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117851432600737, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117851651836011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117851651836016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117851651836011"
[1] "Starting iterative with newton 0.117851651836011"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0994449991059673, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100412174404744, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100412265859144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100412265859145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100412265859144"
[1] "Starting iterative with newton 0.100412265859144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0981507356504077, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0990866071569658, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0990866922188263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099086692218827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.099086692218827"
[1] "Starting iterative with newton 0.099086692218827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0980523842424321, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0989859029235922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0989859875152271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0989859875152278, diff to last: 0"
[1] "Final threshold is: 0.0016761144732678"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.324535839731866"
[1] "Newton iter: 1, lambda:0.441518327745961, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.445395688157178, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.445399862560103, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445399862564937, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445399862560103"
[1] "Starting iterative with newton 0.445399862560103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163188795588766, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.166959272252553, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.166961279669418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166961279669987, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.166961279669987"
[1] "Starting iterative with newton 0.166961279669987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137293033246714, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139736042005342, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139736814604724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139736814604801, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.139736814604801"
[1] "Starting iterative with newton 0.139736814604801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134714211365232, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137044443002072, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137045139468911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137045139468973, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.137045139468911"
[1] "Starting iterative with newton 0.137045139468911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13445887506698, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136778122011712, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136778811294167, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136778811294228, diff to last: 0"
[1] "Final threshold is: 0.00231605453460017"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.92822552898126"
[1] "Starting iterative with newton 3.92822552898126"
[1] "Starting newton at: 0.378268646042623"
[1] "Newton iter: 1, lambda:0.55147295454293, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.562326822266696, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.562367939188201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562367939776505, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.562367939188201"
[1] "Starting iterative with newton 0.562367939188201"
[1] "Starting newton at: 0.381904183715162"
[1] "Newton iter: 1, lambda:0.203981352748402, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.209452207157532, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.209457441646186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.209457441650977, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.209457441646186"
[1] "Starting iterative with newton 0.209457441646186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164966396708234, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169192433815391, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169195204496431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169195204497622, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.169195204496431"
[1] "Starting iterative with newton 0.169195204496431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160650477367832, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.164598578867905, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164600961522374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164600961523242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164600961523242"
[1] "Starting iterative with newton 0.164600961523242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160157205050762, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.164074326134124, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164076667543294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164076667544131, diff to last: 0"
[1] "Final threshold is: 0.00277828492799508"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.92503427900001"
[1] "Starting iterative with newton 3.92503427900001"
[1] "Starting newton at: 0.606266499110251"
[1] "Newton iter: 1, lambda:0.555966401426521, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.556797458703668, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.556797689056987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556797689057004, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.556797689056987"
[1] "Starting iterative with newton 0.556797689056987"
[1] "Starting newton at: 0.352075142747501"
[1] "Newton iter: 1, lambda:0.223009938741302, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.226018894946569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.226020546442017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226020546442515, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.226020546442017"
[1] "Starting iterative with newton 0.226020546442017"
[1] "Starting newton at: 0.31299340656175"
[1] "Newton iter: 1, lambda:0.184700278002479, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.187397771085382, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.187398971236747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187398971236984, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.187398971236747"
[1] "Starting iterative with newton 0.187398971236747"
[1] "Starting newton at: 0.30732116901051"
[1] "Newton iter: 1, lambda:0.180175439600137, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.182792942362503, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.18279405826411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182794058264312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.18279405826411"
[1] "Starting iterative with newton 0.18279405826411"
[1] "Starting newton at: 0.301427457200105"
[1] "Newton iter: 1, lambda:0.179852137335634, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.182242573473978, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.182243502753292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182243502753433, diff to last: 0"
[1] "Final threshold is: 0.0030859011491607"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.93359611674537"
[1] "Starting iterative with newton 2.93359611674537"
[1] "Starting newton at: 0.553705186092594"
[1] "Newton iter: 1, lambda:0.59926048756774, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.600052250074453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.600052486207576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600052486207597, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.600052486207576"
[1] "Starting iterative with newton 0.600052486207576"
[1] "Starting newton at: 0.30591997545474"
[1] "Newton iter: 1, lambda:0.296361132923953, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.296382614866726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296382614975311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.296382614866726"
[1] "Starting iterative with newton 0.296382614866726"
[1] "Starting newton at: 0.294676680436098"
[1] "Newton iter: 1, lambda:0.251332287253151, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.251734932584655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.251734967430121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251734967430121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.251734967430121"
[1] "Starting iterative with newton 0.251734967430121"
[1] "Starting newton at: 0.307703068389728"
[1] "Newton iter: 1, lambda:0.244172912601966, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.245024721138179, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.245024874907564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245024874907569, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.245024874907569"
[1] "Starting iterative with newton 0.245024874907569"
[1] "Starting newton at: 0.304948157665614"
[1] "Newton iter: 1, lambda:0.243210052687712, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.244012900678803, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.24401303698714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.244013036987144, diff to last: 0"
[1] "Final threshold is: 0.00413183515391264"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.05348374030813"
[1] "Starting iterative with newton 2.05348374030813"
[1] "Starting newton at: 0.813488569820531"
[1] "Newton iter: 1, lambda:0.666624307271559, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.675755049941489, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.675792486399823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675792487027237, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675792487027237"
[1] "Starting iterative with newton 0.675792487027237"
[1] "Starting newton at: 0.555571521357018"
[1] "Newton iter: 1, lambda:0.410273862301867, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.417069337417776, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.417084620288414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417084620365637, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.417084620288414"
[1] "Starting iterative with newton 0.417084620288414"
[1] "Starting newton at: 0.270534874154933"
[1] "Newton iter: 1, lambda:0.360853723657319, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.363370311139569, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.36337224993341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36337224993456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36337224993456"
[1] "Starting iterative with newton 0.36337224993456"
[1] "Starting newton at: 0.277104218611746"
[1] "Newton iter: 1, lambda:0.350408831055523, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.352035713650369, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.352036510063946, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352036510064137, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.352036510064137"
[1] "Starting iterative with newton 0.352036510064137"
[1] "Starting newton at: 0.279856872224187"
[1] "Newton iter: 1, lambda:0.348226841872553, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.349636271833063, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349636867373778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349636867373884, diff to last: 0"
[1] "Final threshold is: 0.00592034719765814"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.26718474454779"
[1] "Starting iterative with newton 2.26718474454779"
[1] "Starting newton at: 0.555412203347338"
[1] "Newton iter: 1, lambda:0.62381769697087, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.625715924347231, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625717357921651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625717357922468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625717357921651"
[1] "Starting iterative with newton 0.625717357921651"
[1] "Starting newton at: 0.257190549758142"
[1] "Newton iter: 1, lambda:0.370625935428243, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.374419929109384, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.374424125671728, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374424125676859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374424125671728"
[1] "Starting iterative with newton 0.374424125671728"
[1] "Starting newton at: 0.264594957134126"
[1] "Newton iter: 1, lambda:0.327768967436595, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.328861577522587, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328861902581721, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32886190258175, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.32886190258175"
[1] "Starting iterative with newton 0.32886190258175"
[1] "Starting newton at: 0.266217668692464"
[1] "Newton iter: 1, lambda:0.319608998442702, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320378451197917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320378610299233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320378610299239, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.320378610299239"
[1] "Starting iterative with newton 0.320378610299239"
[1] "Starting newton at: 0.267711901106372"
[1] "Newton iter: 1, lambda:0.318107811345127, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.318791469474564, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3187915947623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318791594762305, diff to last: 0"
[1] "Final threshold is: 0.00539804894965577"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0169328459041735"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.52374080639068"
[1] "Starting iterative with newton 1.52374080639068"
[1] "Starting newton at: 0.690533894574992"
[1] "Newton iter: 1, lambda:0.749594650093638, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.751450363512939, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.751452159253726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.751452159255406, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.751452159253726"
[1] "Starting iterative with newton 0.751452159253726"
[1] "Starting newton at: 0.445328287520676"
[1] "Newton iter: 1, lambda:0.559962199148871, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.565808190732286, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.565823075733474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565823075829839, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.565823075733474"
[1] "Starting iterative with newton 0.565823075733474"
[1] "Starting newton at: 0.448272364102192"
[1] "Newton iter: 1, lambda:0.515793755354857, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.51770076297441, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.517702265966709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.517702265967642, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.517702265966709"
[1] "Starting iterative with newton 0.517702265966709"
[1] "Starting newton at: 0.456181097564083"
[1] "Newton iter: 1, lambda:0.504048128826676, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.504989748697431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.504990109973139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504990109973192, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.504990109973139"
[1] "Starting iterative with newton 0.504990109973139"
[1] "Starting newton at: 0.456853022728061"
[1] "Newton iter: 1, lambda:0.500824686594396, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.501615725714221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.501615979720438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.501615979720465, diff to last: 0"
[1] "Final threshold is: 0.00849378608767766"
threshold is:
[{'ad': 6.468036724664459e-05, 'da': 0.00047742568566244524, 'dd': 0.0004247788112098676}, {'ad': 0.0005020367053508874, 'da': 0.0007359259034646091, 'dd': 0.0013400431842022528}, {'ad': 0.001464260936142276, 'da': 0.0016761144732677982, 'dd': 0.002316054534600169}, {'ad': 0.0027782849279950803, 'da': 0.0030859011491607045, 'dd': 0.004131835153912638}, {'ad': 0.005920347197658136, 'da': 0.005398048949655769, 'dd': 0.008493786087677663}]
Number of points in noise estimation: 128
Estimated noise: 0.03825301758108829
0.03825301758108829
threshold is:
[{'ad': 0.026350910812322326, 'da': 0.003271256266766248, 'dd': 0.002038158289130676}, {'ad': 0.0016663453342666832, 'da': 0.007313586228465868, 'dd': 0.0087301771049971}, {'ad': 0.00793192813542154, 'da': 0.00746807920345437, 'dd': 0.010239663168126634}, {'ad': 0.013634153997581056, 'da': 0.014564549660720882, 'dd': 0.021198698165574063}, {'ad': 0.029855702387856838, 'da': 0.02600524193557633, 'dd': 0.03866339627303746}]
['baboon256', 0.025, 3, 0.00017551079618818104, 0.0005466591396150216, 0.0004505373579122786, 0.005919911327297947, 0.0007303319581074308, 0.0008255359269836864, 0.0001711312044412772, 0.00017551079618818112, 37.55696163638379, 32.62283386512513, 33.462691921155724, 22.276847984043794, 31.36479694941134, 30.83264021672846, 37.666707930244215, 37.55696163638379]
baboon256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.037514390473753385
0.037514390473753385
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0780468632650039, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783344980965808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078334501997379, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.078334501997379"
[1] "Starting iterative with newton 0.078334501997379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0238732728299611, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238862928604747, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238862928643476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0238862928643476"
[1] "Starting iterative with newton 0.0238862928643476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228753776581477, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228870724925226, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228870724955794, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0228870724955794"
[1] "Starting iterative with newton 0.0228870724955794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228570248569488, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228686962543256, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228686962573689, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0228686962543256"
[1] "Starting iterative with newton 0.0228686962543256"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228566873281514, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228683582948031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228683582978461, diff to last: 0"
[1] "Final threshold is: 0.000857892522679098"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.310853829901779"
[1] "Newton iter: 1, lambda:0.187423222537105, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.189171812248908, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.189172167969709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189172167969724, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.189172167969724"
[1] "Starting iterative with newton 0.189172167969724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638861084638218, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0641248324850693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0641248358193815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0641248358193815"
[1] "Starting iterative with newton 0.0641248358193815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0589988281122711, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0591909664029369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.059190968441309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.059190968441309"
[1] "Starting iterative with newton 0.059190968441309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0588069726633857, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0589974298347927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0589974318331009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0589974298347927"
[1] "Starting iterative with newton 0.0589974298347927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0587994489393556, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0589898404005257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0589898423972772, diff to last: 0"
[1] "Final threshold is: 0.00221296798167663"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.142021495189301"
[1] "Newton iter: 1, lambda:0.246562242708321, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.248158796743154, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248159165354419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248159165354438, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.248159165354419"
[1] "Starting iterative with newton 0.248159165354419"
[1] "Starting newton at: 0.191090445730746"
[1] "Newton iter: 1, lambda:0.103099491240501, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.103838400894672, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103838453090309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103838453090309, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103838453090309"
[1] "Starting iterative with newton 0.103838453090309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0921793857067723, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0929543372698665, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0929543920214132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929543920214135, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0929543920214135"
[1] "Starting iterative with newton 0.0929543920214135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913688035554601, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921273495934981, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0921274018570442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921274018570445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0921274018570445"
[1] "Starting iterative with newton 0.0921274018570445"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913071934300203, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0920645013455084, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09206455342384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920645534238402, diff to last: 0"
[1] "Final threshold is: 0.00345374560593366"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.447826381342651"
[1] "Newton iter: 1, lambda:0.252585327551262, diff to last: 0.195"
[1] "Newton iter: 2, lambda:0.258737932088528, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.258744225066402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258744225072981, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.258744225072981"
[1] "Starting iterative with newton 0.258744225072981"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0911760175300244, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0918732757570231, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0918733165066862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0918733165066863, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0918733165066862"
[1] "Starting iterative with newton 0.0918733165066862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.081030660945057, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0815501706574718, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0815501920049016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0815501920049016, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0815501920049016"
[1] "Starting iterative with newton 0.0815501920049016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0804072712775923, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0809168560389608, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0809168765001322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0809168765001322, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0809168765001322"
[1] "Starting iterative with newton 0.0809168765001322"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0803690406980074, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0808780205241607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0808780409319751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0808780409319752, diff to last: 0"
[1] "Final threshold is: 0.00303409040827432"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.328419556353439"
[1] "Newton iter: 1, lambda:0.34474311509822, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.344803373963213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.344803374782429, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.344803373963213"
[1] "Starting iterative with newton 0.344803373963213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123722528425369, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125378203795807, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125378499707056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125378499707065, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125378499707065"
[1] "Starting iterative with newton 0.125378499707065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106949443244812, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108111678840001, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108111815937289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108111815937291, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108111815937289"
[1] "Starting iterative with newton 0.108111815937289"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10562507745658, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106752522595193, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106752650912012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106752650912014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106752650912014"
[1] "Starting iterative with newton 0.106752650912014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105520889895619, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106645622951358, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106645750596736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106645750596737, diff to last: 0"
[1] "Final threshold is: 0.00400075033025246"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.539606660677863"
[1] "Newton iter: 1, lambda:0.506906606925758, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.507247810859308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.50724784831353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50724784831353, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.50724784831353"
[1] "Starting iterative with newton 0.50724784831353"
[1] "Starting newton at: 0.277817983407246"
[1] "Newton iter: 1, lambda:0.210074406111681, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.210867661117493, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.21086777036179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210867770361792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.21086777036179"
[1] "Starting iterative with newton 0.21086777036179"
[1] "Starting newton at: 0.307843154974339"
[1] "Newton iter: 1, lambda:0.172921064441896, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.175800480584124, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.175801801026361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175801801026639, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.175801801026361"
[1] "Starting iterative with newton 0.175801801026361"
[1] "Starting newton at: 0.336062591344582"
[1] "Newton iter: 1, lambda:0.167127777992873, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.17158360095482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.17158672788203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17158672788357, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.17158672788203"
[1] "Starting iterative with newton 0.17158672788203"
[1] "Starting newton at: 0.340277664488913"
[1] "Newton iter: 1, lambda:0.166361511287412, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.171076243262089, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.171079739381427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171079739383349, diff to last: 0"
[1] "Final threshold is: 0.0064179521453028"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.42504148740065"
[1] "Starting iterative with newton 3.42504148740065"
[1] "Starting newton at: 0.574090111271261"
[1] "Newton iter: 1, lambda:0.583799869952263, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.583834210344947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583834210773282, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.583834210773282"
[1] "Starting iterative with newton 0.583834210773282"
[1] "Starting newton at: 0.390603539644748"
[1] "Newton iter: 1, lambda:0.233201933524121, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.238013675863023, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.238018220979055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23801822098311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.238018220979055"
[1] "Starting iterative with newton 0.238018220979055"
[1] "Starting newton at: 0.36429326499623"
[1] "Newton iter: 1, lambda:0.189694101922825, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.19496446073249, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.194969301257343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194969301261425, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.194969301261425"
[1] "Starting iterative with newton 0.194969301261425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183820006399838, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.189622056000098, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.189627831254343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189627831260064, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.189627831254343"
[1] "Starting iterative with newton 0.189627831254343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183207416676131, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188959442263998, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.188965107238082, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188965107243576, diff to last: 0"
[1] "Final threshold is: 0.00708891081884408"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.0255139203725"
[1] "Starting iterative with newton 3.0255139203725"
[1] "Starting newton at: 0.549516503115191"
[1] "Newton iter: 1, lambda:0.605372273678642, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.60658148006279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.606582037795976, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606582037796095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606582037795976"
[1] "Starting iterative with newton 0.606582037795976"
[1] "Starting newton at: 0.336726449426235"
[1] "Newton iter: 1, lambda:0.289915749107526, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.290421938685114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.290421998137247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290421998137248, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.290421998137247"
[1] "Starting iterative with newton 0.290421998137247"
[1] "Starting newton at: 0.255553482811368"
[1] "Newton iter: 1, lambda:0.243561129176895, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.243591506264017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243591506459063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.243591506264017"
[1] "Starting iterative with newton 0.243591506264017"
[1] "Starting newton at: 0.260709239555743"
[1] "Newton iter: 1, lambda:0.23635613594975, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.236479479244342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.236479482412739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.236479479244342"
[1] "Starting iterative with newton 0.236479479244342"
[1] "Starting newton at: 0.264801455427529"
[1] "Newton iter: 1, lambda:0.235213241896797, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.235394845975277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235394852828149, diff to last: 0"
[1] "Final threshold is: 0.00883069416742557"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.26752465552793"
[1] "Starting iterative with newton 2.26752465552793"
[1] "Starting newton at: 0.754645288429723"
[1] "Newton iter: 1, lambda:0.681674086759705, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.684082526693983, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.684085222129079, diff to last: 0"
[1] "Newton iter: 4, lambda:0.684085222132453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.684085222132453"
[1] "Starting iterative with newton 0.684085222132453"
[1] "Starting newton at: 0.502725670580717"
[1] "Newton iter: 1, lambda:0.382955400537732, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.387321929928169, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.387327840057733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387327840068554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.387327840057733"
[1] "Starting iterative with newton 0.387327840057733"
[1] "Starting newton at: 0.320801746650857"
[1] "Newton iter: 1, lambda:0.330285600784466, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.330310930548793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.330310930729335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.330310930548793"
[1] "Starting iterative with newton 0.330310930548793"
[1] "Starting newton at: 0.328272916623229"
[1] "Newton iter: 1, lambda:0.319184134771499, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.319206917571283, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319206917714545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.319206917571283"
[1] "Starting iterative with newton 0.319206917571283"
[1] "Starting newton at: 0.327210053832"
[1] "Newton iter: 1, lambda:0.317011350806451, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.317039926603857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317039926828381, diff to last: 0"
[1] "Final threshold is: 0.0118935596023872"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79516177949009"
[1] "Starting iterative with newton 1.79516177949009"
[1] "Starting newton at: 0.753280144550312"
[1] "Newton iter: 1, lambda:0.726063407316364, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.726432253720569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.72643232215093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726432322150932, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.72643232215093"
[1] "Starting iterative with newton 0.72643232215093"
[1] "Starting newton at: 0.517781307482212"
[1] "Newton iter: 1, lambda:0.485673191393959, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.486067573862266, diff to last: 0"
[1] "Newton iter: 3, lambda:0.486067633740547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486067633740548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486067633740548"
[1] "Starting iterative with newton 0.486067633740548"
[1] "Starting newton at: 0.531790163021511"
[1] "Newton iter: 1, lambda:0.424877115436233, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.428885803497305, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.42889154921397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428891549225767, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42889154921397"
[1] "Starting iterative with newton 0.42889154921397"
[1] "Starting newton at: 0.535387366668017"
[1] "Newton iter: 1, lambda:0.409713730826953, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.415135308621839, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.415145624631819, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415145624669141, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.415145624631819"
[1] "Starting iterative with newton 0.415145624631819"
[1] "Starting newton at: 0.533628306661193"
[1] "Newton iter: 1, lambda:0.406281767973478, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.411823037429283, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.411833764816585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411833764856759, diff to last: 0"
[1] "Final threshold is: 0.0154496926651124"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.79062584950067"
[1] "Starting iterative with newton 1.79062584950067"
[1] "Starting newton at: 0.82013493665482"
[1] "Newton iter: 1, lambda:0.682527553872784, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.690953482865027, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.690986874488779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.690986875011725, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.690986874488779"
[1] "Starting iterative with newton 0.690986874488779"
[1] "Starting newton at: 0.484081316490378"
[1] "Newton iter: 1, lambda:0.473884809052905, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.473922450799481, diff to last: 0"
[1] "Newton iter: 3, lambda:0.473922451313431, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.473922450799481"
[1] "Starting iterative with newton 0.473922450799481"
[1] "Starting newton at: 0.455562629965476"
[1] "Newton iter: 1, lambda:0.427978056431153, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.428236487953582, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428236510736311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428236510736311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.428236510736311"
[1] "Starting iterative with newton 0.428236510736311"
[1] "Starting newton at: 0.445594337935014"
[1] "Newton iter: 1, lambda:0.418149355323395, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.418401826242369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.418401847697087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418401847697087, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418401847697087"
[1] "Starting iterative with newton 0.418401847697087"
[1] "Starting newton at: 0.446839473089859"
[1] "Newton iter: 1, lambda:0.415954378237501, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.416273020623424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416273054699594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416273054699595, diff to last: 0"
[1] "Final threshold is: 0.0156162299177027"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.29343327357616"
[1] "Starting iterative with newton 1.29343327357616"
[1] "Starting newton at: 0.681134394505249"
[1] "Newton iter: 1, lambda:0.776388285660247, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.781621263909785, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.781636579114567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781636579245482, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.781636579114567"
[1] "Starting iterative with newton 0.781636579114567"
[1] "Starting newton at: 0.630666513498228"
[1] "Newton iter: 1, lambda:0.644937594372753, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.645037810704209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.645037815626318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.645037810704209"
[1] "Starting iterative with newton 0.645037810704209"
[1] "Starting newton at: 0.605118064623364"
[1] "Newton iter: 1, lambda:0.606784138756992, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.606785448729808, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606785448730618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.606785448730618"
[1] "Starting iterative with newton 0.606785448730618"
[1] "Starting newton at: 0.599748049213823"
[1] "Newton iter: 1, lambda:0.595894061124803, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.595900984417235, diff to last: 0"
[1] "Newton iter: 3, lambda:0.5959009844396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.595900984417235"
[1] "Starting iterative with newton 0.595900984417235"
[1] "Starting newton at: 0.598932578062324"
[1] "Newton iter: 1, lambda:0.592771359485418, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.592788987605565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.5927889877501, diff to last: 0"
[1] "Final threshold is: 0.0222381175495761"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.916382579805994"
[1] "Starting iterative with newton 0.916382579805994"
[1] "Starting newton at: 1.01571404407674"
[1] "Newton iter: 1, lambda:0.923327358924404, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.928959580872982, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.928981662882168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.928981663220665, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.928981663220665"
[1] "Starting iterative with newton 0.928981663220665"
[1] "Starting newton at: 1.01826392746667"
[1] "Newton iter: 1, lambda:0.928164698000999, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.933545647090064, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.933565870305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93356587058989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.933565870305"
[1] "Starting iterative with newton 0.933565870305"
[1] "Starting newton at: 1.02042982549502"
[1] "Newton iter: 1, lambda:0.92975667240489, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.935210735382137, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.93523153883654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935231539138391, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.93523153883654"
[1] "Starting iterative with newton 0.93523153883654"
[1] "Starting newton at: 1.02069211931492"
[1] "Newton iter: 1, lambda:0.930404724997952, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.935815968944167, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.935836455965177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935836456258048, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.935836455965177"
[1] "Starting iterative with newton 0.935836455965177"
[1] "Starting newton at: 1.02053584623427"
[1] "Newton iter: 1, lambda:0.930673378699899, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.93603597921919, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.936056102423595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936056102706203, diff to last: 0"
[1] "Final threshold is: 0.0351155741316584"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.01801861796614"
[1] "Starting iterative with newton 1.01801861796614"
[1] "Starting newton at: 0.857818662067927"
[1] "Newton iter: 1, lambda:0.823885260449669, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.824552713157024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.824552975340293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824552975340333, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.824552975340333"
[1] "Starting iterative with newton 0.824552975340333"
[1] "Starting newton at: 0.837535596642034"
[1] "Newton iter: 1, lambda:0.767200245756871, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.76990164135224, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.769905748821708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769905748831195, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.769905748831195"
[1] "Starting iterative with newton 0.769905748831195"
[1] "Starting newton at: 0.83565907039078"
[1] "Newton iter: 1, lambda:0.750114904409639, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.754035224142856, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.754043764643259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754043764683733, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.754043764643259"
[1] "Starting iterative with newton 0.754043764643259"
[1] "Starting newton at: 0.82837717927448"
[1] "Newton iter: 1, lambda:0.745744240889225, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.749393843205824, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749401215467643, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749401215497685, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.749401215497685"
[1] "Starting iterative with newton 0.749401215497685"
[1] "Starting newton at: 0.829718543226461"
[1] "Newton iter: 1, lambda:0.744123910493459, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.748030584737758, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.748039023324827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748039023364143, diff to last: 0"
[1] "Final threshold is: 0.0280622280106127"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.06247227286308"
[1] "Newton iter: 1, lambda:1.08380784406062, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.08419476467402, diff to last: 0"
[1] "Newton iter: 3, lambda:1.08419489030649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0841948903065, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0841948903065"
[1] "Starting iterative with newton 1.0841948903065"
[1] "Starting newton at: 1.11284454123436"
[1] "Newton iter: 1, lambda:1.25474684688914, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.27539088664926, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.27579701958021, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27579717439358, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27579717439361, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27579717439358"
[1] "Starting iterative with newton 1.27579717439358"
[1] "Starting newton at: 1.50273832277809"
[1] "Newton iter: 1, lambda:1.33698880863735, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.3600724211998, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.36060633293078, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36060661338193, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36060661338201, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36060661338193"
[1] "Starting iterative with newton 1.36060661338193"
[1] "Starting newton at: 1.50889863340013"
[1] "Newton iter: 1, lambda:1.38305327009276, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.39714371214796, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.39734528092515, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39734532169267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39734532169268, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39734532169267"
[1] "Starting iterative with newton 1.39734532169267"
[1] "Starting newton at: 1.53878207390418"
[1] "Newton iter: 1, lambda:1.3944832047876, diff to last: 0.144"
[1] "Newton iter: 2, lambda:1.41278076921135, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.41312485213577, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41312497196013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41312497196015, diff to last: 0"
[1] "Final threshold is: 0.0530125219863243"
threshold is:
[{'ad': 0.0008578925226790976, 'da': 0.002212967981676629, 'dd': 0.003453745605933663}, {'ad': 0.003034090408274324, 'da': 0.004000750330252459, 'dd': 0.006417952145302805}, {'ad': 0.007088910818844077, 'da': 0.008830694167425568, 'dd': 0.011893559602387213}, {'ad': 0.015449692665112402, 'da': 0.015616229917702697, 'dd': 0.022238117549576105}, {'ad': 0.035115574131658445, 'da': 0.028062228010612672, 'dd': 0.05301252198632428}]
Number of points in noise estimation: 128
Estimated noise: 0.037514390473753385
0.037514390473753385
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 35.0894088777767"
[1] "Starting iterative with newton 35.0894088777767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.6624507496003"
[1] "Starting iterative with newton 16.6624507496003"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.32563416089874"
[1] "Starting iterative with newton 9.32563416089874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.34046699794047"
[1] "Starting iterative with newton 8.34046699794047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.81185735886834"
[1] "Starting iterative with newton 5.81185735886834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.92203298262338"
[1] "Starting iterative with newton 3.92203298262338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.42504148740065"
[1] "Starting iterative with newton 3.42504148740065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.0255139203725"
[1] "Starting iterative with newton 3.0255139203725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26752465552793"
[1] "Starting iterative with newton 2.26752465552793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79516177949009"
[1] "Starting iterative with newton 1.79516177949009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79062584950067"
[1] "Starting iterative with newton 1.79062584950067"
[1] "Starting newton at: 2.11684001334545"
[1] "Newton iter: 1, lambda:1.59019934018956, diff to last: 0.527"
[1] "Newton iter: 2, lambda:1.53244723938062, diff to last: 0.058"
[1] "Newton iter: 3, lambda:1.52995225068134, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52994729121787, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52994729119823, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52994729121787"
[1] "Starting iterative with newton 1.52994729121787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.29343327357616"
[1] "Starting iterative with newton 1.29343327357616"
[1] "Starting newton at: 1.52620829748851"
[1] "Newton iter: 1, lambda:1.32678551346021, diff to last: 0.199"
[1] "Newton iter: 2, lambda:1.29253926005816, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.29122863439122, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.29122667277228, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29122667276789, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29122667276789"
[1] "Starting iterative with newton 1.29122667276789"
[1] "Starting newton at: 1.5207132859646"
[1] "Newton iter: 1, lambda:1.32352282901778, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.28966635485076, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.28837817966533, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28837627506559, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28837627506142, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.28837627506142"
[1] "Starting iterative with newton 1.28837627506142"
[1] "Starting newton at: 1.52043396475742"
[1] "Newton iter: 1, lambda:1.32278224597301, diff to last: 0.198"
[1] "Newton iter: 2, lambda:1.28873351339904, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.2874285675923, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28742660980652, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28742660980211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.28742660980211"
[1] "Starting iterative with newton 1.28742660980211"
[1] "Starting newton at: 1.5178574031127"
[1] "Newton iter: 1, lambda:1.32084645578244, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.28683264258037, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.28552572518496, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28552375486096, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28552375485648, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.28552375485648"
[1] "Starting iterative with newton 1.28552375485648"
[1] "Starting newton at: 1.51720830848196"
[1] "Newton iter: 1, lambda:1.32002163796331, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.28589160016542, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.28457353063105, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.28457152317189, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28457152316723, diff to last: 0"
[1] "Final threshold is: 0.0481899177115596"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.916382579805994"
[1] "Starting iterative with newton 0.916382579805994"
[1] "Starting newton at: 1.23389424279514"
[1] "Newton iter: 1, lambda:1.25232289551009, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.25191808912555, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25191789527105, diff to last: 0"
[1] "Newton iter: 4, lambda:1.251917895271, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.251917895271"
[1] "Starting iterative with newton 1.251917895271"
[1] "Starting newton at: 1.59003106944697"
[1] "Newton iter: 1, lambda:1.59820339455051, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.59816671310006, diff to last: 0"
[1] "Newton iter: 3, lambda:1.59816671237284, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59816671237284"
[1] "Starting iterative with newton 1.59816671237284"
[1] "Starting newton at: 1.76103984861589"
[1] "Newton iter: 1, lambda:1.82810200101381, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.82668203798988, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.82668154231059, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82668154231053, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82668154231053"
[1] "Starting iterative with newton 1.82668154231053"
[1] "Starting newton at: 1.98571463252535"
[1] "Newton iter: 1, lambda:1.95089854166471, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.95078508274374, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95078508110497, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95078508110497"
[1] "Starting iterative with newton 1.95078508110497"
[1] "Starting newton at: 2.1137696002446"
[1] "Newton iter: 1, lambda:2.01517282149579, diff to last: 0.099"
[1] "Newton iter: 2, lambda:2.01530051505464, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01530051383737, diff to last: 0"
[1] "Final threshold is: 0.0756027703980511"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01801861796614"
[1] "Starting iterative with newton 1.01801861796614"
[1] "Starting newton at: 1.19788344716321"
[1] "Newton iter: 1, lambda:1.32386066352365, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.30642363552493, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.30609562547175, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3060955080684, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30609550806839, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3060955080684"
[1] "Starting iterative with newton 1.3060955080684"
[1] "Starting newton at: 1.50749376243905"
[1] "Newton iter: 1, lambda:1.5622205501638, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.5601665365841, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.56016385198053, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56016385197593, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56016385197593"
[1] "Starting iterative with newton 1.56016385197593"
[1] "Starting newton at: 1.75701436423243"
[1] "Newton iter: 1, lambda:1.73032402045381, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.73005018364405, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73005015278537, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73005015278537, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73005015278537"
[1] "Starting iterative with newton 1.73005015278537"
[1] "Starting newton at: 1.93471361472296"
[1] "Newton iter: 1, lambda:1.83023947466624, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.82803620937435, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.82803473452208, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82803473452141, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82803473452208"
[1] "Starting iterative with newton 1.82803473452208"
[1] "Starting newton at: 2.04138686331441"
[1] "Newton iter: 1, lambda:1.88187830490802, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.87915623213968, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.87915434401033, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87915434400941, diff to last: 0"
[1] "Final threshold is: 0.070495329821619"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0375143904737534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.45877084701114"
[1] "Newton iter: 1, lambda:1.62297051484132, diff to last: 0.164"
[1] "Newton iter: 2, lambda:1.60522599416015, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.60506434875397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60506433483865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.60506433483865, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.60506434875397"
[1] "Starting iterative with newton 1.60506434875397"
[1] "Starting newton at: 2.04196053800647"
[1] "Newton iter: 1, lambda:2.13019697730961, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.13108276417364, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.13108291896547, diff to last: 0"
[1] "Newton iter: 4, lambda:2.13108291896548, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13108291896547"
[1] "Starting iterative with newton 2.13108291896547"
[1] "Starting newton at: 2.39838559463076"
[1] "Newton iter: 1, lambda:2.36221117739579, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.36268491875426, diff to last: 0"
[1] "Newton iter: 3, lambda:2.36268499524158, diff to last: 0"
[1] "Newton iter: 4, lambda:2.36268499524158, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.36268499524158"
[1] "Starting iterative with newton 2.36268499524158"
[1] "Starting newton at: 2.48652052162232"
[1] "Newton iter: 1, lambda:2.46417523382902, diff to last: 0.022"
[1] "Newton iter: 2, lambda:2.46437245376869, diff to last: 0"
[1] "Newton iter: 3, lambda:2.46437246872025, diff to last: 0"
[1] "Newton iter: 4, lambda:2.46437246872025, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.46437245376869"
[1] "Starting iterative with newton 2.46437245376869"
[1] "Starting newton at: 2.58458674833789"
[1] "Newton iter: 1, lambda:2.51002338869866, diff to last: 0.075"
[1] "Newton iter: 2, lambda:2.5124075260273, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.51240980581254, diff to last: 0"
[1] "Newton iter: 4, lambda:2.51240980581463, diff to last: 0"
[1] "Final threshold is: 0.0942515224853385"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.048189917711559616}, {'ad': 0.07560277039805105, 'da': 0.07049532982161898, 'dd': 0.09425152248533851}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.507467687182429. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01725343458549465
0.01725343458549465
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 76.2954053937061"
[1] "Starting iterative with newton 76.2954053937061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 36.2294058364304"
[1] "Starting iterative with newton 36.2294058364304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.2768602154989"
[1] "Starting iterative with newton 20.2768602154989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1347971120628"
[1] "Starting iterative with newton 18.1347971120628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6368048783542"
[1] "Starting iterative with newton 12.6368048783542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.52773261068673"
[1] "Starting iterative with newton 8.52773261068673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.44711686884513"
[1] "Starting iterative with newton 7.44711686884513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.57841834506694"
[1] "Starting iterative with newton 6.57841834506694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.93031140639405"
[1] "Starting iterative with newton 4.93031140639405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.90324602476351"
[1] "Starting iterative with newton 3.90324602476351"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89338348707912"
[1] "Starting iterative with newton 3.89338348707912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.81233053258132"
[1] "Starting iterative with newton 2.81233053258132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.99250379695933"
[1] "Starting iterative with newton 1.99250379695933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.21349249360704"
[1] "Starting iterative with newton 2.21349249360704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46655274542688"
[1] "Starting iterative with newton 1.46655274542688"
[1] "Starting newton at: 1.70607217992536"
[1] "Newton iter: 1, lambda:1.40935906921674, diff to last: 0.297"
[1] "Newton iter: 2, lambda:1.35744629409172, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.35480150514305, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35479433079966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35479433074677, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35479433074677"
[1] "Starting iterative with newton 1.35479433074677"
[1] "Starting newton at: 1.58564211240574"
[1] "Newton iter: 1, lambda:1.30360649617308, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.24047801907685, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.23564408718778, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.23561461455987, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23561461346246, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23561461346246"
[1] "Starting iterative with newton 1.23561461346246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.507467687182429. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01725343458549465
0.01725343458549465
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.030304946472406, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0303261961219803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0303261961324272, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0303261961324272"
[1] "Starting iterative with newton 0.0303261961324272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.010077194994524, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100784562270107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100784562270305, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100784562270107"
[1] "Starting iterative with newton 0.0100784562270107"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00984370448007396, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00984489846075379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00984489846077135, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00984489846075379"
[1] "Starting iterative with newton 0.00984489846075379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00984102279483563, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00984221601394563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00984221601396318, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00984221601396318"
[1] "Starting iterative with newton 0.00984221601396318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00984099199683835, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00984218520720349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00984218520722103, diff to last: 0"
[1] "Final threshold is: 0.000169811498651111"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0188723869339196"
[1] "Newton iter: 1, lambda:0.0780919457977749, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0782826080250396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0782826099997387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0782826080250396"
[1] "Starting iterative with newton 0.0782826080250396"
[1] "Starting newton at: 0.0108793769806583"
[1] "Newton iter: 1, lambda:0.033024957659216, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0330391473127039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330391473185283, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0330391473127039"
[1] "Starting iterative with newton 0.0330391473127039"
[1] "Starting newton at: 0.0561228376929941"
[1] "Newton iter: 1, lambda:0.0320320245237644, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0320486610101609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0320486610180976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0320486610101609"
[1] "Starting iterative with newton 0.0320486610101609"
[1] "Starting newton at: 0.057113323995537"
[1] "Newton iter: 1, lambda:0.0320087490397519, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0320268112265034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0320268112358568, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0320268112265034"
[1] "Starting iterative with newton 0.0320268112265034"
[1] "Starting newton at: 0.0571351737791945"
[1] "Newton iter: 1, lambda:0.0320082348581748, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.032026329153411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0320263291627976, diff to last: 0"
[1] "Final threshold is: 0.000552564175223848"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128591961594753, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.129995186041368, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.129995352691122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129995352691125, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.129995352691122"
[1] "Starting iterative with newton 0.129995352691122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0363332232032132, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0363903921058904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03639039224744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.03639039224744"
[1] "Starting iterative with newton 0.03639039224744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328743282044891, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329189013456138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329189014275643, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0329189014275643"
[1] "Starting iterative with newton 0.0329189014275643"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327486838629088, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327928336422851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327928337225348, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0327928337225348"
[1] "Starting iterative with newton 0.0327928337225348"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327441248299339, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327882592918764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032788259372065, diff to last: 0"
[1] "Final threshold is: 0.000565710088248155"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.236045794423846"
[1] "Newton iter: 1, lambda:0.129566741975929, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.13048737840048, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130487447727203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130487447727204, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130487447727203"
[1] "Starting iterative with newton 0.130487447727203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0377030959839101, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.037754567802807, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377545678987357, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.037754567802807"
[1] "Starting iterative with newton 0.037754567802807"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352687651831064, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035312115465263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353121155307564, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.035312115465263"
[1] "Starting iterative with newton 0.035312115465263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352044753782077, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352476236468459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352476237116641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0352476236468459"
[1] "Starting iterative with newton 0.0352476236468459"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352027777575547, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352459207003318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352459207651323, diff to last: 0"
[1] "Final threshold is: 0.000608113188326738"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.192971552212879"
[1] "Newton iter: 1, lambda:0.166403121507808, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.166473389086615, diff to last: 0"
[1] "Newton iter: 3, lambda:0.166473389579165, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.166473389086615"
[1] "Starting iterative with newton 0.166473389086615"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0490983853839755, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492102360909897, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492102366715644, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0492102360909897"
[1] "Starting iterative with newton 0.0492102360909897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454261344702439, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455166667214308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0455166670810763, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0455166670810763"
[1] "Starting iterative with newton 0.0455166670810763"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453109884365071, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454009033450103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454009036991415, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0454009033450103"
[1] "Starting iterative with newton 0.0454009033450103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453073801561463, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453972757674633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453972761214229, diff to last: 0"
[1] "Final threshold is: 0.000783258927813589"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.341761629837952"
[1] "Newton iter: 1, lambda:0.254400878343214, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.255563504291259, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255563712566316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255563712566323, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.255563712566316"
[1] "Starting iterative with newton 0.255563712566316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819522121023725, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824667791739754, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824667994561589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824667994561589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0824667994561589"
[1] "Starting iterative with newton 0.0824667994561589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0724062524190776, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0727820023440587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.072782012462849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.072782012462849, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.072782012462849"
[1] "Starting iterative with newton 0.072782012462849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718742064771876, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722430181622749, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722430278730879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0722430181622749"
[1] "Starting iterative with newton 0.0722430181622749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718446062246987, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722130342837999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722130439723248, diff to last: 0"
[1] "Final threshold is: 0.00124592303039596"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.509379236945399"
[1] "Newton iter: 1, lambda:0.279793211927616, diff to last: 0.23"
[1] "Newton iter: 2, lambda:0.289028040912564, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.289043524168137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.289043524211616, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.289043524168137"
[1] "Starting iterative with newton 0.289043524168137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09744809221696, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.098247148173176, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0982472018813329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0982472018813331, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0982472018813331"
[1] "Starting iterative with newton 0.0982472018813331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0869644605242601, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0875584901167578, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0875585178291815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0875585178291815, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0875585178291815"
[1] "Starting iterative with newton 0.0875585178291815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863666682821665, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869503020395428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0869503286876348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869503286876349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0869503286876349"
[1] "Starting iterative with newton 0.0869503286876349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0863326088458066, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0869156543243191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.08691568091289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0869156809128901, diff to last: 0"
[1] "Final threshold is: 0.00149959401508427"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.323240412015416"
[1] "Newton iter: 1, lambda:0.353346214728944, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.353540885649343, diff to last: 0"
[1] "Newton iter: 3, lambda:0.353540893749278, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.353540885649343"
[1] "Starting iterative with newton 0.353540885649343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119411629651309, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120932192036482, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120932438345114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12093243834512, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.120932438345114"
[1] "Starting iterative with newton 0.120932438345114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101919328743948, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102943727195833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102943830638307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102943830638308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102943830638307"
[1] "Starting iterative with newton 0.102943830638307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100558504592047, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101549343242103, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101549439401795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101549439401795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101549439401795"
[1] "Starting iterative with newton 0.101549439401795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100452965147572, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101441230300991, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101441325914236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101441325914237, diff to last: 0"
[1] "Final threshold is: 0.00175021128092711"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.591105603852359"
[1] "Newton iter: 1, lambda:0.445024351482841, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.450787726965441, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.450797031126718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450797031150937, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.450797031126718"
[1] "Starting iterative with newton 0.450797031126718"
[1] "Starting newton at: 0.306202033358443"
[1] "Newton iter: 1, lambda:0.161101536499214, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.164065471401736, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164066716643452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164066716643672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.164066716643452"
[1] "Starting iterative with newton 0.164066716643452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13396930349924, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136274675756315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136275357967144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136275357967204, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.136275357967204"
[1] "Starting iterative with newton 0.136275357967204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131379162482234, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.13357310744019, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133573718915752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133573718915799, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.133573718915752"
[1] "Starting iterative with newton 0.133573718915752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131127116069327, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133310407425798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133311012362004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13331101236205, diff to last: 0"
[1] "Final threshold is: 0.0023000728313139"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.90324602476351"
[1] "Starting iterative with newton 3.90324602476351"
[1] "Starting newton at: 0.615670957716657"
[1] "Newton iter: 1, lambda:0.573203726143774, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.573832658359722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.573832798092031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573832798092038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573832798092031"
[1] "Starting iterative with newton 0.573832798092031"
[1] "Starting newton at: 0.377603641435444"
[1] "Newton iter: 1, lambda:0.210239106271826, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.215161989255951, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.215166296788665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.215166296791962, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.215166296788665"
[1] "Starting iterative with newton 0.215166296788665"
[1] "Starting newton at: 0.349792621961197"
[1] "Newton iter: 1, lambda:0.169051442310871, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.174162383816798, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.174166501198014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174166501200686, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.174166501198014"
[1] "Starting iterative with newton 0.174166501198014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1651928729743, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.169435357110482, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169438152692015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169438152693229, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.169438152692015"
[1] "Starting iterative with newton 0.169438152692015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164680727896364, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.168889660562789, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168892407404281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168892407405451, diff to last: 0"
[1] "Final threshold is: 0.00291397410315666"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.89338348707912"
[1] "Starting iterative with newton 3.89338348707912"
[1] "Starting newton at: 0.710095958409239"
[1] "Newton iter: 1, lambda:0.546323788160101, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.554880068716942, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.55490473115236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554904731356771, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554904731356771"
[1] "Starting iterative with newton 0.554904731356771"
[1] "Starting newton at: 0.300397484157188"
[1] "Newton iter: 1, lambda:0.231291615662207, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.232170656402584, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.232170799401469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232170799401473, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.232170799401469"
[1] "Starting iterative with newton 0.232170799401469"
[1] "Starting newton at: 0.348110777962275"
[1] "Newton iter: 1, lambda:0.188337349173436, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.192622175071478, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.192625288749256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1926252887509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.192625288749256"
[1] "Starting iterative with newton 0.192625288749256"
[1] "Starting newton at: 0.344813842199433"
[1] "Newton iter: 1, lambda:0.183313774718977, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.187642311156817, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187645451522935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187645451524588, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.187645451524588"
[1] "Starting iterative with newton 0.187645451524588"
[1] "Starting newton at: 0.34828349994029"
[1] "Newton iter: 1, lambda:0.182457702989831, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.187013154118056, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.187016627183637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187016627185656, diff to last: 0"
[1] "Final threshold is: 0.00322667914351273"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.81233053258132"
[1] "Starting iterative with newton 2.81233053258132"
[1] "Starting newton at: 0.623337503960788"
[1] "Newton iter: 1, lambda:0.598668446380546, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.598896689795285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598896709482266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598896709482266, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.598896709482266"
[1] "Starting iterative with newton 0.598896709482266"
[1] "Starting newton at: 0.329491774822205"
[1] "Newton iter: 1, lambda:0.298530055631999, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.29876117547713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298761188392566, diff to last: 0"
[1] "Newton iter: 4, lambda:0.298761188392566, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.298761188392566"
[1] "Starting iterative with newton 0.298761188392566"
[1] "Starting newton at: 0.287292405937491"
[1] "Newton iter: 1, lambda:0.252285849191269, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.252555050181401, diff to last: 0"
[1] "Newton iter: 3, lambda:0.252555066135753, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252555066135753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.252555066135753"
[1] "Starting iterative with newton 0.252555066135753"
[1] "Starting newton at: 0.291837557314863"
[1] "Newton iter: 1, lambda:0.244874755083873, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.245351495348064, diff to last: 0"
[1] "Newton iter: 3, lambda:0.245351544614996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245351544614996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.245351544614996"
[1] "Starting iterative with newton 0.245351544614996"
[1] "Starting newton at: 0.291764435332843"
[1] "Newton iter: 1, lambda:0.243728490350722, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.24422603081419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.244226084342931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.244226084342931, diff to last: 0"
[1] "Final threshold is: 0.00421373877028227"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.99250379695933"
[1] "Starting iterative with newton 1.99250379695933"
[1] "Starting newton at: 0.823904729690125"
[1] "Newton iter: 1, lambda:0.667278804406534, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.677652082879325, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.677700570950138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.677700572005926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.677700572005926"
[1] "Starting iterative with newton 0.677700572005926"
[1] "Starting newton at: 0.537123998232429"
[1] "Newton iter: 1, lambda:0.423422842112377, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.427699799213013, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.427705984424743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42770598443767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427705984424743"
[1] "Starting iterative with newton 0.427705984424743"
[1] "Starting newton at: 0.256246173112221"
[1] "Newton iter: 1, lambda:0.370601248187412, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.374749517540449, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.374754923824849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374754923834027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.374754923824849"
[1] "Starting iterative with newton 0.374754923824849"
[1] "Starting newton at: 0.265605547352987"
[1] "Newton iter: 1, lambda:0.360531238568878, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.36333730853359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.363339741132712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36333974113454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.363339741132712"
[1] "Starting iterative with newton 0.363339741132712"
[1] "Starting newton at: 0.271190405688702"
[1] "Newton iter: 1, lambda:0.358504267132301, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.36086829571331, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.360870015910964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360870015911874, diff to last: 0"
[1] "Final threshold is: 0.00622624721338623"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.21349249360704"
[1] "Starting iterative with newton 2.21349249360704"
[1] "Starting newton at: 0.564601598238354"
[1] "Newton iter: 1, lambda:0.627230763792084, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.628837482924818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.628838521424756, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62883852142519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628838521424756"
[1] "Starting iterative with newton 0.628838521424756"
[1] "Starting newton at: 0.256627953041476"
[1] "Newton iter: 1, lambda:0.378519390450233, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.382981476176328, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.382987381972232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382987381982571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.382987381982571"
[1] "Starting iterative with newton 0.382987381982571"
[1] "Starting newton at: 0.265559236711038"
[1] "Newton iter: 1, lambda:0.336190986845302, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.337586624329684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.337587165776339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33758716577642, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337587165776339"
[1] "Starting iterative with newton 0.337587165776339"
[1] "Starting newton at: 0.26630973090696"
[1] "Newton iter: 1, lambda:0.327913122309556, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.328960310888078, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.328960611862221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.328960611862246, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.328960611862221"
[1] "Starting iterative with newton 0.328960611862221"
[1] "Starting newton at: 0.26503802355474"
[1] "Newton iter: 1, lambda:0.326280386171763, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.327312720624831, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.327313012406778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.327313012406801, diff to last: 0"
[1] "Final threshold is: 0.00564727364854155"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0172534345854947"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.46655274542688"
[1] "Starting iterative with newton 1.46655274542688"
[1] "Starting newton at: 0.702942595444485"
[1] "Newton iter: 1, lambda:0.753036169415965, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.754373819554872, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.754374756813558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.754374756814018, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.754374756813558"
[1] "Starting iterative with newton 0.754374756813558"
[1] "Starting newton at: 0.672761901993339"
[1] "Newton iter: 1, lambda:0.576455872163206, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.580466360345669, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.580473517917033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580473517939808, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.580473517917033"
[1] "Starting iterative with newton 0.580473517917033"
[1] "Starting newton at: 0.430317394630047"
[1] "Newton iter: 1, lambda:0.530024593219027, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.534318466101661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.534326293171635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.534326293197618, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.534326293197618"
[1] "Starting iterative with newton 0.534326293197618"
[1] "Starting newton at: 0.435587567128894"
[1] "Newton iter: 1, lambda:0.518863575504528, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.521810726351414, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.521814364611478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521814364617019, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.521814364611478"
[1] "Starting iterative with newton 0.521814364611478"
[1] "Starting newton at: 0.438359668731711"
[1] "Newton iter: 1, lambda:0.515859899315812, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.518400628642041, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.518403322710408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518403322713435, diff to last: 0"
[1] "Final threshold is: 0.00894423781728709"
threshold is:
[{'ad': 0.0001698114986511111, 'da': 0.0005525641752238475, 'dd': 0.0005657100882481546}, {'ad': 0.0006081131883267377, 'da': 0.0007832589278135893, 'dd': 0.0012459230303959552}, {'ad': 0.0014995940150842738, 'da': 0.0017502112809271088, 'dd': 0.0023000728313139047}, {'ad': 0.002913974103156661, 'da': 0.0032266791435127252, 'dd': 0.0042137387702822675}, {'ad': 0.006226247213386226, 'da': 0.005647273648541546, 'dd': 0.008944237817287091}]
Number of points in noise estimation: 128
Estimated noise: 0.037514390473753385
0.037514390473753385
threshold is:
[{'ad': 0.016946299937581344, 'da': 0.0015383504758086641, 'dd': 0.01065066279627825}, {'ad': 0.004598458150407492, 'da': 0.0040282091420837385, 'dd': 0.005811651997100393}, {'ad': 0.00775947852618697, 'da': 0.006028184502474162, 'dd': 0.0136137710315212}, {'ad': 0.012249193950630845, 'da': 0.017048429141109253, 'dd': 0.018967365130245578}, {'ad': 0.028583224559106446, 'da': 0.026144562827622272, 'dd': 0.03914980300641677}]
['baboon256', 0.025, 4, 0.00017586177572409716, 0.0005444560525094065, 0.00042971670741616006, 0.005833565165429895, 0.0006945713105793665, 0.0007966148690017779, 0.00017424034199525762, 0.00017586177572409718, 37.54828545966484, 32.64037169944822, 33.668177605874774, 22.34065946364864, 31.582831592838097, 30.987515916435406, 37.58851285163441, 37.54828545966484]
baboon256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.047041965537414555
0.047041965537414555
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0922910843698418, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928319711660789, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928319897069248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928319897069248, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0928319897069248"
[1] "Starting iterative with newton 0.0928319897069248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277478055106414, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0277696785968463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0277696786104368, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0277696785968463"
[1] "Starting iterative with newton 0.0277696785968463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262339024948529, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262530126874598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262530126976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0262530126874598"
[1] "Starting iterative with newton 0.0262530126874598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261987343203489, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262177827491927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262177827592618, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0262177827491927"
[1] "Starting iterative with newton 0.0262177827491927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261979174973172, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262169644929233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262169645029908, diff to last: 0"
[1] "Final threshold is: 0.00123329754017172"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.307211719140949"
[1] "Newton iter: 1, lambda:0.225942786820588, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.226864424684742, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.226864544523507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.226864544523509, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.226864544523507"
[1] "Starting iterative with newton 0.226864544523507"
[1] "Starting newton at: 0.083637264442993"
[1] "Newton iter: 1, lambda:0.0835920386449526, diff to last: 0"
[1] "Newton iter: 2, lambda:0.0835920388020578, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0835920386449526"
[1] "Starting iterative with newton 0.0835920386449526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0746623675524153, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.075070321071116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0750703332483672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0750703332483672, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.075070321071116"
[1] "Starting iterative with newton 0.075070321071116"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0741578226270722, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0745590863271085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.074559098073373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.074559098073373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.074559098073373"
[1] "Starting iterative with newton 0.074559098073373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0741275451427281, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0745284096018233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0745284213226358, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0745284213226358, diff to last: 0"
[1] "Final threshold is: 0.00350596342741735"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.575402406287854"
[1] "Newton iter: 1, lambda:0.270908009039279, diff to last: 0.304"
[1] "Newton iter: 2, lambda:0.285507795076579, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.285543759584657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285543759802391, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.285543759584657"
[1] "Starting iterative with newton 0.285543759584657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138533792434282, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.140718703664378, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140719245315213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140719245315246, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140719245315246"
[1] "Starting iterative with newton 0.140719245315246"
[1] "Starting newton at: 0.115483883887999"
[1] "Newton iter: 1, lambda:0.129247657550712, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.129268514509742, diff to last: 0"
[1] "Newton iter: 3, lambda:0.129268514557611, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129268514509742"
[1] "Starting iterative with newton 0.129268514509742"
[1] "Starting newton at: 0.126934614693504"
[1] "Newton iter: 1, lambda:0.128347409534949, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.128347628621478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128347628621484, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128347628621484"
[1] "Starting iterative with newton 0.128347628621484"
[1] "Starting newton at: 0.127855500581762"
[1] "Newton iter: 1, lambda:0.128273477786934, diff to last: 0"
[1] "Newton iter: 2, lambda:0.128273496958411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128273496958411, diff to last: 0"
[1] "Final threshold is: 0.00603423742328124"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.208280572635663"
[1] "Newton iter: 1, lambda:0.324097191525615, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.326780545383649, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.326781964398461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326781964398858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.326781964398461"
[1] "Starting iterative with newton 0.326781964398461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112130191442768, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113465804602022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1134659938955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113465993895504, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.1134659938955"
[1] "Starting iterative with newton 0.1134659938955"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0945624222800585, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0954473857613411, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0954474632327678, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0954474632327684, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0954474632327684"
[1] "Starting iterative with newton 0.0954474632327684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0930808361200827, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939326518366985, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939327231448765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.093932723144877, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0939327231448765"
[1] "Starting iterative with newton 0.0939327231448765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0929563805764138, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0938054450022022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.093805515811152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0938055158111524, diff to last: 0"
[1] "Final threshold is: 0.00441279584200763"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.371181783041951"
[1] "Newton iter: 1, lambda:0.445903895526434, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.447481696047592, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.447482388238515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.447482388238649, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.447482388238515"
[1] "Starting iterative with newton 0.447482388238515"
[1] "Starting newton at: 0.170983785847723"
[1] "Newton iter: 1, lambda:0.153710206926547, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.153748403299975, diff to last: 0"
[1] "Newton iter: 3, lambda:0.153748403486787, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.153748403299975"
[1] "Starting iterative with newton 0.153748403299975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128394740977772, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.13028923702102, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130289649403973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130289649403993, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130289649403973"
[1] "Starting iterative with newton 0.130289649403973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126554227482839, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128379087705413, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12837946707013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128379467070147, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12837946707013"
[1] "Starting iterative with newton 0.12837946707013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12640389136502, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.128223150007036, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128223526784116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128223526784132, diff to last: 0"
[1] "Final threshold is: 0.00603188672806488"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.636186720794436"
[1] "Newton iter: 1, lambda:0.637002782362242, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.637003058099367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.637003058099398, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637003058099367"
[1] "Starting iterative with newton 0.637003058099367"
[1] "Starting newton at: 0.263544459545124"
[1] "Newton iter: 1, lambda:0.267745104403805, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.267748809650989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267748809653871, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.267748809650989"
[1] "Starting iterative with newton 0.267748809650989"
[1] "Starting newton at: 0.324534050220508"
[1] "Newton iter: 1, lambda:0.218553913304953, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.220646493104065, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.220647313873677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220647313873804, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220647313873677"
[1] "Starting iterative with newton 0.220647313873677"
[1] "Starting newton at: 0.364993673339367"
[1] "Newton iter: 1, lambda:0.210037804440202, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.21443220464275, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.214435772081715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214435772084065, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.214435772084065"
[1] "Starting iterative with newton 0.214435772084065"
[1] "Starting newton at: 0.350899174562972"
[1] "Newton iter: 1, lambda:0.209980554319602, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.213611817558311, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.213614248746529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213614248747619, diff to last: 0"
[1] "Final threshold is: 0.0100488341278349"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.8012412697662"
[1] "Starting iterative with newton 2.8012412697662"
[1] "Starting newton at: 0.553194637715738"
[1] "Newton iter: 1, lambda:0.625557935173241, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.627710323303048, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627712189384242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627712189385644, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627712189385644"
[1] "Starting iterative with newton 0.627712189385644"
[1] "Starting newton at: 0.245167517539875"
[1] "Newton iter: 1, lambda:0.307436954753019, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.308405315522136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308405548681885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308405548681898, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.308405548681885"
[1] "Starting iterative with newton 0.308405548681885"
[1] "Starting newton at: 0.344648286408684"
[1] "Newton iter: 1, lambda:0.256010820026649, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.257765770505232, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.2577664627985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257766462798608, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.2577664627985"
[1] "Starting iterative with newton 0.2577664627985"
[1] "Starting newton at: 0.355764034666845"
[1] "Newton iter: 1, lambda:0.247027499318415, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.249620981171016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.249622467688345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249622467688833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.249622467688345"
[1] "Starting iterative with newton 0.249622467688345"
[1] "Starting newton at: 0.361202914022594"
[1] "Newton iter: 1, lambda:0.245375695540894, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.248308834864307, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.248310731032337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24831073103313, diff to last: 0"
[1] "Final threshold is: 0.0116810248517934"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.35454911912075"
[1] "Starting iterative with newton 2.35454911912075"
[1] "Starting newton at: 0.652502914038778"
[1] "Newton iter: 1, lambda:0.627315648462388, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.627575487081074, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627575514957774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627575514957775, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627575514957774"
[1] "Starting iterative with newton 0.627575514957774"
[1] "Starting newton at: 0.258592850456232"
[1] "Newton iter: 1, lambda:0.34930270856916, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.351624084802663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.351625593001903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351625593002539, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351625593001903"
[1] "Starting iterative with newton 0.351625593001903"
[1] "Starting newton at: 0.275433793878558"
[1] "Newton iter: 1, lambda:0.301986997400302, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.302169310137866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.302169318714886, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.302169318714886"
[1] "Starting iterative with newton 0.302169318714886"
[1] "Starting newton at: 0.273243639955374"
[1] "Newton iter: 1, lambda:0.292982264722507, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.293081411004914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293081413502795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.293081413502795"
[1] "Starting iterative with newton 0.293081413502795"
[1] "Starting newton at: 0.28180346318024"
[1] "Newton iter: 1, lambda:0.291380914297103, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.291404172837268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291404172974338, diff to last: 0"
[1] "Final threshold is: 0.0137082250625176"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.83365863630211"
[1] "Starting iterative with newton 1.83365863630211"
[1] "Starting newton at: 0.720224168037142"
[1] "Newton iter: 1, lambda:0.735158020428809, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.735273715322617, diff to last: 0"
[1] "Newton iter: 3, lambda:0.73527372223079, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735273715322617"
[1] "Starting iterative with newton 0.735273715322617"
[1] "Starting newton at: 0.539476181404026"
[1] "Newton iter: 1, lambda:0.48182143071495, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.483086863764216, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483087480491984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483087480492131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483087480491984"
[1] "Starting iterative with newton 0.483087480491984"
[1] "Starting newton at: 0.526501573710407"
[1] "Newton iter: 1, lambda:0.418663592864308, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.422721033520362, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422726886867285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42272688687946, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42272688687946"
[1] "Starting iterative with newton 0.42272688687946"
[1] "Starting newton at: 0.502913287753486"
[1] "Newton iter: 1, lambda:0.40482118726112, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.408120471215831, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.408124263157997, diff to last: 0"
[1] "Newton iter: 4, lambda:0.408124263163004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.408124263157997"
[1] "Starting iterative with newton 0.408124263157997"
[1] "Starting newton at: 0.516454678326337"
[1] "Newton iter: 1, lambda:0.399959904702267, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.404575532888781, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.404582918539633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404582918558533, diff to last: 0"
[1] "Final threshold is: 0.0190323757118571"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.48338319895052"
[1] "Starting iterative with newton 1.48338319895052"
[1] "Starting newton at: 0.681038659155257"
[1] "Newton iter: 1, lambda:0.793615326779603, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.801222947110853, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.801256437279405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.801256437926409, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.801256437926409"
[1] "Starting iterative with newton 0.801256437926409"
[1] "Starting newton at: 0.691026095199574"
[1] "Newton iter: 1, lambda:0.602251570885966, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.60594240154726, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.605948956750999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605948956771657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.605948956750999"
[1] "Starting iterative with newton 0.605948956750999"
[1] "Starting newton at: 0.477897783895241"
[1] "Newton iter: 1, lambda:0.546381166867094, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.54852516477337, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.548527240184815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.548527240186759, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.548527240184815"
[1] "Starting iterative with newton 0.548527240184815"
[1] "Starting newton at: 0.470837873852601"
[1] "Newton iter: 1, lambda:0.529992948681306, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.531558214142989, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.531559298767537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531559298768057, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.531559298767537"
[1] "Starting iterative with newton 0.531559298767537"
[1] "Starting newton at: 0.465175002413358"
[1] "Newton iter: 1, lambda:0.524950530863067, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.526539289938461, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.52654040083481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526540400835353, diff to last: 0"
[1] "Final threshold is: 0.0247694953901531"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47595681848492"
[1] "Starting iterative with newton 1.47595681848492"
[1] "Starting newton at: 0.669602889994038"
[1] "Newton iter: 1, lambda:0.750160254556327, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.753676531744805, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.753683060848322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753683060870803, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753683060870803"
[1] "Starting iterative with newton 0.753683060870803"
[1] "Starting newton at: 0.681131391454521"
[1] "Newton iter: 1, lambda:0.57227414807731, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.577356835369554, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.577368281603072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577368281661049, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.577368281603072"
[1] "Starting iterative with newton 0.577368281603072"
[1] "Starting newton at: 0.440610585042993"
[1] "Newton iter: 1, lambda:0.527786279069282, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.531041422731893, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.53104589221121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.53104589221963, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.53104589221121"
[1] "Starting iterative with newton 0.53104589221121"
[1] "Starting newton at: 0.430505620989189"
[1] "Newton iter: 1, lambda:0.51558244158787, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.518638719057732, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.51864260678377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518642606790057, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.518642606790057"
[1] "Starting iterative with newton 0.518642606790057"
[1] "Starting newton at: 0.436412925879382"
[1] "Newton iter: 1, lambda:0.512848102006516, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.515302638916823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.515305137122829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515305137125415, diff to last: 0"
[1] "Final threshold is: 0.0242409665017848"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.11513727611608"
[1] "Starting iterative with newton 1.11513727611608"
[1] "Starting newton at: 0.836257372645564"
[1] "Newton iter: 1, lambda:0.859291864481667, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.859632973156004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.859633047235582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.859633047235585, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.859633047235585"
[1] "Starting iterative with newton 0.859633047235585"
[1] "Starting newton at: 0.818113717450182"
[1] "Newton iter: 1, lambda:0.774858142702894, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.775947665700018, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775948369375579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775948369375872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.775948369375579"
[1] "Starting iterative with newton 0.775948369375579"
[1] "Starting newton at: 0.816771628614131"
[1] "Newton iter: 1, lambda:0.745057807511074, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.747948055543741, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.747952890359789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.747952890373304, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.747952890373304"
[1] "Starting iterative with newton 0.747952890373304"
[1] "Starting newton at: 0.805955527057527"
[1] "Newton iter: 1, lambda:0.735756419317771, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.738505981614442, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.738510320578311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738510320589106, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.738510320578311"
[1] "Starting iterative with newton 0.738510320578311"
[1] "Starting newton at: 0.803428060693731"
[1] "Newton iter: 1, lambda:0.732513374507708, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.735310978334678, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.735315457617412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735315457628884, diff to last: 0"
[1] "Final threshold is: 0.0345906844163665"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.84694642853929"
[1] "Starting iterative with newton 0.84694642853929"
[1] "Starting newton at: 1.14383915882976"
[1] "Newton iter: 1, lambda:1.04145950726433, diff to last: 0.102"
[1] "Newton iter: 2, lambda:1.04944356346237, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.04949580768601, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04949580991257, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04949580768601"
[1] "Starting iterative with newton 1.04949580768601"
[1] "Starting newton at: 1.1374617709181"
[1] "Newton iter: 1, lambda:1.14400864485228, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.14404595766636, diff to last: 0"
[1] "Newton iter: 3, lambda:1.14404595887316, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14404595887316"
[1] "Starting iterative with newton 1.14404595887316"
[1] "Starting newton at: 1.14315762432989"
[1] "Newton iter: 1, lambda:1.1855986051999, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.18724839054641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.187250817251, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18725081725625, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.187250817251"
[1] "Starting iterative with newton 1.187250817251"
[1] "Starting newton at: 1.14869750854501"
[1] "Newton iter: 1, lambda:1.20395074125526, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.20680549309702, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.20681285426426, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20681285431311, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.20681285431311"
[1] "Starting iterative with newton 1.20681285431311"
[1] "Starting newton at: 1.15446942087644"
[1] "Newton iter: 1, lambda:1.21245817482091, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.21562617891506, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21563529588878, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21563529596412, diff to last: 0"
[1] "Final threshold is: 0.0571858736988088"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.938157011984265"
[1] "Starting iterative with newton 0.938157011984265"
[1] "Starting newton at: 1.00607613193322"
[1] "Newton iter: 1, lambda:0.920468116208124, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.925259272793756, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.925275036935696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925275037105951, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.925275036935696"
[1] "Starting iterative with newton 0.925275036935696"
[1] "Starting newton at: 1.00098698769594"
[1] "Newton iter: 1, lambda:0.915930075174827, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.920647286989165, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.920662517856341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.920662518014756, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.920662517856341"
[1] "Starting iterative with newton 0.920662517856341"
[1] "Starting newton at: 1.00071332917769"
[1] "Newton iter: 1, lambda:0.914111074311426, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.918991629033081, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.919007915129844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919007915310758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.919007915129844"
[1] "Starting iterative with newton 0.919007915129844"
[1] "Starting newton at: 1.00010728830671"
[1] "Newton iter: 1, lambda:0.913520763600664, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.918397729562818, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.918413984831601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918413985011756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.918413985011756"
[1] "Starting iterative with newton 0.918413985011756"
[1] "Starting newton at: 1.00043900019064"
[1] "Newton iter: 1, lambda:0.913240321553702, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.918184038113499, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.918200739411601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918200739601749, diff to last: 0"
[1] "Final threshold is: 0.0431939675398291"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.22996249334494"
[1] "Newton iter: 1, lambda:1.22495720537591, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.22498194885056, diff to last: 0"
[1] "Newton iter: 3, lambda:1.22498194945756, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22498194885056"
[1] "Starting iterative with newton 1.22498194885056"
[1] "Starting newton at: 1.77613107977905"
[1] "Newton iter: 1, lambda:1.4854367859819, diff to last: 0.291"
[1] "Newton iter: 2, lambda:1.55507906487501, diff to last: 0.07"
[1] "Newton iter: 3, lambda:1.56115397166204, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.56119759958168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56119760181829, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56119759958168"
[1] "Starting iterative with newton 1.56119759958168"
[1] "Starting newton at: 1.78696192946655"
[1] "Newton iter: 1, lambda:1.74950759488736, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.7512287541557, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.75123256194895, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75123256196755, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75123256196755"
[1] "Starting iterative with newton 1.75123256196755"
[1] "Starting newton at: 1.83240337877005"
[1] "Newton iter: 1, lambda:1.85384760691158, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.85448231902251, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85448286147143, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85448286147182, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85448286147182"
[1] "Starting iterative with newton 1.85448286147182"
[1] "Starting newton at: 1.82343692561669"
[1] "Newton iter: 1, lambda:1.9006089560284, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.90958584400712, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.90969834611818, diff to last: 0"
[1] "Newton iter: 4, lambda:1.90969836359358, diff to last: 0"
[1] "Newton iter: 5, lambda:1.90969836359358, diff to last: 0"
[1] "Final threshold is: 0.0898359646070263"
threshold is:
[{'ad': 0.0012332975401717187, 'da': 0.0035059634274173463, 'dd': 0.006034237423281236}, {'ad': 0.004412795842007629, 'da': 0.006031886728064881, 'dd': 0.010048834127834938}, {'ad': 0.011681024851793426, 'da': 0.01370822506251758, 'dd': 0.01903237571185711}, {'ad': 0.024769495390153117, 'da': 0.024240966501784797, 'dd': 0.03459068441636653}, {'ad': 0.05718587369880883, 'da': 0.04319396753982911, 'dd': 0.08983596460702628}]
Number of points in noise estimation: 128
Estimated noise: 0.047041965537414555
0.047041965537414555
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.1457648902031"
[1] "Starting iterative with newton 28.1457648902031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.241797177216"
[1] "Starting iterative with newton 13.241797177216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.12164877024607"
[1] "Starting iterative with newton 7.12164877024607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.74968482082971"
[1] "Starting iterative with newton 6.74968482082971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.49293212536602"
[1] "Starting iterative with newton 4.49293212536602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35743017122827"
[1] "Starting iterative with newton 3.35743017122827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.8012412697662"
[1] "Starting iterative with newton 2.8012412697662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.35454911912075"
[1] "Starting iterative with newton 2.35454911912075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.83365863630211"
[1] "Starting iterative with newton 1.83365863630211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.48338319895052"
[1] "Starting iterative with newton 1.48338319895052"
[1] "Starting newton at: 1.7068385594436"
[1] "Newton iter: 1, lambda:1.35580865600878, diff to last: 0.351"
[1] "Newton iter: 2, lambda:1.28176860101707, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.27563082398719, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.27558623392029, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27558623156046, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27558623156046"
[1] "Starting iterative with newton 1.27558623156046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47595681848492"
[1] "Starting iterative with newton 1.47595681848492"
[1] "Starting newton at: 1.71348970711685"
[1] "Newton iter: 1, lambda:1.41551186246526, diff to last: 0.298"
[1] "Newton iter: 2, lambda:1.36253142066735, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.35977542822119, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35976763626916, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35976763620677, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35976763626916"
[1] "Starting iterative with newton 1.35976763626916"
[1] "Starting newton at: 1.58528967092143"
[1] "Newton iter: 1, lambda:1.29875282112156, diff to last: 0.287"
[1] "Newton iter: 2, lambda:1.232050563697, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.22653928146723, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.22650014549753, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2265001435209, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2265001435209"
[1] "Starting iterative with newton 1.2265001435209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11513727611608"
[1] "Starting iterative with newton 1.11513727611608"
[1] "Starting newton at: 1.30680685535329"
[1] "Newton iter: 1, lambda:1.2028166665205, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.18958225242571, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.18934914127528, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18934906863013, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18934906863012, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18934906863012"
[1] "Starting iterative with newton 1.18934906863012"
[1] "Starting newton at: 1.37861633130746"
[1] "Newton iter: 1, lambda:1.2818995152947, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.27212304849679, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.27201352211466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27201350829194, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27201350829194, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27201352211466"
[1] "Starting iterative with newton 1.27201352211466"
[1] "Starting newton at: 1.45138713215275"
[1] "Newton iter: 1, lambda:1.36388649782703, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.35711333900185, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.35706851722167, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3570685152479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3570685152479"
[1] "Starting iterative with newton 1.3570685152479"
[1] "Starting newton at: 1.52893906272219"
[1] "Newton iter: 1, lambda:1.44570530387709, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.4405876951801, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.44056600176153, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44056600136953, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44056600176153"
[1] "Starting iterative with newton 1.44056600176153"
[1] "Starting newton at: 1.6318800193668"
[1] "Newton iter: 1, lambda:1.52357013004939, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.51673597323253, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.51670311796445, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5167031171979, diff to last: 0"
[1] "Final threshold is: 0.0713486957697128"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.84694642853929"
[1] "Starting iterative with newton 0.84694642853929"
[1] "Starting newton at: 1.27269343492046"
[1] "Newton iter: 1, lambda:1.24458748183689, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.24368987541719, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24368894097607, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24368894097505, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24368894097607"
[1] "Starting iterative with newton 1.24368894097607"
[1] "Starting newton at: 1.67488534384366"
[1] "Newton iter: 1, lambda:1.69833814768517, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.69814031043739, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69814029744352, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69814029744352, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.69814029744352"
[1] "Starting iterative with newton 1.69814029744352"
[1] "Starting newton at: 1.97262854869919"
[1] "Newton iter: 1, lambda:1.99921132289998, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.99920038900789, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99920038900929, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99920038900789"
[1] "Starting iterative with newton 1.99920038900789"
[1] "Starting newton at: 2.12500606904413"
[1] "Newton iter: 1, lambda:2.16071777652111, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.16085306192073, diff to last: 0"
[1] "Newton iter: 3, lambda:2.16085306443243, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.16085306192073"
[1] "Starting iterative with newton 2.16085306192073"
[1] "Starting newton at: 2.28527718342872"
[1] "Newton iter: 1, lambda:2.24520322929158, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.24555563757027, diff to last: 0"
[1] "Newton iter: 3, lambda:2.24555566117857, diff to last: 0"
[1] "Newton iter: 4, lambda:2.24555566117857, diff to last: 0"
[1] "Final threshold is: 0.105635350914928"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.938157011984265"
[1] "Starting iterative with newton 0.938157011984265"
[1] "Starting newton at: 1.25970611582884"
[1] "Newton iter: 1, lambda:1.23575875166189, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.23507552590374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23507496189738, diff to last: 0"
[1] "Newton iter: 4, lambda:1.235074961897, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.235074961897"
[1] "Starting iterative with newton 1.235074961897"
[1] "Starting newton at: 1.56056362129035"
[1] "Newton iter: 1, lambda:1.5619990510003, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.56199783764865, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56199783764779, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56199783764779"
[1] "Starting iterative with newton 1.56199783764779"
[1] "Starting newton at: 1.73045655877446"
[1] "Newton iter: 1, lambda:1.80418945420673, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.8023225980502, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.80232167242932, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80232167242909, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80232167242909"
[1] "Starting iterative with newton 1.80232167242909"
[1] "Starting newton at: 1.9656239835168"
[1] "Newton iter: 1, lambda:1.93776189550239, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.9376801249801, diff to last: 0"
[1] "Newton iter: 3, lambda:1.93768012409269, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9376801249801"
[1] "Starting iterative with newton 1.9376801249801"
[1] "Starting newton at: 2.10749868852724"
[1] "Newton iter: 1, lambda:2.01172800836139, diff to last: 0.096"
[1] "Newton iter: 2, lambda:2.01186015856403, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01186015731941, diff to last: 0"
[1] "Final threshold is: 0.0946418561867169"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470419655374146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.58264711274465"
[1] "Newton iter: 1, lambda:1.69580692929047, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.68998106480883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.68996994144001, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68996994139861, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68996994144001"
[1] "Starting iterative with newton 1.68996994144001"
[1] "Starting newton at: 2.34374301874839"
[1] "Newton iter: 1, lambda:2.30403370733263, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.30478992265114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.30479018277179, diff to last: 0"
[1] "Newton iter: 4, lambda:2.30479018277182, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.30479018277179"
[1] "Starting iterative with newton 2.30479018277179"
[1] "Starting newton at: 2.65239321932855"
[1] "Newton iter: 1, lambda:2.59351058506669, diff to last: 0.059"
[1] "Newton iter: 2, lambda:2.59562552021485, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59562819055589, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59562819056015, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59562819056015"
[1] "Starting iterative with newton 2.59562819056015"
[1] "Starting newton at: 2.68697677217836"
[1] "Newton iter: 1, lambda:2.72339695219281, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.72423609707968, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.72423654677669, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72423654677682, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.72423654677669"
[1] "Starting iterative with newton 2.72423654677669"
[1] "Starting newton at: 2.80952258659397"
[1] "Newton iter: 1, lambda:2.79309415824544, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.79327169888, diff to last: 0"
[1] "Newton iter: 3, lambda:2.7932717196119, diff to last: 0"
[1] "Newton iter: 4, lambda:2.7932717196119, diff to last: 0"
[1] "Final threshold is: 0.131400991970617"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.07134869576971276}, {'ad': 0.10563535091492758, 'da': 0.09464185618671687, 'dd': 0.13140099197061747}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.459396510041114. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019772813980237017
0.019772813980237017
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.9622494457532"
[1] "Starting iterative with newton 66.9622494457532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.5038702678657"
[1] "Starting iterative with newton 31.5038702678657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.9432816368139"
[1] "Starting iterative with newton 16.9432816368139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.0583334798599"
[1] "Starting iterative with newton 16.0583334798599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.6892402070167"
[1] "Starting iterative with newton 10.6892402070167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.98774087325443"
[1] "Starting iterative with newton 7.98774087325443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.66449881165297"
[1] "Starting iterative with newton 6.66449881165297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.60176303830782"
[1] "Starting iterative with newton 5.60176303830782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.36250027247121"
[1] "Starting iterative with newton 4.36250027247121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.52915176330271"
[1] "Starting iterative with newton 3.52915176330271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.51148348734161"
[1] "Starting iterative with newton 3.51148348734161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.6530492506009"
[1] "Starting iterative with newton 2.6530492506009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01499011436631"
[1] "Starting iterative with newton 2.01499011436631"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23199135290295"
[1] "Starting iterative with newton 2.23199135290295"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.60469438572461"
[1] "Starting iterative with newton 1.60469438572461"
[1] "Starting newton at: 1.8427328446656"
[1] "Newton iter: 1, lambda:1.42524554634695, diff to last: 0.417"
[1] "Newton iter: 2, lambda:1.34743977530964, diff to last: 0.078"
[1] "Newton iter: 3, lambda:1.34135316422151, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.34131338350024, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34131338179514, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34131338179514"
[1] "Starting iterative with newton 1.34131338179514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.459396510041114. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019772813980237017
0.019772813980237017
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0427014288570252, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0427493815959327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0427493816563628, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0427493816563628"
[1] "Starting iterative with newton 0.0427493816563628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00987134167286672, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00987218172871463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00987218172872072, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00987218172871463"
[1] "Starting iterative with newton 0.00987218172871463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00961660929710531, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00961740190406576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00961740190407114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00961740190406576"
[1] "Starting iterative with newton 0.00961740190406576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00961462584891796, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00961541809369989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00961541809370527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00961541809369989"
[1] "Starting iterative with newton 0.00961541809369989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00961461040452057, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00961540264648277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00961540264648815, diff to last: 0"
[1] "Final threshold is: 0.000190123567873983"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954505025293528, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0960106324619943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0960106517285774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0960106517285774, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0960106517285774"
[1] "Starting iterative with newton 0.0960106517285774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.02711583924087, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271383373285423, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027138337344032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0271383373285423"
[1] "Starting iterative with newton 0.0271383373285423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253610680939554, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253800193587373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253800193693208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0253800193587373"
[1] "Starting iterative with newton 0.0253800193587373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0253167475136439, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253356142234573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0253356142339364, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0253356142339364"
[1] "Starting iterative with newton 0.0253356142339364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025315628553308, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0253344931314996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025334493141976, diff to last: 0"
[1] "Final threshold is: 0.000500934220179882"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157934431809053, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.160360467998436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.160361036513651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160361036513682, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.160361036513651"
[1] "Starting iterative with newton 0.160361036513651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0602137212272708, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.060404422569918, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0604044244833109, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.060404422569918"
[1] "Starting iterative with newton 0.060404422569918"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0569785739351001, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0571414993653328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0571415006978566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0571414993653328"
[1] "Starting iterative with newton 0.0571414993653328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568725815786151, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0570346572980059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570346586146827, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0570346586146827"
[1] "Starting iterative with newton 0.0570346586146827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568691106801205, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.057031158635907, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0570311599520679, diff to last: 0"
[1] "Final threshold is: 0.00112766649078518"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.112697062559338"
[1] "Newton iter: 1, lambda:0.147428000595046, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.147536699570663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14753670063326, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.147536699570663"
[1] "Starting iterative with newton 0.147536699570663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284723372023431, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0285002660516911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0285002660785687, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0285002660516911"
[1] "Starting iterative with newton 0.0285002660516911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0251593945154423, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0251796160449635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0251796160580284, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0251796160449635"
[1] "Starting iterative with newton 0.0251796160449635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250696073753439, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250896416336901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250896416464867, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250896416336901"
[1] "Starting iterative with newton 0.0250896416336901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250671766258967, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250872058296602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250872058424495, diff to last: 0"
[1] "Final threshold is: 0.000496044654153789"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.254446202802805"
[1] "Newton iter: 1, lambda:0.169776100285375, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.17053406836951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.170534129558786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170534129558786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.170534129558786"
[1] "Starting iterative with newton 0.170534129558786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644979562511037, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0647385190734484, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0647385224174985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0647385224174985"
[1] "Starting iterative with newton 0.0647385224174985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597815995183642, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.059982914575184, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599829168568645, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.059982914575184"
[1] "Starting iterative with newton 0.059982914575184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0595684428640624, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0597680714093804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597680736501649, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0597680714093804"
[1] "Starting iterative with newton 0.0597680714093804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0595588106788026, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0597583631941511, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0597583654331011, diff to last: 0"
[1] "Final threshold is: 0.00118159099920139"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.201637816791846"
[1] "Newton iter: 1, lambda:0.271268077438187, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.272066127683189, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.27206623173458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272066231734582, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.272066231734582"
[1] "Starting iterative with newton 0.272066231734582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100043344796222, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100945720672932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100945794046655, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100945794046656, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100945794046656"
[1] "Starting iterative with newton 0.100945794046656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0895118088283394, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0901899286398677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0901899675498937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0901899675498938, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0901899675498938"
[1] "Starting iterative with newton 0.0901899675498938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0888423513361667, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0895076451955418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0895076824957284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0895076824957286, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0895076824957286"
[1] "Starting iterative with newton 0.0895076824957286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0887998632617276, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0894643485827021, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0894643857826737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0894643857826738, diff to last: 0"
[1] "Final threshold is: 0.00176896265793697"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.414189182033988"
[1] "Newton iter: 1, lambda:0.338217073708677, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.339418590508676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339418894976552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.339418894976571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.339418894976552"
[1] "Starting iterative with newton 0.339418894976552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11174061193965, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.11301211396109, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113012278506515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113012278506517, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113012278506517"
[1] "Starting iterative with newton 0.113012278506517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961200792361781, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969816771202595, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969817463453782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969817463453787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0969817463453782"
[1] "Starting iterative with newton 0.0969817463453782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0950114466360938, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0958478309146328, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0958478957266382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0958478957266386, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0958478957266382"
[1] "Starting iterative with newton 0.0958478957266382"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0949330089503709, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0957676280284483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0957676925375471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0957676925375475, diff to last: 0"
[1] "Final threshold is: 0.00189359676986146"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.331613299045881"
[1] "Newton iter: 1, lambda:0.387683223886303, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.388446743065003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388446883288915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38844688328892, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.388446883288915"
[1] "Starting iterative with newton 0.388446883288915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129329797398005, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.131316562415658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131317030871302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131317030871328, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131317030871302"
[1] "Starting iterative with newton 0.131317030871302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108386225230378, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109651659726727, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109651832199014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109651832199017, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109651832199014"
[1] "Starting iterative with newton 0.109651832199014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106631265959907, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107845304293836, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107845461655081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107845461655083, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107845461655081"
[1] "Starting iterative with newton 0.107845461655081"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106484971141025, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107694786195893, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107694942349405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107694942349408, diff to last: 0"
[1] "Final threshold is: 0.00212943206168714"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.377941525727937"
[1] "Newton iter: 1, lambda:0.50207836246715, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.507081454654006, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.50708937738025, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507089377400093, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.507089377400093"
[1] "Starting iterative with newton 0.507089377400093"
[1] "Starting newton at: 0.3083797905683"
[1] "Newton iter: 1, lambda:0.181728089672001, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.184224553724589, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.184225529611365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184225529611514, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.184225529611365"
[1] "Starting iterative with newton 0.184225529611365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146949836970307, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149981545986861, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149982835400603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149982835400836, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.149982835400603"
[1] "Starting iterative with newton 0.149982835400603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143487407786685, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.146341457236049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146342585685029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146342585685206, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.146342585685029"
[1] "Starting iterative with newton 0.146342585685029"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143119000332456, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145954549740426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145955662107223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145955662107395, diff to last: 0"
[1] "Final threshold is: 0.00288595415620846"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.52915176330271"
[1] "Starting iterative with newton 3.52915176330271"
[1] "Starting newton at: 0.660804482270352"
[1] "Newton iter: 1, lambda:0.585439990827118, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.587505528452767, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587507116378923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587507116379861, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587507116379861"
[1] "Starting iterative with newton 0.587507116379861"
[1] "Starting newton at: 0.390669720163706"
[1] "Newton iter: 1, lambda:0.22900482527751, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.234025543110636, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.234030442710868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234030442715533, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.234030442710868"
[1] "Starting iterative with newton 0.234030442710868"
[1] "Starting newton at: 0.356741304127794"
[1] "Newton iter: 1, lambda:0.184703737350162, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.189760889005152, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.189765292494973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189765292498311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189765292494973"
[1] "Starting iterative with newton 0.189765292494973"
[1] "Starting newton at: 0.362916929672661"
[1] "Newton iter: 1, lambda:0.178494960729992, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.184212042402535, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.184217579363305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184217579368498, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.184217579363305"
[1] "Starting iterative with newton 0.184217579363305"
[1] "Starting newton at: 0.361940635824964"
[1] "Newton iter: 1, lambda:0.177829954283398, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.183516606847735, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.18352207375525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183522073760302, diff to last: 0"
[1] "Final threshold is: 0.00362874782562989"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.51148348734161"
[1] "Starting iterative with newton 3.51148348734161"
[1] "Starting newton at: 0.63006279193109"
[1] "Newton iter: 1, lambda:0.576102605811313, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.577117758489924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.577118123963177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.577118123963225, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.577118123963177"
[1] "Starting iterative with newton 0.577118123963177"
[1] "Starting newton at: 0.353269864682945"
[1] "Newton iter: 1, lambda:0.237263138992539, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.239892380262852, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.23989374249427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239893742494636, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.23989374249427"
[1] "Starting iterative with newton 0.23989374249427"
[1] "Starting newton at: 0.370565866171746"
[1] "Newton iter: 1, lambda:0.191370784708016, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.196985494223553, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.196991059126909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196991059132375, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.196991059126909"
[1] "Starting iterative with newton 0.196991059126909"
[1] "Starting newton at: 0.368571462792945"
[1] "Newton iter: 1, lambda:0.185720150606504, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.19148141178287, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.191487183521259, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191487183527051, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191487183521259"
[1] "Starting iterative with newton 0.191487183521259"
[1] "Starting newton at: 0.373339188945757"
[1] "Newton iter: 1, lambda:0.184653124795548, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.190774128612374, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.190780631029634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190780631036971, diff to last: 0"
[1] "Final threshold is: 0.00377226992838119"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.6530492506009"
[1] "Starting iterative with newton 2.6530492506009"
[1] "Starting newton at: 0.620151466923597"
[1] "Newton iter: 1, lambda:0.618606277412943, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.618607228773467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.618607228773828, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618607228773828"
[1] "Starting iterative with newton 0.618607228773828"
[1] "Starting newton at: 0.304544465115976"
[1] "Newton iter: 1, lambda:0.314838676278723, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.314865780473045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314865780660776, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.314865780660776"
[1] "Starting iterative with newton 0.314865780660776"
[1] "Starting newton at: 0.319205995589855"
[1] "Newton iter: 1, lambda:0.265164825165767, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.265838635947073, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.265838741082338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265838741082341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265838741082338"
[1] "Starting iterative with newton 0.265838741082338"
[1] "Starting newton at: 0.306202509372241"
[1] "Newton iter: 1, lambda:0.257329412045549, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.257871560610641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.257871627525484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257871627525485, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.257871627525484"
[1] "Starting iterative with newton 0.257871627525484"
[1] "Starting newton at: 0.301788444171756"
[1] "Newton iter: 1, lambda:0.256102230985889, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.256574780101371, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256574830796477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256574830796478, diff to last: 0"
[1] "Final threshold is: 0.00507320640134953"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.01499011436631"
[1] "Starting iterative with newton 2.01499011436631"
[1] "Starting newton at: 0.816661987703849"
[1] "Newton iter: 1, lambda:0.699463119169366, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.70578485779822, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.705804149590621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.705804149769887, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.705804149590621"
[1] "Starting iterative with newton 0.705804149590621"
[1] "Starting newton at: 0.293782012937636"
[1] "Newton iter: 1, lambda:0.42513502085734, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.431224502255888, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.431237418227646, diff to last: 0"
[1] "Newton iter: 4, lambda:0.4312374182857, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.4312374182857"
[1] "Starting iterative with newton 0.4312374182857"
[1] "Starting newton at: 0.281440468039424"
[1] "Newton iter: 1, lambda:0.368631024476696, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.371066721354025, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.371068608692606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371068608693739, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.371068608693739"
[1] "Starting iterative with newton 0.371068608693739"
[1] "Starting newton at: 0.284362361962236"
[1] "Newton iter: 1, lambda:0.356196730137042, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.357813123607354, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357813937429133, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35781393742934, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.357813937429133"
[1] "Starting iterative with newton 0.357813937429133"
[1] "Starting newton at: 0.28342944938128"
[1] "Newton iter: 1, lambda:0.353365411411532, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.354889961596788, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354890682165061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354890682165222, diff to last: 0"
[1] "Final threshold is: 0.00701718744176917"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23199135290295"
[1] "Starting iterative with newton 2.23199135290295"
[1] "Starting newton at: 0.546244863116561"
[1] "Newton iter: 1, lambda:0.651893308920567, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.656853066389965, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65686368580956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656863685858165, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.65686368580956"
[1] "Starting iterative with newton 0.65686368580956"
[1] "Starting newton at: 0.282588664300131"
[1] "Newton iter: 1, lambda:0.379126984961436, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.381996052973078, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.381998563210529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38199856321245, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.381998563210529"
[1] "Starting iterative with newton 0.381998563210529"
[1] "Starting newton at: 0.287125100000703"
[1] "Newton iter: 1, lambda:0.328539356629521, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.329021913621631, diff to last: 0"
[1] "Newton iter: 3, lambda:0.329021978915354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329021978915355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.329021978915355"
[1] "Starting iterative with newton 0.329021978915355"
[1] "Starting newton at: 0.291462960667213"
[1] "Newton iter: 1, lambda:0.318449602130451, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.318650751560584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318650762711951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318650762711951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.318650762711951"
[1] "Starting iterative with newton 0.318650762711951"
[1] "Starting newton at: 0.288957535600598"
[1] "Newton iter: 1, lambda:0.316407100847784, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.316614501646241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316614513461127, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316614513461127, diff to last: 0"
[1] "Final threshold is: 0.00626035987811012"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.019772813980237"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.60469438572461"
[1] "Starting iterative with newton 1.60469438572461"
[1] "Starting newton at: 0.712271326525505"
[1] "Newton iter: 1, lambda:0.775197612209149, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.777441338680636, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.777444130232388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777444130236706, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777444130236706"
[1] "Starting iterative with newton 0.777444130236706"
[1] "Starting newton at: 0.482462421219684"
[1] "Newton iter: 1, lambda:0.555480906736234, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.557882864336473, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.55788542754635, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557885427549268, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.55788542754635"
[1] "Starting iterative with newton 0.55788542754635"
[1] "Starting newton at: 0.504841737602374"
[1] "Newton iter: 1, lambda:0.49738711134529, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.497410074232945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.497410074451136, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.497410074232945"
[1] "Starting iterative with newton 0.497410074232945"
[1] "Starting newton at: 0.511483289707396"
[1] "Newton iter: 1, lambda:0.48025035419421, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.480643542948753, diff to last: 0"
[1] "Newton iter: 3, lambda:0.480643605624929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48064360562493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.480643605624929"
[1] "Starting iterative with newton 0.480643605624929"
[1] "Starting newton at: 0.51430819883219"
[1] "Newton iter: 1, lambda:0.47538169840435, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.475988091650369, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.475988239873289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.475988239873297, diff to last: 0"
[1] "Final threshold is: 0.00941162692379497"
threshold is:
[{'ad': 0.00019012356787398256, 'da': 0.0005009342201798818, 'dd': 0.0011276664907851766}, {'ad': 0.000496044654153789, 'da': 0.0011815909992013917, 'dd': 0.0017689626579369686}, {'ad': 0.0018935967698614584, 'da': 0.0021294320616871355, 'dd': 0.002885954156208457}, {'ad': 0.003628747825629893, 'da': 0.003772269928381189, 'dd': 0.00507320640134953}, {'ad': 0.00701718744176917, 'da': 0.006260359878110118, 'dd': 0.009411626923794972}]
Number of points in noise estimation: 128
Estimated noise: 0.047041965537414555
0.047041965537414555
threshold is:
[{'ad': 0.015096268297154049, 'da': 0.012687493035935487, 'dd': 0.01211923466787726}, {'ad': 0.006298345617450352, 'da': 0.007873237223748566, 'dd': 0.010261818099185388}, {'ad': 0.01293231772082759, 'da': 0.010742073857620466, 'dd': 0.016051134563798017}, {'ad': 0.020808430678164624, 'da': 0.020858206950718522, 'dd': 0.029335848344541664}, {'ad': 0.044059922847916266, 'da': 0.03772256869564569, 'dd': 0.05559574578750216}]
['baboon256', 0.05, 0, 0.0006975001184304549, 0.001028047504022098, 0.0009592959041133849, 0.00682959814137857, 0.0013469930289699004, 0.0014745902870235256, 0.0006096910054543509, 0.0006975001184304551, 31.56455714314309, 29.879868169963796, 30.180474098245675, 21.65604849776195, 28.70634651855143, 28.313286310771485, 32.14890211916503, 31.56455714314309]
baboon256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.04727866496326418
0.04727866496326418
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0947953502141244, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0953759028607427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0953759245836858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0953759245836858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0953759245836858"
[1] "Starting iterative with newton 0.0953759245836858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352838406599008, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353164050618084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353164050895423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0353164050618084"
[1] "Starting iterative with newton 0.0353164050618084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341383869201875, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341686344982079, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341686345219498, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0341686344982079"
[1] "Starting iterative with newton 0.0341686344982079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341158962910021, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341460998615427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341460998852123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0341460998615427"
[1] "Starting iterative with newton 0.0341460998615427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0341154545068274, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341456572134585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341456572371267, diff to last: 0"
[1] "Final threshold is: 0.00161436108846457"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.309752776071546"
[1] "Newton iter: 1, lambda:0.236598342335932, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.237321284233824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.237321355499765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.237321355499765, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.237321355499765"
[1] "Starting iterative with newton 0.237321355499765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0733654997585321, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0737608273959127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0737608388834713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0737608388834713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0737608388834713"
[1] "Starting iterative with newton 0.0737608388834713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0649860003356472, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.065270035643163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0652700410728324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.065270035643163"
[1] "Starting iterative with newton 0.065270035643163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0645614462438527, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0648404975405144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648405027572513, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0648405027572513"
[1] "Starting iterative with newton 0.0648405027572513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0645399995399728, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0648188006420877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648188058482619, diff to last: 0"
[1] "Final threshold is: 0.00306454660501885"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.306782159297008"
[1] "Newton iter: 1, lambda:0.288884873930788, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.288938552504838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288938552989077, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.288938552504838"
[1] "Starting iterative with newton 0.288938552504838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120453075526628, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121949417545682, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121949648306149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121949648306154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121949648306149"
[1] "Starting iterative with newton 0.121949648306149"
[1] "Starting newton at: 0.123931827278062"
[1] "Newton iter: 1, lambda:0.110745728264118, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.110762620175784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110762620203508, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110762620203508"
[1] "Starting iterative with newton 0.110762620203508"
[1] "Starting newton at: 0.135118855380703"
[1] "Newton iter: 1, lambda:0.109945325671345, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.110006638674593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.110006639038406, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.110006639038406"
[1] "Starting iterative with newton 0.110006639038406"
[1] "Starting newton at: 0.135874836545805"
[1] "Newton iter: 1, lambda:0.109890178265105, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.109955487991664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.109955488404342, diff to last: 0"
[1] "Final threshold is: 0.0051985486776301"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.281974194395086"
[1] "Newton iter: 1, lambda:0.309722504610894, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.30986848064124, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309868484666371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.30986848064124"
[1] "Starting iterative with newton 0.30986848064124"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115903019837308, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117328505038211, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117328720249708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117328720249713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117328720249708"
[1] "Starting iterative with newton 0.117328720249708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996087072370829, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100610766871292, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100610868165623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100610868165625, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100610868165623"
[1] "Starting iterative with newton 0.100610868165623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0981863464253526, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991552307654716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991553250066854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991553250066863, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0991553250066854"
[1] "Starting iterative with newton 0.0991553250066854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0980625180494797, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0990285425949476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0990286362407051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0990286362407059, diff to last: 0"
[1] "Final threshold is: 0.00468194171459326"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.485178427314411"
[1] "Newton iter: 1, lambda:0.429871310037767, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.43068567732835, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.430685856096941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430685856096949, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.430685856096941"
[1] "Starting iterative with newton 0.430685856096941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159236916637353, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.162706606600969, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.162708250812547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162708250812917, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162708250812547"
[1] "Starting iterative with newton 0.162708250812547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135346533754939, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.137649680509523, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137650346690355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137650346690411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137650346690355"
[1] "Starting iterative with newton 0.137650346690355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133083780309707, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135291910503991, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135292517770906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135292517770951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135292517770906"
[1] "Starting iterative with newton 0.135292517770906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1328706442999, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135069954568543, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135070556518649, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135070556518694, diff to last: 0"
[1] "Final threshold is: 0.00638595558804686"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.2361159756797"
[1] "Starting iterative with newton 3.2361159756797"
[1] "Starting newton at: 0.534092448872796"
[1] "Newton iter: 1, lambda:0.625058155996865, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.628483922007636, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.628488662021274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628488662030339, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628488662030339"
[1] "Starting iterative with newton 0.628488662030339"
[1] "Starting newton at: 0.336247756509626"
[1] "Newton iter: 1, lambda:0.247773581181911, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.249403065813275, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.24940362093287, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249403620932935, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24940362093287"
[1] "Starting iterative with newton 0.24940362093287"
[1] "Starting newton at: 0.303278471538697"
[1] "Newton iter: 1, lambda:0.200945488232541, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.20281861629983, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.20281924538534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202819245385411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20281924538534"
[1] "Starting iterative with newton 0.20281924538534"
[1] "Starting newton at: 0.296735101294869"
[1] "Newton iter: 1, lambda:0.195308260102843, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.197114212770172, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.197114786538806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197114786538864, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.197114786538864"
[1] "Starting iterative with newton 0.197114786538864"
[1] "Starting newton at: 0.302439560141344"
[1] "Newton iter: 1, lambda:0.194369609840283, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.196414779184069, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.196415513316119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196415513316214, diff to last: 0"
[1] "Final threshold is: 0.00928626324766034"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.74246909127364"
[1] "Starting iterative with newton 2.74246909127364"
[1] "Starting newton at: 0.569451758771352"
[1] "Newton iter: 1, lambda:0.619745525300763, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.620770493380871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.620770913111544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620770913111614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.620770913111544"
[1] "Starting iterative with newton 0.620770913111544"
[1] "Starting newton at: 0.32561489022408"
[1] "Newton iter: 1, lambda:0.304182502612945, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.304297078937018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30429708221765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.30429708221765"
[1] "Starting iterative with newton 0.30429708221765"
[1] "Starting newton at: 0.359374422763882"
[1] "Newton iter: 1, lambda:0.250212124805863, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.252876731936385, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.252878331811956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252878331812533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.252878331811956"
[1] "Starting iterative with newton 0.252878331811956"
[1] "Starting newton at: 0.354695271530578"
[1] "Newton iter: 1, lambda:0.241715047344229, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.244518538273828, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.244520277263931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.2445202772646, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.244520277263931"
[1] "Starting iterative with newton 0.244520277263931"
[1] "Starting newton at: 0.363053326078603"
[1] "Newton iter: 1, lambda:0.239838095398945, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.243160119419504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.243162553912551, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243162553913858, diff to last: 0"
[1] "Final threshold is: 0.0114964009180432"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.40252614081046"
[1] "Starting iterative with newton 2.40252614081046"
[1] "Starting newton at: 0.727712362026143"
[1] "Newton iter: 1, lambda:0.64204069779776, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.644991045650466, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.644994653815852, diff to last: 0"
[1] "Newton iter: 4, lambda:0.644994653821243, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.644994653815852"
[1] "Starting iterative with newton 0.644994653815852"
[1] "Starting newton at: 0.248722122691533"
[1] "Newton iter: 1, lambda:0.355758278255411, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.359078970029326, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.359082137407675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359082137410555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.359082137407675"
[1] "Starting iterative with newton 0.359082137407675"
[1] "Starting newton at: 0.263835631721395"
[1] "Newton iter: 1, lambda:0.307576468616788, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.308080451117341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308080517820062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308080517820063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.308080517820062"
[1] "Starting iterative with newton 0.308080517820062"
[1] "Starting newton at: 0.272530457258585"
[1] "Newton iter: 1, lambda:0.29867267597027, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.298849442993896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298849451061454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298849451061454"
[1] "Starting iterative with newton 0.298849451061454"
[1] "Starting newton at: 0.276414866391996"
[1] "Newton iter: 1, lambda:0.297064687976248, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.297174598206646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297174601315973, diff to last: 0"
[1] "Final threshold is: 0.0140500182642047"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.81612371458887"
[1] "Starting iterative with newton 1.81612371458887"
[1] "Starting newton at: 0.704598995148448"
[1] "Newton iter: 1, lambda:0.738191725176064, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.738787491390372, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.738787676633157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738787676633175, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738787676633157"
[1] "Starting iterative with newton 0.738787676633157"
[1] "Starting newton at: 0.540395072076189"
[1] "Newton iter: 1, lambda:0.483362009560968, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.484610259734, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.484610864357839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.484610864357981, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.484610864357839"
[1] "Starting iterative with newton 0.484610864357839"
[1] "Starting newton at: 0.558169071133818"
[1] "Newton iter: 1, lambda:0.417408196981971, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.424297076595734, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.424313996708855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424313996810836, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.424313996708855"
[1] "Starting iterative with newton 0.424313996708855"
[1] "Starting newton at: 0.552385695140904"
[1] "Newton iter: 1, lambda:0.402355210422914, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.410013374150278, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.410033844952414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410033845098548, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.410033844952414"
[1] "Starting iterative with newton 0.410033844952414"
[1] "Starting newton at: 0.273904094064251"
[1] "Newton iter: 1, lambda:0.400976574621881, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.406638975260315, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.406650107062868, diff to last: 0"
[1] "Newton iter: 4, lambda:0.406650107105861, diff to last: 0"
[1] "Final threshold is: 0.0192258741711335"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.49384997240443"
[1] "Starting iterative with newton 1.49384997240443"
[1] "Starting newton at: 0.913262929314356"
[1] "Newton iter: 1, lambda:0.789864178251302, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.798119414291971, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.798158634162251, diff to last: 0"
[1] "Newton iter: 4, lambda:0.798158635044579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.798158634162251"
[1] "Starting iterative with newton 0.798158634162251"
[1] "Starting newton at: 0.691861876609746"
[1] "Newton iter: 1, lambda:0.598818053976583, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.602826369314902, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.602834023011669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.602834023039545, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.602834023011669"
[1] "Starting iterative with newton 0.602834023011669"
[1] "Starting newton at: 0.452179635108057"
[1] "Newton iter: 1, lambda:0.542376754577554, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.546075900028302, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.546082026653717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546082026670509, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546082026653717"
[1] "Starting iterative with newton 0.546082026653717"
[1] "Starting newton at: 0.449378626251643"
[1] "Newton iter: 1, lambda:0.526783811060165, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.529450012842424, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.529453135451007, diff to last: 0"
[1] "Newton iter: 4, lambda:0.529453135455288, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.529453135451007"
[1] "Starting iterative with newton 0.529453135451007"
[1] "Starting newton at: 0.451694528890143"
[1] "Newton iter: 1, lambda:0.522359806902809, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.5245668574234, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.524568984986084, diff to last: 0"
[1] "Newton iter: 4, lambda:0.52456898498806, diff to last: 0"
[1] "Final threshold is: 0.0248009212912766"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.43435077146557"
[1] "Starting iterative with newton 1.43435077146557"
[1] "Starting newton at: 0.72676407405362"
[1] "Newton iter: 1, lambda:0.748464920736611, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.748714802396781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.748714835275117, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748714835275118, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.748714835275118"
[1] "Starting iterative with newton 0.748714835275118"
[1] "Starting newton at: 0.672114812252572"
[1] "Newton iter: 1, lambda:0.577298117994269, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.581188112990312, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.581194845235391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.581194845255536, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.581194845255536"
[1] "Starting iterative with newton 0.581194845255536"
[1] "Starting newton at: 0.442474713588513"
[1] "Newton iter: 1, lambda:0.53403326919425, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.537649914474085, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.537655467444597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537655467457677, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.537655467457677"
[1] "Starting iterative with newton 0.537655467457677"
[1] "Starting newton at: 0.431556027287277"
[1] "Newton iter: 1, lambda:0.522606521662951, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.526135809634435, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.526141031294779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.5261410313062, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.526141031294779"
[1] "Starting iterative with newton 0.526141031294779"
[1] "Starting newton at: 0.430945797541442"
[1] "Newton iter: 1, lambda:0.519733878982669, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.523077052486599, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5230817220334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523081722042503, diff to last: 0"
[1] "Final threshold is: 0.0247306054844244"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15320787019674"
[1] "Starting iterative with newton 1.15320787019674"
[1] "Starting newton at: 0.811463545556523"
[1] "Newton iter: 1, lambda:0.877833314035796, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.880763682400624, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.880769243727598, diff to last: 0"
[1] "Newton iter: 4, lambda:0.880769243747601, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.880769243727598"
[1] "Starting iterative with newton 0.880769243727598"
[1] "Starting newton at: 0.794376248370536"
[1] "Newton iter: 1, lambda:0.789039323346827, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.789056443190188, diff to last: 0"
[1] "Newton iter: 3, lambda:0.789056443366731, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.789056443190188"
[1] "Starting iterative with newton 0.789056443190188"
[1] "Starting newton at: 0.806005097310135"
[1] "Newton iter: 1, lambda:0.75582921081645, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.757278010877558, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.75727924400185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.757279244002743, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.75727924400185"
[1] "Starting iterative with newton 0.75727924400185"
[1] "Starting newton at: 0.809939473690403"
[1] "Newton iter: 1, lambda:0.743669741285084, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.746158146965941, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.746161753166233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.7461617531738, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.7461617531738"
[1] "Starting iterative with newton 0.7461617531738"
[1] "Starting newton at: 0.810116396276968"
[1] "Newton iter: 1, lambda:0.739437919112215, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.742254568854383, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.742259174916589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.742259174928894, diff to last: 0"
[1] "Final threshold is: 0.0350930228467903"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.839000846661952"
[1] "Starting iterative with newton 0.839000846661952"
[1] "Starting newton at: 1.13851626075204"
[1] "Newton iter: 1, lambda:1.04298883020883, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.04997586882968, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.05001585541782, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05001585672212, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.05001585541782"
[1] "Starting iterative with newton 1.05001585541782"
[1] "Starting newton at: 1.13729142092891"
[1] "Newton iter: 1, lambda:1.14815260853105, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.14825599209963, diff to last: 0"
[1] "Newton iter: 3, lambda:1.14825600140062, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.14825599209963"
[1] "Starting iterative with newton 1.14825599209963"
[1] "Starting newton at: 1.14931330623945"
[1] "Newton iter: 1, lambda:1.19141683513532, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.19304975238766, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.19305214377333, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19305214377846, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.19305214377333"
[1] "Starting iterative with newton 1.19305214377333"
[1] "Starting newton at: 1.15793141896216"
[1] "Newton iter: 1, lambda:1.21069679664944, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.21331418100969, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21332041046289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21332041049812, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.21332041046289"
[1] "Starting iterative with newton 1.21332041046289"
[1] "Starting newton at: 1.1546020913145"
[1] "Newton iter: 1, lambda:1.21855252834378, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.22244763931799, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.22246152966952, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22246152984567, diff to last: 0"
[1] "Final threshold is: 0.057796349100053"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.932292397927584"
[1] "Starting iterative with newton 0.932292397927584"
[1] "Starting newton at: 1.01181724946491"
[1] "Newton iter: 1, lambda:0.919534041089847, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.925119989861927, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.925141578658874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925141578980461, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.925141578658874"
[1] "Starting iterative with newton 0.925141578658874"
[1] "Starting newton at: 1.01182331723015"
[1] "Newton iter: 1, lambda:0.916600767896185, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.922527638289, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.922551900323982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.92255190072937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.92255190072937"
[1] "Starting iterative with newton 0.92255190072937"
[1] "Starting newton at: 1.01192384431997"
[1] "Newton iter: 1, lambda:0.915521220433486, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.921587860105175, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.921613264038712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921613264482852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.921613264038712"
[1] "Starting iterative with newton 0.921613264038712"
[1] "Starting newton at: 1.01246271369776"
[1] "Newton iter: 1, lambda:0.91505822654979, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.921246521862327, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.921272949784441, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921272950264987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.921272949784441"
[1] "Starting iterative with newton 0.921272949784441"
[1] "Starting newton at: 1.01213706977092"
[1] "Newton iter: 1, lambda:0.914964113107418, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.921123373419281, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.921149551168347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921149551639795, diff to last: 0"
[1] "Final threshold is: 0.0435507210330389"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.2036057089912"
[1] "Newton iter: 1, lambda:1.22970348833543, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.23039400816746, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.23039448267954, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23039448267977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23039448267954"
[1] "Starting iterative with newton 1.23039448267954"
[1] "Starting newton at: 1.78732236318976"
[1] "Newton iter: 1, lambda:1.49217874079666, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.56396071661014, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.57048281059302, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.57053355233563, diff to last: 0"
[1] "Newton iter: 5, lambda:1.570533555387, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.570533555387"
[1] "Starting iterative with newton 1.570533555387"
[1] "Starting newton at: 1.78908700843078"
[1] "Newton iter: 1, lambda:1.76371981344921, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.76453088114387, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76453173650119, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76453173650215, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76453173650215"
[1] "Starting iterative with newton 1.76453173650215"
[1] "Starting newton at: 1.82307141450521"
[1] "Newton iter: 1, lambda:1.86895072931646, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.87198096463409, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.87199353911743, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87199353933315, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87199353911743"
[1] "Starting iterative with newton 1.87199353911743"
[1] "Starting newton at: 1.82669366533237"
[1] "Newton iter: 1, lambda:1.91774271976196, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.93061604520865, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.9308520019665, diff to last: 0"
[1] "Newton iter: 4, lambda:1.93085207998163, diff to last: 0"
[1] "Newton iter: 5, lambda:1.93085207998164, diff to last: 0"
[1] "Final threshold is: 0.0912881085830734"
threshold is:
[{'ad': 0.0016143610884645687, 'da': 0.0030645466050188454, 'dd': 0.0051985486776300995}, {'ad': 0.0046819417145932555, 'da': 0.006385955588046857, 'dd': 0.009286263247660345}, {'ad': 0.01149640091804317, 'da': 0.014050018264204673, 'dd': 0.01922587417113352}, {'ad': 0.02480092129127661, 'da': 0.024730605484424403, 'dd': 0.035093022846790334}, {'ad': 0.057796349100053, 'da': 0.0435507210330389, 'dd': 0.09128810858307337}]
Number of points in noise estimation: 128
Estimated noise: 0.04727866496326418
0.04727866496326418
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.0956439688401"
[1] "Starting iterative with newton 28.0956439688401"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6307987307633"
[1] "Starting iterative with newton 13.6307987307633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.49361721596071"
[1] "Starting iterative with newton 7.49361721596071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.72376417818358"
[1] "Starting iterative with newton 6.72376417818358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.59159985539184"
[1] "Starting iterative with newton 4.59159985539184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.2361159756797"
[1] "Starting iterative with newton 3.2361159756797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.74246909127364"
[1] "Starting iterative with newton 2.74246909127364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.40252614081046"
[1] "Starting iterative with newton 2.40252614081046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81612371458887"
[1] "Starting iterative with newton 1.81612371458887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.49384997240443"
[1] "Starting iterative with newton 1.49384997240443"
[1] "Starting newton at: 1.71994597951128"
[1] "Newton iter: 1, lambda:1.36546617689168, diff to last: 0.354"
[1] "Newton iter: 2, lambda:1.2916797257158, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.28568941236918, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.28564764548415, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28564764344801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28564764548415"
[1] "Starting iterative with newton 1.28564764548415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.43435077146557"
[1] "Starting iterative with newton 1.43435077146557"
[1] "Starting newton at: 1.70840483758094"
[1] "Newton iter: 1, lambda:1.40981441459552, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.35620043645076, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.35335271291741, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.35334431663961, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35334431656649, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35334431656649"
[1] "Starting iterative with newton 1.35334431656649"
[1] "Starting newton at: 1.62182077406108"
[1] "Newton iter: 1, lambda:1.33712530531864, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.27688995235951, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.27273799253854, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27271746381132, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27271746330861, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.27271746330861"
[1] "Starting iterative with newton 1.27271746330861"
[1] "Starting newton at: 1.5082473603408"
[1] "Newton iter: 1, lambda:1.24242987358123, diff to last: 0.266"
[1] "Newton iter: 2, lambda:1.17484593367248, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.16856349128238, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.16850741810139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16850741363051, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.16850741363051"
[1] "Starting iterative with newton 1.16850741363051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15320787019674"
[1] "Starting iterative with newton 1.15320787019674"
[1] "Starting newton at: 1.3395049854624"
[1] "Newton iter: 1, lambda:1.18817438514157, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.1612958867729, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.16030263088173, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16030126066862, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16030126066601, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16030126066601"
[1] "Starting iterative with newton 1.16030126066601"
[1] "Starting newton at: 1.34242569411427"
[1] "Newton iter: 1, lambda:1.19352421551825, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.16772456031971, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.16681984063577, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.16681871683366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16681871683192, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.16681871683192"
[1] "Starting iterative with newton 1.16681871683192"
[1] "Starting newton at: 1.34703498260507"
[1] "Newton iter: 1, lambda:1.20083468925696, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.17627239553757, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.17546480545402, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17546392361426, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1754639236132, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1754639236132"
[1] "Starting iterative with newton 1.1754639236132"
[1] "Starting newton at: 1.35830277936046"
[1] "Newton iter: 1, lambda:1.21354150198936, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.1900760200625, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.18935720066559, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.18935651910403, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18935651910341, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18935651910341"
[1] "Starting iterative with newton 1.18935651910341"
[1] "Starting newton at: 1.37293361990004"
[1] "Newton iter: 1, lambda:1.23604001138757, diff to last: 0.137"
[1] "Newton iter: 2, lambda:1.21586793173606, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.21536081001524, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.21536048625504, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2153604862549, diff to last: 0"
[1] "Final threshold is: 0.0574606212392417"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.839000846661952"
[1] "Starting iterative with newton 0.839000846661952"
[1] "Starting newton at: 1.26801808700465"
[1] "Newton iter: 1, lambda:1.25812194434424, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.25801180350487, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25801178977024, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25801178977024, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25801180350487"
[1] "Starting iterative with newton 1.25801180350487"
[1] "Starting newton at: 1.67810529906471"
[1] "Newton iter: 1, lambda:1.72209850523013, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.72141154865824, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.7214114051998, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72141140519979, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.72141140519979"
[1] "Starting iterative with newton 1.72141140519979"
[1] "Starting newton at: 1.9925043853608"
[1] "Newton iter: 1, lambda:2.0245134132781, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.02451019513641, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02451019513671, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.02451019513641"
[1] "Starting iterative with newton 2.02451019513641"
[1] "Starting newton at: 2.15039475502035"
[1] "Newton iter: 1, lambda:2.18367623744737, diff to last: 0.033"
[1] "Newton iter: 2, lambda:2.18380741806706, diff to last: 0"
[1] "Newton iter: 3, lambda:2.18380742058765, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.18380741806706"
[1] "Starting iterative with newton 2.18380741806706"
[1] "Starting newton at: 2.31396646171127"
[1] "Newton iter: 1, lambda:2.26291447856386, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.26351283155637, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.26351290088544, diff to last: 0"
[1] "Newton iter: 4, lambda:2.26351290088544, diff to last: 0"
[1] "Final threshold is: 0.107015868080989"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.932292397927584"
[1] "Starting iterative with newton 0.932292397927584"
[1] "Starting newton at: 1.25329905763176"
[1] "Newton iter: 1, lambda:1.23704803114287, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.2367309026581, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2367307808329, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23673078083288, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23673078083288"
[1] "Starting iterative with newton 1.23673078083288"
[1] "Starting newton at: 1.57672625484678"
[1] "Newton iter: 1, lambda:1.56012960644594, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.5599708341398, diff to last: 0"
[1] "Newton iter: 3, lambda:1.55997081915016, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55997081915016, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55997081915016"
[1] "Starting iterative with newton 1.55997081915016"
[1] "Starting newton at: 1.72157458687083"
[1] "Newton iter: 1, lambda:1.78952878036883, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.78787671450642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.78787593473639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78787593473621, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.78787593473621"
[1] "Starting iterative with newton 1.78787593473621"
[1] "Starting newton at: 1.95316818426894"
[1] "Newton iter: 1, lambda:1.92126384815464, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.92114264487671, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92114264265913, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.92114264265913"
[1] "Starting iterative with newton 1.92114264265913"
[1] "Starting newton at: 2.08836122963566"
[1] "Newton iter: 1, lambda:1.99203468180578, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.99202310293297, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99202310292093, diff to last: 0"
[1] "Final threshold is: 0.0941801928820804"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0472786649632642"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.56596186570568"
[1] "Newton iter: 1, lambda:1.71667234589018, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.7059907746375, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.70595577791518, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70595577752432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70595577791518"
[1] "Starting iterative with newton 1.70595577791518"
[1] "Starting newton at: 2.38218415628623"
[1] "Newton iter: 1, lambda:2.32552372450327, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.3271212879319, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.32712247505715, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3271224750578, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.32712247505715"
[1] "Starting iterative with newton 2.32712247505715"
[1] "Starting newton at: 2.65452506019778"
[1] "Newton iter: 1, lambda:2.5979030769373, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.59985656710665, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.59985884338908, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59985884339217, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.59985884339217"
[1] "Starting iterative with newton 2.59985884339217"
[1] "Starting newton at: 2.68495048552784"
[1] "Newton iter: 1, lambda:2.72319862100436, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.72412350844406, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.72412405498977, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72412405498996, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.72412405498996"
[1] "Starting iterative with newton 2.72412405498996"
[1] "Starting newton at: 2.83313268051655"
[1] "Newton iter: 1, lambda:2.78452883610721, diff to last: 0.049"
[1] "Newton iter: 2, lambda:2.78608022276687, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.7860818044667, diff to last: 0"
[1] "Newton iter: 4, lambda:2.78608180446835, diff to last: 0"
[1] "Final threshold is: 0.131722228193705"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.05746062123924171}, {'ad': 0.10701586808098909, 'da': 0.09418019288208039, 'dd': 0.1317222281937055}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.458515884644228. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01950178234963143
0.01950178234963143
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.1129813837273"
[1] "Starting iterative with newton 68.1129813837273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.0454906541209"
[1] "Starting iterative with newton 33.0454906541209"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.1669660426218"
[1] "Starting iterative with newton 18.1669660426218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.3005918214622"
[1] "Starting iterative with newton 16.3005918214622"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1315318423983"
[1] "Starting iterative with newton 11.1315318423983"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.84539793611834"
[1] "Starting iterative with newton 7.84539793611834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.6486372893442"
[1] "Starting iterative with newton 6.6486372893442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.82450498320778"
[1] "Starting iterative with newton 5.82450498320778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.40287472675587"
[1] "Starting iterative with newton 4.40287472675587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.62157832984046"
[1] "Starting iterative with newton 3.62157832984046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.47733290978925"
[1] "Starting iterative with newton 3.47733290978925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.79575105241915"
[1] "Starting iterative with newton 2.79575105241915"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.03401100586968"
[1] "Starting iterative with newton 2.03401100586968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.26018007683536"
[1] "Starting iterative with newton 2.26018007683536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63518258736381"
[1] "Starting iterative with newton 1.63518258736381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.458515884644228. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01950178234963143
0.01950178234963143
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0389718860820493, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0390064841098306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0390064841370891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0390064841098306"
[1] "Starting iterative with newton 0.0390064841098306"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179893851129314, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0179955282331898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179955282339061, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0179955282339061"
[1] "Starting iterative with newton 0.0179955282339061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176141129527122, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176199756239076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176199756245571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0176199756239076"
[1] "Starting iterative with newton 0.0176199756239076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176074147301529, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176132724499195, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176132724505677, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0176132724499195"
[1] "Starting iterative with newton 0.0176132724499195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017607295177992, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176131528094011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176131528100494, diff to last: 0"
[1] "Final threshold is: 0.00034348787257974"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.130360329350984"
[1] "Newton iter: 1, lambda:0.0797428229105668, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0798697079730518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0798697087709493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0798697079730518"
[1] "Starting iterative with newton 0.0798697079730518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269978963038067, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0270167133584444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0270167133675855, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0270167133675855"
[1] "Starting iterative with newton 0.0270167133675855"
[1] "Starting newton at: 0.0169924904329301"
[1] "Newton iter: 1, lambda:0.0260940090013397, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0260960971787473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260960971788572, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0260960971787473"
[1] "Starting iterative with newton 0.0260960971787473"
[1] "Starting newton at: 0.0179131066217684"
[1] "Newton iter: 1, lambda:0.0260784723890304, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0260801523877602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260801523878314, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0260801523877602"
[1] "Starting iterative with newton 0.0260801523877602"
[1] "Starting newton at: 0.0179290514127554"
[1] "Newton iter: 1, lambda:0.0260782028945406, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0260798762156705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260798762157411, diff to last: 0"
[1] "Final threshold is: 0.000508604069664712"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.213830188998815"
[1] "Newton iter: 1, lambda:0.130977921874729, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.13152362747212, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.131523651242137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131523651242137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131523651242137"
[1] "Starting iterative with newton 0.131523651242137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0563113464762034, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0564597772281852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.056459778259112, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.056459778259112"
[1] "Starting iterative with newton 0.056459778259112"
[1] "Starting newton at: 0.0677221082370044"
[1] "Newton iter: 1, lambda:0.0539910167790682, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0539996651814328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539996651848641, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0539996651814328"
[1] "Starting iterative with newton 0.0539996651814328"
[1] "Starting newton at: 0.0701822213146836"
[1] "Newton iter: 1, lambda:0.0539052551988218, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0539173997157691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.053917399722531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0539173997157691"
[1] "Starting iterative with newton 0.0539173997157691"
[1] "Starting newton at: 0.0702644867803473"
[1] "Newton iter: 1, lambda:0.0539023754583654, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0539146470877058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0539146470946098, diff to last: 0"
[1] "Final threshold is: 0.00105143171296163"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0908915221334557"
[1] "Newton iter: 1, lambda:0.152652630829959, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.152998280027405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.152998290808426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152998290808426, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.152998280027405"
[1] "Starting iterative with newton 0.152998280027405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276216257057529, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276485558523213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276485558779262, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0276485558779262"
[1] "Starting iterative with newton 0.0276485558779262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242316915944121, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242505489940225, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242505490054452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0242505489940225"
[1] "Starting iterative with newton 0.0242505489940225"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.024143193030163, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0241618641978348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0241618642090038, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0241618642090038"
[1] "Starting iterative with newton 0.0241618642090038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0241408857238992, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0241595520522347, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0241595520633972, diff to last: 0"
[1] "Final threshold is: 0.000471154325787273"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.212949321795299"
[1] "Newton iter: 1, lambda:0.185761125836569, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.185842649957852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.185842650692648, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.185842650692648"
[1] "Starting iterative with newton 0.185842650692648"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0586445393868907, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0588267889643587, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0588267907246642, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0588267907246642"
[1] "Starting iterative with newton 0.0588267907246642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0540891502868458, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0542360930739811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0542360941585975, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0542360930739811"
[1] "Starting iterative with newton 0.0542360930739811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539228639531595, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540686243587284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540686254239122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0540686243587284"
[1] "Starting iterative with newton 0.0540686243587284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539167958104243, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.054062513202851, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540625142673317, diff to last: 0"
[1] "Final threshold is: 0.00105431536575608"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.232520920547444, diff to last: 0.233"
[1] "Newton iter: 2, lambda:0.241039626790089, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.241050955733319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241050955753342, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.241050955753342"
[1] "Starting iterative with newton 0.241050955753342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954928010818999, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0962504919866405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962505396305702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962505396305704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0962505396305702"
[1] "Starting iterative with newton 0.0962505396305702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0870159812930875, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0876195250224352, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0876195540341896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0876195540341897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0876195540341897"
[1] "Starting iterative with newton 0.0876195540341897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0865026164097832, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0870975131761842, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870975412901204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870975412901205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0870975412901204"
[1] "Starting iterative with newton 0.0870975412901204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864715359014905, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870659116551958, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870659397155272, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870659397155273, diff to last: 0"
[1] "Final threshold is: 0.00169794100639834"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.394273086525225"
[1] "Newton iter: 1, lambda:0.332780655650327, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.333558256811488, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.333558382402077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33355838240208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.333558382402077"
[1] "Starting iterative with newton 0.333558382402077"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106505743806681, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.1075787445974, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107578853465293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107578853465294, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.107578853465294"
[1] "Starting iterative with newton 0.107578853465294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925441488633914, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0932866222976389, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0932866700868277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0932866700868279, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0932866700868277"
[1] "Starting iterative with newton 0.0932866700868277"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0916531501372579, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0923773087556942, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0923773539618604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0923773539618605, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0923773539618604"
[1] "Starting iterative with newton 0.0923773539618604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0915964146546845, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0923194178097939, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0923194628557068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.092319462855707, diff to last: 0"
[1] "Final threshold is: 0.00180039407124688"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.354785200584427"
[1] "Newton iter: 1, lambda:0.386963026814715, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.387210344068281, diff to last: 0"
[1] "Newton iter: 3, lambda:0.387210358598444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387210358598444, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.387210344068281"
[1] "Starting iterative with newton 0.387210344068281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.137070129043743, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.13930656580413, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13930716006348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139307160063522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.139307160063522"
[1] "Starting iterative with newton 0.139307160063522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117361532525214, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118876066590511, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118876318587138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118876318587145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.118876318587138"
[1] "Starting iterative with newton 0.118876318587138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115703602935522, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117165471449079, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117165704617687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117165704617693, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117165704617687"
[1] "Starting iterative with newton 0.117165704617687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11556459281758, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117022099423299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117022331068535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117022331068541, diff to last: 0"
[1] "Final threshold is: 0.00228214403054509"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.407642819392113"
[1] "Newton iter: 1, lambda:0.49202369492204, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.494265368185878, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.494266923142037, diff to last: 0"
[1] "Newton iter: 4, lambda:0.494266923142785, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.494266923142037"
[1] "Starting iterative with newton 0.494266923142037"
[1] "Starting newton at: 0.301122420907734"
[1] "Newton iter: 1, lambda:0.185980134950256, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.1880125105827, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.188013147293474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188013147293537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188013147293537"
[1] "Starting iterative with newton 0.188013147293537"
[1] "Starting newton at: 0.304038668722302"
[1] "Newton iter: 1, lambda:0.154168613098946, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.157290666840525, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157292028840581, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157292028840841, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.157292028840841"
[1] "Starting iterative with newton 0.157292028840841"
[1] "Starting newton at: 0.301174843293234"
[1] "Newton iter: 1, lambda:0.151032607429697, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.154134981577455, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.154136312846003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154136312846248, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.154136312846248"
[1] "Starting iterative with newton 0.154136312846248"
[1] "Starting newton at: 0.304330559287826"
[1] "Newton iter: 1, lambda:0.150559598810442, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.153809882788625, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153811342495238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153811342495532, diff to last: 0"
[1] "Final threshold is: 0.00299959532425249"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.62157832984046"
[1] "Starting iterative with newton 3.62157832984046"
[1] "Starting newton at: 0.670345352500778"
[1] "Newton iter: 1, lambda:0.585052111088847, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.587673792627902, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.587676338126707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587676338129105, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587676338126707"
[1] "Starting iterative with newton 0.587676338126707"
[1] "Starting newton at: 0.371363839212833"
[1] "Newton iter: 1, lambda:0.224011521677941, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.228119583557483, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.228122809076256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228122809078244, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228122809076256"
[1] "Starting iterative with newton 0.228122809076256"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.178011340731491, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.183360487361882, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183365313390275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183365313394203, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183365313390275"
[1] "Starting iterative with newton 0.183365313390275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172861405614836, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.177819903225157, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177823980607098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177823980609854, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177823980607098"
[1] "Starting iterative with newton 0.177823980607098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.172222896439376, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.177134309753786, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.177138301622067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177138301624704, diff to last: 0"
[1] "Final threshold is: 0.00345451260401691"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.47733290978925"
[1] "Starting iterative with newton 3.47733290978925"
[1] "Starting newton at: 0.712722795971735"
[1] "Newton iter: 1, lambda:0.557910461252946, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.565886227092151, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.565908515577236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565908515750908, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565908515577236"
[1] "Starting iterative with newton 0.565908515577236"
[1] "Starting newton at: 0.320509986479201"
[1] "Newton iter: 1, lambda:0.241369216884001, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.242598593023708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242598891369353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24259889136937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24259889136937"
[1] "Starting iterative with newton 0.24259889136937"
[1] "Starting newton at: 0.30645424867991"
[1] "Newton iter: 1, lambda:0.19967596443278, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.201696840457507, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201697568141949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201697568142044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.201697568141949"
[1] "Starting iterative with newton 0.201697568141949"
[1] "Starting newton at: 0.302576565663542"
[1] "Newton iter: 1, lambda:0.194389801111954, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.196436463650234, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.19643719980373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196437199803826, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19643719980373"
[1] "Starting iterative with newton 0.19643719980373"
[1] "Starting newton at: 0.304714325250014"
[1] "Newton iter: 1, lambda:0.193603497833401, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.195758168403489, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.195758982850827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195758982850943, diff to last: 0"
[1] "Final threshold is: 0.00381764907654433"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.79575105241915"
[1] "Starting iterative with newton 2.79575105241915"
[1] "Starting newton at: 0.594209350881865"
[1] "Newton iter: 1, lambda:0.627789835894591, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.628253522871899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.628253610415715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628253610415718, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628253610415715"
[1] "Starting iterative with newton 0.628253610415715"
[1] "Starting newton at: 0.340833033681113"
[1] "Newton iter: 1, lambda:0.303027597207443, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.303380981620318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303381012601971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303381012601972, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.303381012601972"
[1] "Starting iterative with newton 0.303381012601972"
[1] "Starting newton at: 0.322819851306143"
[1] "Newton iter: 1, lambda:0.250540494386987, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.251700096262713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.25170039609665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25170039609667, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.25170039609665"
[1] "Starting iterative with newton 0.25170039609665"
[1] "Starting newton at: 0.324723821707783"
[1] "Newton iter: 1, lambda:0.241931775294951, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.24342520242083, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.243425690757743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243425690757795, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.243425690757795"
[1] "Starting iterative with newton 0.243425690757795"
[1] "Starting newton at: 0.319318229481014"
[1] "Newton iter: 1, lambda:0.240757929113619, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.24209910883954, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242099501520295, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242099501520328, diff to last: 0"
[1] "Final threshold is: 0.0047213717856037"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.03401100586968"
[1] "Starting iterative with newton 2.03401100586968"
[1] "Starting newton at: 0.821728853142143"
[1] "Newton iter: 1, lambda:0.694405258749001, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.701793644063527, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.701819850471739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.701819850800611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.701819850800611"
[1] "Starting iterative with newton 0.701819850800611"
[1] "Starting newton at: 0.289228900621744"
[1] "Newton iter: 1, lambda:0.420000440233507, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.425961376785844, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.425973603054213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425973603105603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425973603054213"
[1] "Starting iterative with newton 0.425973603054213"
[1] "Starting newton at: 0.300515905527768"
[1] "Newton iter: 1, lambda:0.364496696689505, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.365790867445202, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.365791394014198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365791394014285, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.365791394014285"
[1] "Starting iterative with newton 0.365791394014285"
[1] "Starting newton at: 0.300558970964481"
[1] "Newton iter: 1, lambda:0.351767962037676, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.352578809067126, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.352579011497376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352579011497389, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.352579011497376"
[1] "Starting iterative with newton 0.352579011497376"
[1] "Starting newton at: 0.298332246608691"
[1] "Newton iter: 1, lambda:0.34888896917461, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.349675524859694, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349675714459706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349675714459717, diff to last: 0"
[1] "Final threshold is: 0.00681929967634527"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.26018007683536"
[1] "Starting iterative with newton 2.26018007683536"
[1] "Starting newton at: 0.551782518920295"
[1] "Newton iter: 1, lambda:0.647564811802214, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.651575293760567, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.651582141474392, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65158214149433, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.651582141474392"
[1] "Starting iterative with newton 0.651582141474392"
[1] "Starting newton at: 0.278490566031961"
[1] "Newton iter: 1, lambda:0.372270848755343, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.374942977652182, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.374945127527289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37494512752868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.37494512752868"
[1] "Starting iterative with newton 0.37494512752868"
[1] "Starting newton at: 0.300206125650113"
[1] "Newton iter: 1, lambda:0.321742584533861, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.321871049313478, diff to last: 0"
[1] "Newton iter: 3, lambda:0.321871053876214, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.321871053876214"
[1] "Starting iterative with newton 0.321871053876214"
[1] "Starting newton at: 0.305540259493197"
[1] "Newton iter: 1, lambda:0.311544422713351, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.31155422115539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311554221181473, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.31155422115539"
[1] "Starting iterative with newton 0.31155422115539"
[1] "Starting newton at: 0.305877572649963"
[1] "Newton iter: 1, lambda:0.309540701456361, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.309544335355964, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309544335359539, diff to last: 0"
[1] "Final threshold is: 0.00603666625567332"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195017823496314"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.63518258736381"
[1] "Starting iterative with newton 1.63518258736381"
[1] "Starting newton at: 0.712701937979309"
[1] "Newton iter: 1, lambda:0.771714419544144, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.773679807033698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.773681943400304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.773681943402827, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773681943402827"
[1] "Starting iterative with newton 0.773681943402827"
[1] "Starting newton at: 0.502134092177034"
[1] "Newton iter: 1, lambda:0.546467479768448, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.54733364250136, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.547333970244881, diff to last: 0"
[1] "Newton iter: 4, lambda:0.547333970244928, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.547333970244881"
[1] "Starting iterative with newton 0.547333970244881"
[1] "Starting newton at: 0.526635105816637"
[1] "Newton iter: 1, lambda:0.485276766334232, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.485965394681793, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.485965587125682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.485965587125697, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.485965587125682"
[1] "Starting iterative with newton 0.485965587125682"
[1] "Starting newton at: 0.535365047869041"
[1] "Newton iter: 1, lambda:0.467438738820697, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.469248756279802, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.46925005833608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469250058336754, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.469250058336754"
[1] "Starting iterative with newton 0.469250058336754"
[1] "Starting newton at: 0.534341599915318"
[1] "Newton iter: 1, lambda:0.462688888843297, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.464690151231771, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.46469173377012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464691733771109, diff to last: 0"
[1] "Final threshold is: 0.00906231705165775"
threshold is:
[{'ad': 0.00034348787257973965, 'da': 0.000508604069664712, 'dd': 0.001051431712961628}, {'ad': 0.000471154325787273, 'da': 0.0010543153657560757, 'dd': 0.0016979410063983433}, {'ad': 0.001800394071246878, 'da': 0.0022821440305450893, 'dd': 0.002999595324252488}, {'ad': 0.003454512604016911, 'da': 0.003817649076544328, 'dd': 0.004721371785603705}, {'ad': 0.006819299676345266, 'da': 0.006036666255673323, 'dd': 0.00906231705165775}]
Number of points in noise estimation: 128
Estimated noise: 0.04727866496326418
0.04727866496326418
threshold is:
[{'ad': 0.0158615107909732, 'da': 0.0008582579138982291, 'dd': 0.006135265131308901}, {'ad': 0.005204540366238852, 'da': 0.0045193335865436925, 'dd': 0.008646272540464336}, {'ad': 0.009085385771755217, 'da': 0.011546847583596899, 'dd': 0.01649632834924826}, {'ad': 0.01976039363914439, 'da': 0.020727266698588605, 'dd': 0.03147826096003285}, {'ad': 0.04075162193225368, 'da': 0.040874513385293285, 'dd': 0.057109075828822325}]
['baboon256', 0.05, 1, 0.0007043722217614215, 0.001044525081695581, 0.0009804194026525785, 0.006848614154961661, 0.0013682109025982229, 0.001462061310687548, 0.0006175624021074474, 0.0007043722217614221, 31.521977795838218, 29.810811270468086, 30.085881025795192, 21.643973008789207, 28.638469532190403, 28.350344151107272, 32.093191522032576, 31.52197779583821]
baboon256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.046604180606051156
0.046604180606051156
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0765270138991525"
[1] "Newton iter: 1, lambda:0.0879852219135412, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0879930197935271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0879930197971376, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0879930197971376"
[1] "Starting iterative with newton 0.0879930197971376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0207910469118359, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208015243262106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208015243288717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208015243262106"
[1] "Starting iterative with newton 0.0208015243262106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196491067946439, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196580148443239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019658014846155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.019658014846155"
[1] "Starting iterative with newton 0.019658014846155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196299387994046, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.01963882197211, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196388219739293, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.01963882197211"
[1] "Starting iterative with newton 0.01963882197211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196296171561527, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196384999118228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196384999136419, diff to last: 0"
[1] "Final threshold is: 0.000915236196722509"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.278836109956549"
[1] "Newton iter: 1, lambda:0.231276231073112, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.231593411631908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231593425817028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231593425817028, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231593425817028"
[1] "Starting iterative with newton 0.231593425817028"
[1] "Starting newton at: 0.183708469413103"
[1] "Newton iter: 1, lambda:0.0935226276963371, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0941744654869906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0941744996070738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0941744996070739, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0941744996070739"
[1] "Starting iterative with newton 0.0941744996070739"
[1] "Starting newton at: 0.166231327841058"
[1] "Newton iter: 1, lambda:0.0854678254563905, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0859716702565673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0859716898963184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0859716898963184, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0859716898963184"
[1] "Starting iterative with newton 0.0859716898963184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0849130810873755, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0854699995862633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0854700235277134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0854700235277135, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0854700235277134"
[1] "Starting iterative with newton 0.0854700235277134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0848828372156071, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0854392821815123, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0854393060789788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0854393060789788, diff to last: 0"
[1] "Final threshold is: 0.00398182885136041"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.124034062393348"
[1] "Newton iter: 1, lambda:0.282116060178753, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.286487012970051, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.28649030227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.286490302271862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.28649030227"
[1] "Starting iterative with newton 0.28649030227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122018174319076, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123747938209555, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123748285285639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123748285285653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123748285285653"
[1] "Starting iterative with newton 0.123748285285653"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10836443029094, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109650532566922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109650713602758, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109650713602762, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109650713602762"
[1] "Starting iterative with newton 0.109650713602762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107199229272977, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108450816842379, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108450987348874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108450987348877, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.108450987348877"
[1] "Starting iterative with newton 0.108450987348877"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107100165957764, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108348844082162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10834901371666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108349013716663, diff to last: 0"
[1] "Final threshold is: 0.00504951700373873"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.224583566320319"
[1] "Newton iter: 1, lambda:0.316726474142326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.318419350474715, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318419915839629, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318419915839692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.318419915839629"
[1] "Starting iterative with newton 0.318419915839629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112711800854194, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.113942231682446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113942378198406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113942378198408, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113942378198406"
[1] "Starting iterative with newton 0.113942378198406"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0996894033258854, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.1005881135958, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100588186601699, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100588186601699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100588186601699"
[1] "Starting iterative with newton 0.100588186601699"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988311332473648, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.099710371966542, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997104415231705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997104415231709, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0997104415231709"
[1] "Starting iterative with newton 0.0997104415231709"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0987747061548789, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0996526744008458, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0996527437356302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0996527437356306, diff to last: 0"
[1] "Final threshold is: 0.00464423446694384"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.345654749273108"
[1] "Newton iter: 1, lambda:0.431889830954129, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.433933665853091, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.433934795506663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433934795507008, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.433934795506663"
[1] "Starting iterative with newton 0.433934795506663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155450454122666, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.158645908536497, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.158647257320477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158647257320717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.158647257320717"
[1] "Starting iterative with newton 0.158647257320717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131861231536808, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133962257929521, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133962790970979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133962790971013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.133962790970979"
[1] "Starting iterative with newton 0.133962790970979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129679154002366, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.131694737126641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131695223733516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.131695223733544, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.131695223733544"
[1] "Starting iterative with newton 0.131695223733544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129478146345452, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.13148598041417, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.131486462926482, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13148646292651, diff to last: 0"
[1] "Final threshold is: 0.00612781886547662"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.697053109659493"
[1] "Newton iter: 1, lambda:0.623083849955927, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.625199834553766, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.625201609885703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625201609886952, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625201609885703"
[1] "Starting iterative with newton 0.625201609885703"
[1] "Starting newton at: 0.263632228692542"
[1] "Newton iter: 1, lambda:0.268767318357151, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.268773025146089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268773025153135, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.268773025146089"
[1] "Starting iterative with newton 0.268773025146089"
[1] "Starting newton at: 0.30756250810739"
[1] "Newton iter: 1, lambda:0.21888240683198, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.220395453365863, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.22039589596928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220395895969318, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.22039589596928"
[1] "Starting iterative with newton 0.22039589596928"
[1] "Starting newton at: 0.303142357084362"
[1] "Newton iter: 1, lambda:0.212142326164861, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.21371007236966, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213710539843955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213710539843997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213710539843955"
[1] "Starting iterative with newton 0.213710539843955"
[1] "Starting newton at: 0.309399135582037"
[1] "Newton iter: 1, lambda:0.210954680492306, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.212784492405085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.21278512778177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212785127781847, diff to last: 0"
[1] "Final threshold is: 0.00991667652542328"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.82899033171091"
[1] "Starting iterative with newton 2.82899033171091"
[1] "Starting newton at: 0.571329441774585"
[1] "Newton iter: 1, lambda:0.626385300074784, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.627626177953261, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.627626798184793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627626798184948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627626798184948"
[1] "Starting iterative with newton 0.627626798184948"
[1] "Starting newton at: 0.371192711569463"
[1] "Newton iter: 1, lambda:0.296599077732315, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.297944126396918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.297944566661106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297944566661153, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297944566661106"
[1] "Starting iterative with newton 0.297944566661106"
[1] "Starting newton at: 0.244925429863767"
[1] "Newton iter: 1, lambda:0.247847830759569, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.247849688951695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247849688952447, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.247849688951695"
[1] "Starting iterative with newton 0.247849688951695"
[1] "Starting newton at: 0.267185923777153"
[1] "Newton iter: 1, lambda:0.239975331013414, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.240133356609651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.240133361946162, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.240133361946162"
[1] "Starting iterative with newton 0.240133361946162"
[1] "Starting newton at: 0.272508259060867"
[1] "Newton iter: 1, lambda:0.238697564336878, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.238940796140575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238940808748476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238940808748476, diff to last: 0"
[1] "Final threshold is: 0.0111356406050699"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.38833699087546"
[1] "Starting iterative with newton 2.38833699087546"
[1] "Starting newton at: 0.512959015662314"
[1] "Newton iter: 1, lambda:0.628306578959449, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.633907315044342, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.633920126579642, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633920126646561, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633920126579642"
[1] "Starting iterative with newton 0.633920126579642"
[1] "Starting newton at: 0.239353799313046"
[1] "Newton iter: 1, lambda:0.340144291109069, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.343031716044417, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343034067669204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343034067670764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.343034067669204"
[1] "Starting iterative with newton 0.343034067669204"
[1] "Starting newton at: 0.290251535379745"
[1] "Newton iter: 1, lambda:0.290176970559689, diff to last: 0"
[1] "Newton iter: 2, lambda:0.290176971982102, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.290176970559689"
[1] "Starting iterative with newton 0.290176970559689"
[1] "Starting newton at: 0.301979292025102"
[1] "Newton iter: 1, lambda:0.280365365566263, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.280482480619096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280482484062395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.280482480619096"
[1] "Starting iterative with newton 0.280482480619096"
[1] "Starting newton at: 0.302393219418136"
[1] "Newton iter: 1, lambda:0.278560773708277, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.278702647867712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278702652903082, diff to last: 0"
[1] "Final threshold is: 0.0129887087712808"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.92591641414537"
[1] "Starting iterative with newton 1.92591641414537"
[1] "Starting newton at: 0.67404484666672"
[1] "Newton iter: 1, lambda:0.75043844020725, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.753617974519004, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.75362334793622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753623347951549, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.75362334793622"
[1] "Starting iterative with newton 0.75362334793622"
[1] "Starting newton at: 0.55370464575787"
[1] "Newton iter: 1, lambda:0.469740305284831, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.472400290865511, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.472403004358939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.472403004361762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.472403004358939"
[1] "Starting iterative with newton 0.472403004358939"
[1] "Starting newton at: 0.260674539880507"
[1] "Newton iter: 1, lambda:0.39959444333076, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.406361096300525, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.406376994384351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.40637699447204, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.406376994384351"
[1] "Starting iterative with newton 0.406376994384351"
[1] "Starting newton at: 0.248767586560378"
[1] "Newton iter: 1, lambda:0.384652832535749, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.390961409403691, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.390974889469378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390974889530885, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.390974889469378"
[1] "Starting iterative with newton 0.390974889469378"
[1] "Starting newton at: 0.547744850245309"
[1] "Newton iter: 1, lambda:0.377887619690522, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.387354630374593, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.387384820060425, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387384820367134, diff to last: 0"
[1] "Final threshold is: 0.0180537521181387"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.52159501139694"
[1] "Starting iterative with newton 1.52159501139694"
[1] "Starting newton at: 0.677607207718956"
[1] "Newton iter: 1, lambda:0.783269626230609, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.789851319788653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.789876026910203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.789876027257486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.789876026910203"
[1] "Starting iterative with newton 0.789876026910203"
[1] "Starting newton at: 0.712064192782041"
[1] "Newton iter: 1, lambda:0.58131904122617, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.588964041831865, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.588991262713758, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588991263058222, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.588991262713758"
[1] "Starting iterative with newton 0.588991262713758"
[1] "Starting newton at: 0.472778180084582"
[1] "Newton iter: 1, lambda:0.53047661930343, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.531944503538993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.531945443786447, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531945443786832, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.531945443786447"
[1] "Starting iterative with newton 0.531945443786447"
[1] "Starting newton at: 0.484550453942821"
[1] "Newton iter: 1, lambda:0.515236220588807, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.515641589826394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.515641660173955, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515641660173958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.515641660173955"
[1] "Starting iterative with newton 0.515641660173955"
[1] "Starting newton at: 0.485622605680946"
[1] "Newton iter: 1, lambda:0.510704470397907, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.510973534467163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.510973565289596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510973565289597, diff to last: 0"
[1] "Final threshold is: 0.0238135043216742"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.47456811333786"
[1] "Starting iterative with newton 1.47456811333786"
[1] "Starting newton at: 0.766300398017183"
[1] "Newton iter: 1, lambda:0.742712724356396, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.743001045712018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.743001089179201, diff to last: 0"
[1] "Newton iter: 4, lambda:0.743001089179202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.743001089179201"
[1] "Starting iterative with newton 0.743001089179201"
[1] "Starting newton at: 0.670702216356153"
[1] "Newton iter: 1, lambda:0.55981604419749, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.565011550672822, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.565023324698905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565023324759298, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.565023324759298"
[1] "Starting iterative with newton 0.565023324759298"
[1] "Starting newton at: 0.449452457293732"
[1] "Newton iter: 1, lambda:0.516902043102524, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.518808894859265, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.518810400997474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518810400998413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.518810400997474"
[1] "Starting iterative with newton 0.518810400997474"
[1] "Starting newton at: 0.447610814500242"
[1] "Newton iter: 1, lambda:0.505238279010604, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.506608491246025, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.506609258254177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.506609258254418, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.506609258254177"
[1] "Starting iterative with newton 0.506609258254177"
[1] "Starting newton at: 0.446876383319962"
[1] "Newton iter: 1, lambda:0.502119052880416, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.503372996975505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.503373636977473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503373636977639, diff to last: 0"
[1] "Final threshold is: 0.023459315890023"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15162291892264"
[1] "Starting iterative with newton 1.15162291892264"
[1] "Starting newton at: 0.801364045225263"
[1] "Newton iter: 1, lambda:0.86880649206039, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.871802837237639, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.871808596920867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.87180859694212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.871808596920867"
[1] "Starting iterative with newton 0.871808596920867"
[1] "Starting newton at: 0.815902607961753"
[1] "Newton iter: 1, lambda:0.779502196422248, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.780277608103689, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.780277965310131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780277965310207, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.780277965310207"
[1] "Starting iterative with newton 0.780277965310207"
[1] "Starting newton at: 0.830718221723105"
[1] "Newton iter: 1, lambda:0.745492210792074, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.749551890005953, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.749561439612508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.749561439665272, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.749561439612508"
[1] "Starting iterative with newton 0.749561439612508"
[1] "Starting newton at: 0.825886326572827"
[1] "Newton iter: 1, lambda:0.734545637214123, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.739157803802829, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.739170021639281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.739170021724879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.739170021639281"
[1] "Starting iterative with newton 0.739170021639281"
[1] "Starting newton at: 0.817019566367353"
[1] "Newton iter: 1, lambda:0.731603510437416, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.735635834802984, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.735645143249333, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735645143298868, diff to last: 0"
[1] "Final threshold is: 0.0342841391179563"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.860023744485825"
[1] "Starting iterative with newton 0.860023744485825"
[1] "Starting newton at: 1.15086729585938"
[1] "Newton iter: 1, lambda:1.03515067363069, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04520264538146, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.04528513055487, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04528513607675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.04528513607675"
[1] "Starting iterative with newton 1.04528513607675"
[1] "Starting newton at: 1.15543109255009"
[1] "Newton iter: 1, lambda:1.13082172296965, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.13133250676028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.13133273057592, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13133273057596, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13133273057592"
[1] "Starting iterative with newton 1.13133273057592"
[1] "Starting newton at: 1.15448616781851"
[1] "Newton iter: 1, lambda:1.17028021420635, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.17050179579811, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17050183895629, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1705018389563, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.1705018389563"
[1] "Starting iterative with newton 1.1705018389563"
[1] "Starting newton at: 1.1542798404766"
[1] "Newton iter: 1, lambda:1.18719048473939, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.18817440143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.18817526224639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18817526224705, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18817526224639"
[1] "Starting iterative with newton 1.18817526224639"
[1] "Starting newton at: 1.15353675098885"
[1] "Newton iter: 1, lambda:1.19457108695928, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.19611652647628, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.1961186615134, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19611866151747, diff to last: 0"
[1] "Final threshold is: 0.0557441301276286"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.948111610258664"
[1] "Starting iterative with newton 0.948111610258664"
[1] "Starting newton at: 1.01175149176186"
[1] "Newton iter: 1, lambda:0.917800724825499, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.923543369380104, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.92356602515016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.923566025501789, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.92356602515016"
[1] "Starting iterative with newton 0.92356602515016"
[1] "Starting newton at: 1.00653078439633"
[1] "Newton iter: 1, lambda:0.908529478536547, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.914727687232066, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.914753919136316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.914753919604752, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.914753919136316"
[1] "Starting iterative with newton 0.914753919136316"
[1] "Starting newton at: 1.00633140014982"
[1] "Newton iter: 1, lambda:0.904942581543542, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.911549880990797, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.911579627515634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.911579628116636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.911579628116636"
[1] "Starting iterative with newton 0.911579628116636"
[1] "Starting newton at: 1.00696279178318"
[1] "Newton iter: 1, lambda:0.903541166726762, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.910402735280747, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.910434792723308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910434793420745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.910434792723308"
[1] "Starting iterative with newton 0.910434792723308"
[1] "Starting newton at: 1.00712646875106"
[1] "Newton iter: 1, lambda:0.903043901180124, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.909988883397385, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.910021716507679, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910021717239058, diff to last: 0"
[1] "Final threshold is: 0.0424108164656379"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.24096748898405"
[1] "Newton iter: 1, lambda:1.21053114275252, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.21141245555237, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21141321253192, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21141321253248, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21141321253248"
[1] "Starting iterative with newton 1.21141321253248"
[1] "Starting newton at: 1.82924124606039"
[1] "Newton iter: 1, lambda:1.35893800380713, diff to last: 0.47"
[1] "Newton iter: 2, lambda:1.50187179995548, diff to last: 0.143"
[1] "Newton iter: 3, lambda:1.52818553740085, diff to last: 0.026"
[1] "Newton iter: 4, lambda:1.52900389280411, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.5290046654472, diff to last: 0"
[1] "Newton iter: 6, lambda:1.52900466544789, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5290046654472"
[1] "Starting iterative with newton 1.5290046654472"
[1] "Starting newton at: 1.84608938811582"
[1] "Newton iter: 1, lambda:1.6752760987718, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.70476936604432, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.70589678227644, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.70589838034031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70589838034352, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70589838034352"
[1] "Starting iterative with newton 1.70589838034352"
[1] "Starting newton at: 1.88149198478195"
[1] "Newton iter: 1, lambda:1.79246161764252, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.80174246331973, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.80185674579237, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80185676293584, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80185676293584, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80185676293584"
[1] "Starting iterative with newton 1.80185676293584"
[1] "Starting newton at: 1.87127218087052"
[1] "Newton iter: 1, lambda:1.85285892925364, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.85330404483572, diff to last: 0"
[1] "Newton iter: 3, lambda:1.85330431112572, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85330431112582, diff to last: 0"
[1] "Final threshold is: 0.0863717288336764"
threshold is:
[{'ad': 0.0009152361967225088, 'da': 0.0039818288513604125, 'dd': 0.005049517003738731}, {'ad': 0.004644234466943841, 'da': 0.006127818865476616, 'dd': 0.009916676525423279}, {'ad': 0.011135640605069896, 'da': 0.01298870877128084, 'dd': 0.018053752118138665}, {'ad': 0.023813504321674214, 'da': 0.02345931589002296, 'dd': 0.03428413911795631}, {'ad': 0.055744130127628556, 'da': 0.04241081646563786, 'dd': 0.08637172883367644}]
Number of points in noise estimation: 128
Estimated noise: 0.046604180606051156
0.046604180606051156
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.3582315825076"
[1] "Starting iterative with newton 28.3582315825076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.3428385966307"
[1] "Starting iterative with newton 13.3428385966307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.12695032025869"
[1] "Starting iterative with newton 7.12695032025869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.51726849386132"
[1] "Starting iterative with newton 6.51726849386132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.6046801597628"
[1] "Starting iterative with newton 4.6046801597628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33371909426908"
[1] "Starting iterative with newton 3.33371909426908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.82899033171091"
[1] "Starting iterative with newton 2.82899033171091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38833699087546"
[1] "Starting iterative with newton 2.38833699087546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.92591641414537"
[1] "Starting iterative with newton 1.92591641414537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.52159501139694"
[1] "Starting iterative with newton 1.52159501139694"
[1] "Starting newton at: 1.75791301761497"
[1] "Newton iter: 1, lambda:1.3873796130483, diff to last: 0.371"
[1] "Newton iter: 2, lambda:1.31185468544207, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.30576514355529, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.30572314658726, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3057231445838, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30572314658726"
[1] "Starting iterative with newton 1.30572314658726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.47456811333786"
[1] "Starting iterative with newton 1.47456811333786"
[1] "Starting newton at: 1.76267978976087"
[1] "Newton iter: 1, lambda:1.42952399711691, diff to last: 0.333"
[1] "Newton iter: 2, lambda:1.37006855791125, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.36664568694628, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36663374990852, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36663374976301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36663374976301"
[1] "Starting iterative with newton 1.36663374976301"
[1] "Starting newton at: 1.60007085242671"
[1] "Newton iter: 1, lambda:1.31026209814466, diff to last: 0.29"
[1] "Newton iter: 2, lambda:1.24356822161971, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.23813964859896, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.2381022146354, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2381022128524, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.2381022146354"
[1] "Starting iterative with newton 1.2381022146354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15162291892264"
[1] "Starting iterative with newton 1.15162291892264"
[1] "Starting newton at: 1.30815539154937"
[1] "Newton iter: 1, lambda:1.20254791276301, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.18896001806241, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.18871464523436, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18871456484296, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18871456484295, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18871456484295"
[1] "Starting iterative with newton 1.18871456484295"
[1] "Starting newton at: 1.33205127789194"
[1] "Newton iter: 1, lambda:1.24218676051071, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.2329805460807, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.23287636037406, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23287634697497, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23287634697497, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23287634697497"
[1] "Starting iterative with newton 1.23287634697497"
[1] "Starting newton at: 1.37193884095994"
[1] "Newton iter: 1, lambda:1.3033848903814, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.29856330334871, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.29853792477228, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29853792406702, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.29853792406702"
[1] "Starting iterative with newton 1.29853792406702"
[1] "Starting newton at: 1.45208106478748"
[1] "Newton iter: 1, lambda:1.39239359689191, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.38933690617995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38932832855964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38932832849191, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38932832849191"
[1] "Starting iterative with newton 1.38932832849191"
[1] "Starting newton at: 1.5972071703527"
[1] "Newton iter: 1, lambda:1.50321604113685, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.49767571432601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.49765327012427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49765326975323, diff to last: 0"
[1] "Final threshold is: 0.0697969034688226"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.860023744485825"
[1] "Starting iterative with newton 0.860023744485825"
[1] "Starting newton at: 1.29732207669697"
[1] "Newton iter: 1, lambda:1.2262700354989, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.22054619489037, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.22050666731434, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22050666542328, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22050666542328"
[1] "Starting iterative with newton 1.22050666542328"
[1] "Starting newton at: 1.64748259385702"
[1] "Newton iter: 1, lambda:1.6538802532931, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.65386370107201, diff to last: 0"
[1] "Newton iter: 3, lambda:1.6538637009633, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.6538637009633"
[1] "Starting iterative with newton 1.6538637009633"
[1] "Starting newton at: 1.93021008748158"
[1] "Newton iter: 1, lambda:1.96392582975454, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.96385585962825, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96385585950041, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.96385585950041"
[1] "Starting iterative with newton 1.96385585950041"
[1] "Starting newton at: 2.08850256987148"
[1] "Newton iter: 1, lambda:2.13240909735254, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.13254752931414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13254753145017, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13254753145017"
[1] "Starting iterative with newton 2.13254753145017"
[1] "Starting newton at: 2.26439456829286"
[1] "Newton iter: 1, lambda:2.22176282785457, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.22212968363088, diff to last: 0"
[1] "Newton iter: 3, lambda:2.22212970646122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.22212970646122, diff to last: 0"
[1] "Final threshold is: 0.10356053416999"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.948111610258664"
[1] "Starting iterative with newton 0.948111610258664"
[1] "Starting newton at: 1.27374068118123"
[1] "Newton iter: 1, lambda:1.22737738356075, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.22481080754024, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.22480269684682, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22480269676573, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22480269676573"
[1] "Starting iterative with newton 1.22480269676573"
[1] "Starting newton at: 1.54746045900923"
[1] "Newton iter: 1, lambda:1.53141570262205, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.5312558099806, diff to last: 0"
[1] "Newton iter: 3, lambda:1.53125579365666, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53125579365665, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53125579365665"
[1] "Starting iterative with newton 1.53125579365665"
[1] "Starting newton at: 1.69549669372931"
[1] "Newton iter: 1, lambda:1.77286144494377, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.77054263837447, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.77054099414925, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77054099414842, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77054099414842"
[1] "Starting iterative with newton 1.77054099414842"
[1] "Starting newton at: 1.93623926353649"
[1] "Newton iter: 1, lambda:1.9110835165329, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.91099707097532, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91099706976603, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91099707097532"
[1] "Starting iterative with newton 1.91099707097532"
[1] "Starting newton at: 2.0764621610209"
[1] "Newton iter: 1, lambda:1.98654353547415, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.98643449434125, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98643449319635, diff to last: 0"
[1] "Final threshold is: 0.0925761518830124"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466041806060512"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.58663127079583"
[1] "Newton iter: 1, lambda:1.69788400035395, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.69208075089084, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.69206902024914, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6920690202003, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69206902024914"
[1] "Starting iterative with newton 1.69206902024914"
[1] "Starting newton at: 2.38595331698579"
[1] "Newton iter: 1, lambda:2.29270519609286, diff to last: 0.093"
[1] "Newton iter: 2, lambda:2.29685811876301, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.29686541507704, diff to last: 0"
[1] "Newton iter: 4, lambda:2.29686541509971, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.29686541507704"
[1] "Starting iterative with newton 2.29686541507704"
[1] "Starting newton at: 2.52425466718363"
[1] "Newton iter: 1, lambda:2.56826421141844, diff to last: 0.044"
[1] "Newton iter: 2, lambda:2.56931827060807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.56931889484515, diff to last: 0"
[1] "Newton iter: 4, lambda:2.56931889484537, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.56931889484537"
[1] "Starting iterative with newton 2.56931889484537"
[1] "Starting newton at: 2.65534219551341"
[1] "Newton iter: 1, lambda:2.68145298175641, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.68185945430192, diff to last: 0"
[1] "Newton iter: 3, lambda:2.68185955379374, diff to last: 0"
[1] "Newton iter: 4, lambda:2.68185955379374, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.68185955379374"
[1] "Starting iterative with newton 2.68185955379374"
[1] "Starting newton at: 2.79438186958356"
[1] "Newton iter: 1, lambda:2.73717847500198, diff to last: 0.057"
[1] "Newton iter: 2, lambda:2.7392203938994, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.73922298125949, diff to last: 0"
[1] "Newton iter: 4, lambda:2.73922298126365, diff to last: 0"
[1] "Final threshold is: 0.127659242539057"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06979690346882257}, {'ad': 0.1035605341699902, 'da': 0.0925761518830124, 'dd': 0.127659242539057}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463570424396679. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01934211577236377
0.01934211577236377
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 68.3282098966516"
[1] "Starting iterative with newton 68.3282098966516"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.1491230366456"
[1] "Starting iterative with newton 32.1491230366456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1721482698529"
[1] "Starting iterative with newton 17.1721482698529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.703140314154"
[1] "Starting iterative with newton 15.703140314154"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0948227341967"
[1] "Starting iterative with newton 11.0948227341967"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.03248458377779"
[1] "Starting iterative with newton 8.03248458377779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.81635752280039"
[1] "Starting iterative with newton 6.81635752280039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.75461804596933"
[1] "Starting iterative with newton 5.75461804596933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.64043114276222"
[1] "Starting iterative with newton 4.64043114276222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.66623225478416"
[1] "Starting iterative with newton 3.66623225478416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.55292251782047"
[1] "Starting iterative with newton 3.55292251782047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77479688029908"
[1] "Starting iterative with newton 2.77479688029908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.07219842881809"
[1] "Starting iterative with newton 2.07219842881809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28444319324787"
[1] "Starting iterative with newton 2.28444319324787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62516047908171"
[1] "Starting iterative with newton 1.62516047908171"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463570424396679. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01934211577236377
0.01934211577236377
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248914650862472, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0249045644075398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249045644111674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0249045644075398"
[1] "Starting iterative with newton 0.0249045644075398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101387750909244, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101395230735924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101395230735964, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0101395230735964"
[1] "Starting iterative with newton 0.0101395230735964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100409299074552, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.010041665832723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.010041665832727, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.010041665832723"
[1] "Starting iterative with newton 0.010041665832723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100402773785588, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100410132233605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100410132233645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0100410132233605"
[1] "Starting iterative with newton 0.0100410132233605"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100402730266712, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100410088709362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100410088709402, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000194214356053057"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110302238202611, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111090499175108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111090539300491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111090539300491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.111090539300491"
[1] "Starting iterative with newton 0.111090539300491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0358726429412642, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0359195758238501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0359195759041858, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0359195759041858"
[1] "Starting iterative with newton 0.0359195759041858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335688547695047, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0336087796700088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033608779726485, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.033608779726485"
[1] "Starting iterative with newton 0.033608779726485"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334982798819442, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0335380009843432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335380010401936, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0335380009843432"
[1] "Starting iterative with newton 0.0335380009843432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334961185059429, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.033535833376953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335358334327843, diff to last: 0"
[1] "Final threshold is: 0.000648653972779621"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139912338929171, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.141845523154377, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141845890797374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141845890797387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141845890797374"
[1] "Starting iterative with newton 0.141845890797374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.043127805769216, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0432032360214127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0432032362521482, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0432032360214127"
[1] "Starting iterative with newton 0.0432032360214127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0402776192052024, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0403407767981869, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0403407769534807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0403407767981869"
[1] "Starting iterative with newton 0.0403407767981869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401943654891085, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402571870860547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040257187239517, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0402571870860547"
[1] "Starting iterative with newton 0.0402571870860547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401919339535734, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402547457557925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402547459092016, diff to last: 0"
[1] "Final threshold is: 0.000778611952795607"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.134414316057028"
[1] "Newton iter: 1, lambda:0.137310686319863, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.137311388120513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.137311388120554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.137311388120513"
[1] "Starting iterative with newton 0.137311388120513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0483006455079683, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0484008146832083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0484008151139085, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0484008146832083"
[1] "Starting iterative with newton 0.0484008146832083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0456396683815321, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.045726617866161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0457266181816792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.045726617866161"
[1] "Starting iterative with newton 0.045726617866161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0455593508333063, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0456459186588393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0456459189713203, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0456459186588393"
[1] "Starting iterative with newton 0.0456459186588393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0455569268899707, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0456434832128688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0456434835252585, diff to last: 0"
[1] "Final threshold is: 0.00088284153655725"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170996440838891, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.174177968653274, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174179062742371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.1741790627425, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.174179062742371"
[1] "Starting iterative with newton 0.174179062742371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0552887662788871, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.055462099245337, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0554621009489361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.055462099245337"
[1] "Starting iterative with newton 0.055462099245337"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0501516616571845, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0502867978390657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0502867988203213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0502867978390657"
[1] "Starting iterative with newton 0.0502867978390657"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0499298798937053, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0500634976328106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0500634985898077, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0500634976328106"
[1] "Starting iterative with newton 0.0500634976328106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0499203146528582, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0500538671426874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0500538680986495, diff to last: 0"
[1] "Final threshold is: 0.000968147693128374"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.259246697330599, diff to last: 0.259"
[1] "Newton iter: 2, lambda:0.271086891035984, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.271111246027797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.271111246130713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.271111246130713"
[1] "Starting iterative with newton 0.271111246130713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960928927819825, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.096901780817202, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969018380948693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969018380948695, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0969018380948695"
[1] "Starting iterative with newton 0.0969018380948695"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0854608031558062, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.086061467954515, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0860614976189375, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0860614976189376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0860614976189375"
[1] "Starting iterative with newton 0.0860614976189375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847998831803349, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0853888537407892, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853888821443383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853888821443383, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0853888821443383"
[1] "Starting iterative with newton 0.0853888821443383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847588790927939, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0853471288448246, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0853471571716406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853471571716406, diff to last: 0"
[1] "Final threshold is: 0.001650794594856"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.397298390333392"
[1] "Newton iter: 1, lambda:0.324060840050853, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.325135170799703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.325135404731726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.325135404731737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.325135404731737"
[1] "Starting iterative with newton 0.325135404731737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109491992268382, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110662034498171, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110662167955618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11066216795562, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.11066216795562"
[1] "Starting iterative with newton 0.11066216795562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0943092879394013, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0951215278189752, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0951215880299781, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0951215880299784, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0951215880299781"
[1] "Starting iterative with newton 0.0951215880299781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932018954526102, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939910629950668, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939911195415434, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939911195415437, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0939911195415434"
[1] "Starting iterative with newton 0.0939911195415434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0931213197700696, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939088240263223, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939088803134386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939088803134389, diff to last: 0"
[1] "Final threshold is: 0.00181639643507559"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.427396472761139"
[1] "Newton iter: 1, lambda:0.374373545016169, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.375038127655236, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.375038233103163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375038233103166, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.375038233103163"
[1] "Starting iterative with newton 0.375038233103163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121354701727279, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.123002654527377, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123002958124968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123002958124978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123002958124978"
[1] "Starting iterative with newton 0.123002958124978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101746706797072, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102800366329688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102800479304842, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102800479304844, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102800479304844"
[1] "Starting iterative with newton 0.102800479304844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100184705482551, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101197913158837, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101198016777189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10119801677719, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101198016777189"
[1] "Starting iterative with newton 0.101198016777189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100060891989338, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101070935141456, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101071038046537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101071038046538, diff to last: 0"
[1] "Final threshold is: 0.0019549277191291"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.668376992863826"
[1] "Newton iter: 1, lambda:0.469131624452455, diff to last: 0.199"
[1] "Newton iter: 2, lambda:0.480604395475205, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.480644554592033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.480644555082882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.480644555082882"
[1] "Starting iterative with newton 0.480644555082882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.173677928840057, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.178173764285423, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.178176769291325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178176769292668, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178176769291325"
[1] "Starting iterative with newton 0.178176769291325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145195081971986, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.148042778589613, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148043872762597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148043872762758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.148043872762597"
[1] "Starting iterative with newton 0.148043872762597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142304611150281, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.14501162144409, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145012600015174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145012600015302, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145012600015174"
[1] "Starting iterative with newton 0.145012600015174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142013147329518, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144706230131578, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144707197646661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144707197646786, diff to last: 0"
[1] "Final threshold is: 0.00279894336997846"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.66623225478416"
[1] "Starting iterative with newton 3.66623225478416"
[1] "Starting newton at: 0.665016264851016"
[1] "Newton iter: 1, lambda:0.583970375991437, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.586321412648571, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.586323443506519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586323443508033, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586323443506519"
[1] "Starting iterative with newton 0.586323443506519"
[1] "Starting newton at: 0.360883413571714"
[1] "Newton iter: 1, lambda:0.224586957864738, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.228050260002589, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.228052516436105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228052516437062, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.228052516436105"
[1] "Starting iterative with newton 0.228052516436105"
[1] "Starting newton at: 0.34434111776777"
[1] "Newton iter: 1, lambda:0.18075929396033, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.185184049481983, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.185187309117216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.185187309118984, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.185187309117216"
[1] "Starting iterative with newton 0.185187309117216"
[1] "Starting newton at: 0.343156801251858"
[1] "Newton iter: 1, lambda:0.175437705403363, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.180018863367896, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180022303753049, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180022303754989, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180022303753049"
[1] "Starting iterative with newton 0.180022303753049"
[1] "Starting newton at: 0.345192905675581"
[1] "Newton iter: 1, lambda:0.174669082552455, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.179395433061232, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.179399088103973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179399088106158, diff to last: 0"
[1] "Final threshold is: 0.00346995793156352"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.55292251782047"
[1] "Starting iterative with newton 3.55292251782047"
[1] "Starting newton at: 0.76908546573263"
[1] "Newton iter: 1, lambda:0.544873412166329, diff to last: 0.224"
[1] "Newton iter: 2, lambda:0.561056790102813, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.561147860045321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561147862916736, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.561147860045321"
[1] "Starting iterative with newton 0.561147860045321"
[1] "Starting newton at: 0.344660449493972"
[1] "Newton iter: 1, lambda:0.227841794452635, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.230427540707637, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.230428817644641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230428817644952, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.230428817644952"
[1] "Starting iterative with newton 0.230428817644952"
[1] "Starting newton at: 0.356521640152211"
[1] "Newton iter: 1, lambda:0.183988443799691, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.189042289718048, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.189046661763365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189046661766636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.189046661763365"
[1] "Starting iterative with newton 0.189046661763365"
[1] "Starting newton at: 0.356819346247513"
[1] "Newton iter: 1, lambda:0.17848603751844, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.183808148924732, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183812927051928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183812927055779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183812927055779"
[1] "Starting iterative with newton 0.183812927055779"
[1] "Starting newton at: 0.361384857765568"
[1] "Newton iter: 1, lambda:0.177498231572982, diff to last: 0.184"
[1] "Newton iter: 2, lambda:0.18314493137174, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.183150300106599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183150300111451, diff to last: 0"
[1] "Final threshold is: 0.00354251430849886"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.77479688029908"
[1] "Starting iterative with newton 2.77479688029908"
[1] "Starting newton at: 0.493370443791929"
[1] "Newton iter: 1, lambda:0.622864104484732, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.629834935086193, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.629854484303749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.629854484457169, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.629854484303749"
[1] "Starting iterative with newton 0.629854484303749"
[1] "Starting newton at: 0.302093840584043"
[1] "Newton iter: 1, lambda:0.313601826972821, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.313635247283496, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313635247565078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.313635247283496"
[1] "Starting iterative with newton 0.313635247283496"
[1] "Starting newton at: 0.317600763891304"
[1] "Newton iter: 1, lambda:0.261541093863597, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.262257287690002, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262257405045906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262257405045909, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262257405045909"
[1] "Starting iterative with newton 0.262257405045909"
[1] "Starting newton at: 0.319032640887397"
[1] "Newton iter: 1, lambda:0.252759978990474, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.253743773128185, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253743990890141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253743990890152, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253743990890141"
[1] "Starting iterative with newton 0.253743990890141"
[1] "Starting newton at: 0.326484469979563"
[1] "Newton iter: 1, lambda:0.251058943446367, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.252328839268694, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252329201092203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252329201092233, diff to last: 0"
[1] "Final threshold is: 0.00488058062027346"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.07219842881809"
[1] "Starting iterative with newton 2.07219842881809"
[1] "Starting newton at: 0.828400778220392"
[1] "Newton iter: 1, lambda:0.691013878043362, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.699554749165727, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.699589672386408, diff to last: 0"
[1] "Newton iter: 4, lambda:0.699589672968619, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.699589672386408"
[1] "Starting iterative with newton 0.699589672386408"
[1] "Starting newton at: 0.295249571393106"
[1] "Newton iter: 1, lambda:0.412969005229216, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.417714077903846, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.41772169818984, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41772169820948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.41772169818984"
[1] "Starting iterative with newton 0.41772169818984"
[1] "Starting newton at: 0.291893654961222"
[1] "Newton iter: 1, lambda:0.356057740761553, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.357333447389882, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.357333949031075, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357333949031152, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.357333949031075"
[1] "Starting iterative with newton 0.357333949031075"
[1] "Starting newton at: 0.284451879641619"
[1] "Newton iter: 1, lambda:0.343278012324951, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.344326922677504, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34432725467941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.344327254679443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.34432725467941"
[1] "Starting iterative with newton 0.34432725467941"
[1] "Starting newton at: 0.288073321034139"
[1] "Newton iter: 1, lambda:0.340687308335593, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.341522097918405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341522307231571, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341522307231584, diff to last: 0"
[1] "Final threshold is: 0.00660576400531784"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28444319324787"
[1] "Starting iterative with newton 2.28444319324787"
[1] "Starting newton at: 0.561772943848097"
[1] "Newton iter: 1, lambda:0.649360404591454, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.652727146290322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.652731999482823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.652731999492897, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.652731999482823"
[1] "Starting iterative with newton 0.652731999482823"
[1] "Starting newton at: 0.304659693820535"
[1] "Newton iter: 1, lambda:0.369211596078828, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.370462527691409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.370462994402086, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370462994402151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370462994402086"
[1] "Starting iterative with newton 0.370462994402086"
[1] "Starting newton at: 0.311725956940982"
[1] "Newton iter: 1, lambda:0.317080375758083, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.317088204415731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317088204432459, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317088204415731"
[1] "Starting iterative with newton 0.317088204415731"
[1] "Starting newton at: 0.318967046878923"
[1] "Newton iter: 1, lambda:0.306871664578152, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.306910845750076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306910846161619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.306910845750076"
[1] "Starting iterative with newton 0.306910845750076"
[1] "Starting newton at: 0.319298656228258"
[1] "Newton iter: 1, lambda:0.304912482936218, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.304967708978298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304967709793077, diff to last: 0"
[1] "Final threshold is: 0.00589872073389077"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0193421157723638"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.62516047908171"
[1] "Starting iterative with newton 1.62516047908171"
[1] "Starting newton at: 0.712803944698645"
[1] "Newton iter: 1, lambda:0.769649488428332, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.771455595702038, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.771457383226209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771457383227958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771457383226209"
[1] "Starting iterative with newton 0.771457383226209"
[1] "Starting newton at: 0.502782543656415"
[1] "Newton iter: 1, lambda:0.546747650589146, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.547600068528456, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.547600386166275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.54760038616632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.547600386166275"
[1] "Starting iterative with newton 0.547600386166275"
[1] "Starting newton at: 0.525785956096756"
[1] "Newton iter: 1, lambda:0.486339024952337, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.486966741448838, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486966901619621, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486966901619632, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.486966901619632"
[1] "Starting iterative with newton 0.486966901619632"
[1] "Starting newton at: 0.530990627476271"
[1] "Newton iter: 1, lambda:0.46897645826765, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.470489731138119, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.470490642934765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470490642935096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.470490642935096"
[1] "Starting iterative with newton 0.470490642935096"
[1] "Starting newton at: 0.533169491028254"
[1] "Newton iter: 1, lambda:0.464147157549692, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.466008726970085, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.466010098942487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466010098943232, diff to last: 0"
[1] "Final threshold is: 0.00901362128483627"
threshold is:
[{'ad': 0.0001942143560530569, 'da': 0.0006486539727796211, 'dd': 0.0007786119527956071}, {'ad': 0.0008828415365572502, 'da': 0.0009681476931283742, 'dd': 0.0016507945948559988}, {'ad': 0.0018163964350755878, 'da': 0.001954927719129102, 'dd': 0.00279894336997846}, {'ad': 0.0034699579315635247, 'da': 0.0035425143084988576, 'dd': 0.004880580620273456}, {'ad': 0.006605764005317839, 'da': 0.0058987207338907725, 'dd': 0.009013621284836272}]
Number of points in noise estimation: 128
Estimated noise: 0.046604180606051156
0.046604180606051156
threshold is:
[{'ad': 0.012960670741609448, 'da': 0.009461461342372579, 'dd': 0.006705311688379497}, {'ad': 0.004531245745167833, 'da': 0.0041612069411871705, 'dd': 0.008166472478658565}, {'ad': 0.006134923271079673, 'da': 0.01004649795689879, 'dd': 0.01956171181783827}, {'ad': 0.018368134138673886, 'da': 0.025713826632389407, 'dd': 0.03114992126355012}, {'ad': 0.04223604542065085, 'da': 0.03969748235326955, 'dd': 0.05608419409064915}]
['baboon256', 0.05, 2, 0.0007082435235221975, 0.0010478389001347202, 0.0009437204014200346, 0.006784394198951371, 0.001317163532420341, 0.001440712913463545, 0.0006221813850832159, 0.0007082435235221979, 31.49817388161471, 29.79705482772726, 30.251566562385502, 21.68488925866965, 28.803603018652744, 28.41422551122236, 32.06082986600148, 31.498173881614704]
baboon256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.047097076823574724
0.047097076823574724
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.00537546973798309"
[1] "Newton iter: 1, lambda:0.0925278948597256, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0929634514714458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0929634623328895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0929634623328895, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0929634623328895"
[1] "Starting iterative with newton 0.0929634623328895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0296174001002974, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0296465576765745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029646557704832, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.029646557704832"
[1] "Starting iterative with newton 0.029646557704832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0277172197820059, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0277421733746169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0277421733948416, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0277421733746169"
[1] "Starting iterative with newton 0.0277421733746169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0276606072753829, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276854409432243, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276854409632404, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0276854409632404"
[1] "Starting iterative with newton 0.0276854409632404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.027658921291046, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0276837513921047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0276837514121147, diff to last: 0"
[1] "Final threshold is: 0.00130382376702111"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.237950595502525"
[1] "Newton iter: 1, lambda:0.227611620638774, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.227626122998299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.22762612302687, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.227626122998299"
[1] "Starting iterative with newton 0.227626122998299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0773041169733069, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0777609009518393, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0777609168993389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0777609168993389, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0777609168993389"
[1] "Starting iterative with newton 0.0777609168993389"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0689394229768604, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0692799595955863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0692799679054809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0692799595955863"
[1] "Starting iterative with newton 0.0692799595955863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0684755907939109, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0688102682220819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0688102762176745, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0688102762176745"
[1] "Starting iterative with newton 0.0688102762176745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068449938563076, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.068784293697626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0687843016761218, diff to last: 0"
[1] "Final threshold is: 0.00323953954029625"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.00325236151307351"
[1] "Newton iter: 1, lambda:0.273035640896553, diff to last: 0.27"
[1] "Newton iter: 2, lambda:0.284920006661018, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.284942624650051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284942624731844, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284942624650051"
[1] "Starting iterative with newton 0.284942624650051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122497345706963, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.12431979486823, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124320197579849, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124320197579868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.124320197579849"
[1] "Starting iterative with newton 0.124320197579849"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107296997265415, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.108619471781644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108619672534213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108619672534218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.108619672534213"
[1] "Starting iterative with newton 0.108619672534213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105834336775039, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107113222457141, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107113409073381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107113409073385, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.107113409073381"
[1] "Starting iterative with newton 0.107113409073381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105694315335153, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106969069497634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106969254802417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106969254802421, diff to last: 0"
[1] "Final threshold is: 0.00503793921118996"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.234336113523002"
[1] "Newton iter: 1, lambda:0.321981059783213, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.323592097103443, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.323592635484928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323592635484988, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.323592635484928"
[1] "Starting iterative with newton 0.323592635484928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114416556165683, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115785538961779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115785734729237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115785734729241, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.115785734729237"
[1] "Starting iterative with newton 0.115785734729237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0989642395203935, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0999165750148116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0999166631657473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099916663165748, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0999166631657473"
[1] "Starting iterative with newton 0.0999166631657473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0977917014901768, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987160455513994, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987161281037077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987161281037084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0987161281037084"
[1] "Starting iterative with newton 0.0987161281037084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0977030600008027, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0986253082291416, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0986253903702974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.098625390370298, diff to last: 0"
[1] "Final threshold is: 0.00464496758702494"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.486575081031397"
[1] "Newton iter: 1, lambda:0.436725005512096, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.437396085899056, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.437396209064204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.437396209064208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.437396209064204"
[1] "Starting iterative with newton 0.437396209064204"
[1] "Starting newton at: 0.234057586748592"
[1] "Newton iter: 1, lambda:0.15164611000383, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.152548377803739, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.152548486220476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152548486220477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152548486220476"
[1] "Starting iterative with newton 0.152548486220476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124564115880421, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126431295878917, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126431715248164, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126431715248185, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126431715248164"
[1] "Starting iterative with newton 0.126431715248164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122272949767868, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.12405398544855, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124054363206311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124054363206328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124054363206311"
[1] "Starting iterative with newton 0.124054363206311"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122064257156714, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123837576721428, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123837950869229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123837950869246, diff to last: 0"
[1] "Final threshold is: 0.00583240548576215"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.467079249189518"
[1] "Newton iter: 1, lambda:0.628479229594655, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.639358202237681, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.639405854105406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639405855016717, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639405855016717"
[1] "Starting iterative with newton 0.639405855016717"
[1] "Starting newton at: 0.321629106519024"
[1] "Newton iter: 1, lambda:0.267986373601208, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.268597493667165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.268597573230105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268597573230106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.268597573230106"
[1] "Starting iterative with newton 0.268597573230106"
[1] "Starting newton at: 0.2844065360605"
[1] "Newton iter: 1, lambda:0.220397338572462, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.221167236226584, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.221167347930192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221167347930194, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.221167347930194"
[1] "Starting iterative with newton 0.221167347930194"
[1] "Starting newton at: 0.171681274431903"
[1] "Newton iter: 1, lambda:0.214620164518124, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.214962673821729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214962695586585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214962695586585, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.214962695586585"
[1] "Starting iterative with newton 0.214962695586585"
[1] "Starting newton at: 0.177568200511959"
[1] "Newton iter: 1, lambda:0.213902347542531, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.214147048362942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214147059449398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214147059449398, diff to last: 0"
[1] "Final threshold is: 0.0100857005104309"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.77460457999134"
[1] "Starting iterative with newton 2.77460457999134"
[1] "Starting newton at: 0.765098203488766"
[1] "Newton iter: 1, lambda:0.629348113351983, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.636446498653143, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.636466922721317, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63646692289002, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63646692289002"
[1] "Starting iterative with newton 0.63646692289002"
[1] "Starting newton at: 0.261853016135695"
[1] "Newton iter: 1, lambda:0.308659787562205, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.309208560990435, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.309208636192387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309208636192389, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.309208636192389"
[1] "Starting iterative with newton 0.309208636192389"
[1] "Starting newton at: 0.336818118108781"
[1] "Newton iter: 1, lambda:0.256915174497524, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.258336846673907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.258337299007321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.258337299007367, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.258337299007321"
[1] "Starting iterative with newton 0.258337299007321"
[1] "Starting newton at: 0.320069714821593"
[1] "Newton iter: 1, lambda:0.249211574573793, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.250311151585022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.250311417456098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250311417456114, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.250311417456114"
[1] "Starting iterative with newton 0.250311417456114"
[1] "Starting newton at: 0.328095596372801"
[1] "Newton iter: 1, lambda:0.247628202827906, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.249041428564123, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.249041866527575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249041866527617, diff to last: 0"
[1] "Final threshold is: 0.0117291439201356"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.38925896651556"
[1] "Starting iterative with newton 2.38925896651556"
[1] "Starting newton at: 0.57383390609178"
[1] "Newton iter: 1, lambda:0.635851767244047, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.637482182143358, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.637483288963612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637483288964122, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637483288963612"
[1] "Starting iterative with newton 0.637483288963612"
[1] "Starting newton at: 0.264961112802824"
[1] "Newton iter: 1, lambda:0.352160741529394, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.354327852446579, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354329180490028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354329180490526, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354329180490028"
[1] "Starting iterative with newton 0.354329180490028"
[1] "Starting newton at: 0.27981627409671"
[1] "Newton iter: 1, lambda:0.303245843794227, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.303388696853569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303388702154621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.303388702154621"
[1] "Starting iterative with newton 0.303388702154621"
[1] "Starting newton at: 0.286517005237699"
[1] "Newton iter: 1, lambda:0.294033439620043, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.294047886761396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.294047886814739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.294047886814739"
[1] "Starting iterative with newton 0.294047886814739"
[1] "Starting newton at: 0.279895515256658"
[1] "Newton iter: 1, lambda:0.292290643690511, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.292329826514395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292329826905592, diff to last: 0"
[1] "Final threshold is: 0.0137678802971707"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.81904296720754"
[1] "Starting iterative with newton 1.81904296720754"
[1] "Starting newton at: 0.70422033029635"
[1] "Newton iter: 1, lambda:0.735306057198496, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.735807956309726, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.735808085771784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.735808085771793, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.735808085771784"
[1] "Starting iterative with newton 0.735808085771784"
[1] "Starting newton at: 0.486132831498655"
[1] "Newton iter: 1, lambda:0.486096504305765, diff to last: 0"
[1] "Newton iter: 2, lambda:0.486096504816346, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486096504816346"
[1] "Starting iterative with newton 0.486096504816346"
[1] "Starting newton at: 0.56562025108389"
[1] "Newton iter: 1, lambda:0.419631050411705, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.427038399013737, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.427057992362146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427057992499096, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.427057992362146"
[1] "Starting iterative with newton 0.427057992362146"
[1] "Starting newton at: 0.570587422880658"
[1] "Newton iter: 1, lambda:0.403559113904837, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.413033105132028, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.413064519887764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.413064520232763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.413064519887764"
[1] "Starting iterative with newton 0.413064519887764"
[1] "Starting newton at: 0.267929105147365"
[1] "Newton iter: 1, lambda:0.403284513011088, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.409732386261454, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.409746861257743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.409746861330634, diff to last: 0"
[1] "Final threshold is: 0.0192978794063075"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.46816894295043"
[1] "Starting iterative with newton 1.46816894295043"
[1] "Starting newton at: 0.669120248231429"
[1] "Newton iter: 1, lambda:0.780430148346015, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.787714662326989, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.787744791877443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.787744792391413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.787744791877443"
[1] "Starting iterative with newton 0.787744791877443"
[1] "Starting newton at: 0.679428801339174"
[1] "Newton iter: 1, lambda:0.597180408899555, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.600295665846163, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.600300245779386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600300245789277, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.600300245779386"
[1] "Starting iterative with newton 0.600300245779386"
[1] "Starting newton at: 0.44960994789948"
[1] "Newton iter: 1, lambda:0.54285354786804, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.546785610154538, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.546792492267044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546792492288109, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.546792492267044"
[1] "Starting iterative with newton 0.546792492267044"
[1] "Starting newton at: 0.427809661807264"
[1] "Newton iter: 1, lambda:0.526975734065612, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.531345595274417, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.531353948886954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531353948917454, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.531353948886954"
[1] "Starting iterative with newton 0.531353948886954"
[1] "Starting newton at: 0.434487479595855"
[1] "Newton iter: 1, lambda:0.523392109906319, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.526881062459263, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.526886359552427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526886359564629, diff to last: 0"
[1] "Final threshold is: 0.0248148073531343"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.46607825563689"
[1] "Starting iterative with newton 1.46607825563689"
[1] "Starting newton at: 0.712444403087611"
[1] "Newton iter: 1, lambda:0.748131240746215, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.74880749024242, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.748807730101862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748807730101893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.748807730101862"
[1] "Starting iterative with newton 0.748807730101862"
[1] "Starting newton at: 0.689306573081588"
[1] "Newton iter: 1, lambda:0.56920542489, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.57533668589418, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.575353252849961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.575353252970737, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.575353252849961"
[1] "Starting iterative with newton 0.575353252849961"
[1] "Starting newton at: 0.447217630406268"
[1] "Newton iter: 1, lambda:0.527553909603185, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.53030260458637, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.530305776385884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.530305776390105, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.530305776385884"
[1] "Starting iterative with newton 0.530305776385884"
[1] "Starting newton at: 0.456158283698043"
[1] "Newton iter: 1, lambda:0.516854183291914, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.518397450816183, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.518398437617215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518398437617619, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.518398437617215"
[1] "Starting iterative with newton 0.518398437617215"
[1] "Starting newton at: 0.462406192815739"
[1] "Newton iter: 1, lambda:0.514121595460994, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.515236331651177, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.515236844699804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515236844699912, diff to last: 0"
[1] "Final threshold is: 0.0242661492571629"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15337540844572"
[1] "Starting iterative with newton 1.15337540844572"
[1] "Starting newton at: 0.811047996763611"
[1] "Newton iter: 1, lambda:0.868077580754469, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.870215743137259, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.870218680875326, diff to last: 0"
[1] "Newton iter: 4, lambda:0.870218680880867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.870218680875326"
[1] "Starting iterative with newton 0.870218680875326"
[1] "Starting newton at: 0.806583711856743"
[1] "Newton iter: 1, lambda:0.776181874145013, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.776724011239692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.776724185774495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776724185774513, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.776724185774495"
[1] "Starting iterative with newton 0.776724185774495"
[1] "Starting newton at: 0.808127267893381"
[1] "Newton iter: 1, lambda:0.742648761722738, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.745063078269834, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.745066449049812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745066449056376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.745066449056376"
[1] "Starting iterative with newton 0.745066449056376"
[1] "Starting newton at: 0.810606431035904"
[1] "Newton iter: 1, lambda:0.730707141836508, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.734248670881501, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.734255858935989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.734255858965563, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.734255858965563"
[1] "Starting iterative with newton 0.734255858965563"
[1] "Starting newton at: 0.80544478185294"
[1] "Newton iter: 1, lambda:0.727154529578177, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.730546947148051, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.730553521013603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.73055352103826, diff to last: 0"
[1] "Final threshold is: 0.0344069353029107"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.840898481853092"
[1] "Starting iterative with newton 0.840898481853092"
[1] "Starting newton at: 1.15716562644229"
[1] "Newton iter: 1, lambda:1.02948901255047, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.04163931644491, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.04176011009178, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0417601219478, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0417601219478, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.0417601219478"
[1] "Starting iterative with newton 1.0417601219478"
[1] "Starting newton at: 1.17145269696492"
[1] "Newton iter: 1, lambda:1.13416031825118, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.1353328665112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.13533405671373, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13533405671496, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13533405671373"
[1] "Starting iterative with newton 1.13533405671373"
[1] "Starting newton at: 1.18413378436965"
[1] "Newton iter: 1, lambda:1.17825022813175, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.17828089472614, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17828089556271, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17828089556271"
[1] "Starting iterative with newton 1.17828089556271"
[1] "Starting newton at: 1.18595437684028"
[1] "Newton iter: 1, lambda:1.19775346839973, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.19787990806491, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19787992246715, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19787992246715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.19787990806491"
[1] "Starting iterative with newton 1.19787990806491"
[1] "Starting newton at: 1.19140039968275"
[1] "Newton iter: 1, lambda:1.20659194070701, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.20680324530262, diff to last: 0"
[1] "Newton iter: 3, lambda:1.20680328575819, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20680328575819, diff to last: 0"
[1] "Final threshold is: 0.056836907060296"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.946198768913064"
[1] "Starting iterative with newton 0.946198768913064"
[1] "Starting newton at: 0.999947265428898"
[1] "Newton iter: 1, lambda:0.921136078258903, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.925222375918171, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.92523386401414, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925233864104756, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.92523386401414"
[1] "Starting iterative with newton 0.92523386401414"
[1] "Starting newton at: 1.00482222083186"
[1] "Newton iter: 1, lambda:0.912094277052177, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.917677442208711, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.917698787255989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917698787567124, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.917698787255989"
[1] "Starting iterative with newton 0.917698787255989"
[1] "Starting newton at: 1.0022969095104"
[1] "Newton iter: 1, lambda:0.909364353043389, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.914961569433182, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.914982979943764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.914982980256197, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.914982979943764"
[1] "Starting iterative with newton 0.914982979943764"
[1] "Starting newton at: 1.0033719913486"
[1] "Newton iter: 1, lambda:0.908110126262332, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.913979626544685, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.914003157147599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.914003157524704, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.914003157524704"
[1] "Starting iterative with newton 0.914003157524704"
[1] "Starting newton at: 1.0036743816421"
[1] "Newton iter: 1, lambda:0.907667625417225, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.913625285375233, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.913649522944686, diff to last: 0"
[1] "Newton iter: 4, lambda:0.913649523344689, diff to last: 0"
[1] "Final threshold is: 0.0430302217719483"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.20335081961282"
[1] "Newton iter: 1, lambda:1.22614032118828, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.22666258025982, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.22666285009403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2266628500941, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2266628500941"
[1] "Starting iterative with newton 1.2266628500941"
[1] "Starting newton at: 1.77668270881265"
[1] "Newton iter: 1, lambda:1.48299522064191, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.55368501675336, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.55992932141174, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.55997528760579, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55997529008129, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55997529008129"
[1] "Starting iterative with newton 1.55997529008129"
[1] "Starting newton at: 1.83426037444894"
[1] "Newton iter: 1, lambda:1.73446736768383, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.74571833227015, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.74588235512042, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74588238954838, diff to last: 0"
[1] "Newton iter: 5, lambda:1.74588238954838, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74588238954838"
[1] "Starting iterative with newton 1.74588238954838"
[1] "Starting newton at: 1.85934102812425"
[1] "Newton iter: 1, lambda:1.84597821102848, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.84621371529571, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8462137896786, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8462137896786, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8462137896786"
[1] "Starting iterative with newton 1.8462137896786"
[1] "Starting newton at: 1.8538368211616"
[1] "Newton iter: 1, lambda:1.89702491385732, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.89972409461481, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.89973414334536, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89973414348417, diff to last: 0"
[1] "Final threshold is: 0.0894719249000419"
threshold is:
[{'ad': 0.0013038237670211113, 'da': 0.0032395395402962488, 'dd': 0.005037939211189958}, {'ad': 0.004644967587024942, 'da': 0.005832405485762148, 'dd': 0.010085700510430938}, {'ad': 0.011729143920135634, 'da': 0.013767880297170744, 'dd': 0.01929787940630747}, {'ad': 0.02481480735313429, 'da': 0.0242661492571629, 'dd': 0.03440693530291069}, {'ad': 0.05683690706029596, 'da': 0.043030221771948256, 'dd': 0.08947192490004191}]
Number of points in noise estimation: 128
Estimated noise: 0.047097076823574724
0.047097076823574724
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.4952674969198"
[1] "Starting iterative with newton 27.4952674969198"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.3462321193238"
[1] "Starting iterative with newton 13.3462321193238"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.09258366541172"
[1] "Starting iterative with newton 7.09258366541172"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.52449676658383"
[1] "Starting iterative with newton 6.52449676658383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.57858270449627"
[1] "Starting iterative with newton 4.57858270449627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33680275023414"
[1] "Starting iterative with newton 3.33680275023414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77460457999134"
[1] "Starting iterative with newton 2.77460457999134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38925896651556"
[1] "Starting iterative with newton 2.38925896651556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.81904296720754"
[1] "Starting iterative with newton 1.81904296720754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46816894295043"
[1] "Starting iterative with newton 1.46816894295043"
[1] "Starting newton at: 1.72120330664531"
[1] "Newton iter: 1, lambda:1.37216441020054, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.30042663203815, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.29483456192597, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.2947986643576, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29479866287434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2947986643576"
[1] "Starting iterative with newton 1.2947986643576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.46607825563689"
[1] "Starting iterative with newton 1.46607825563689"
[1] "Starting newton at: 1.71126458503632"
[1] "Newton iter: 1, lambda:1.41947847183936, diff to last: 0.292"
[1] "Newton iter: 2, lambda:1.3681476769001, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.3655779243921, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36557120490676, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36557120486074, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36557120486074"
[1] "Starting iterative with newton 1.36557120486074"
[1] "Starting newton at: 1.59047815272013"
[1] "Newton iter: 1, lambda:1.31215248183744, diff to last: 0.278"
[1] "Newton iter: 2, lambda:1.24988433699378, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.24521354750713, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.24518626484976, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24518626391746, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.24518626484976"
[1] "Starting iterative with newton 1.24518626484976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15337540844572"
[1] "Starting iterative with newton 1.15337540844572"
[1] "Starting newton at: 1.33055355410473"
[1] "Newton iter: 1, lambda:1.2003397532965, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.18010287555506, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.179551233617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17955082076753, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1795508207673, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1795508207673"
[1] "Starting iterative with newton 1.1795508207673"
[1] "Starting newton at: 1.35273102878205"
[1] "Newton iter: 1, lambda:1.23154071917307, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.21496536275282, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.21461753247932, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21461737819994, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21461737819991, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21461737819991"
[1] "Starting iterative with newton 1.21461737819991"
[1] "Starting newton at: 1.38186099747767"
[1] "Newton iter: 1, lambda:1.26983668417186, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.25664670913204, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.25644235964772, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25644231024671, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25644231024671, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.25644231024671"
[1] "Starting iterative with newton 1.25644231024671"
[1] "Starting newton at: 1.41025496782325"
[1] "Newton iter: 1, lambda:1.30718795708058, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.29677626597424, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.29665792090344, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29665790550946, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29665790550946, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.29665790550946"
[1] "Starting iterative with newton 1.29665790550946"
[1] "Starting newton at: 1.46693765993883"
[1] "Newton iter: 1, lambda:1.3636208938645, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.35438652663123, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.35430305666957, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35430304979749, diff to last: 0"
[1] "Final threshold is: 0.063783715102369"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.840898481853092"
[1] "Starting iterative with newton 0.840898481853092"
[1] "Starting newton at: 1.27200243470048"
[1] "Newton iter: 1, lambda:1.2512174195564, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.25072627187967, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25072599368293, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25072599368284, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25072599368284"
[1] "Starting iterative with newton 1.25072599368284"
[1] "Starting newton at: 1.6919013173729"
[1] "Newton iter: 1, lambda:1.70055977680493, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.70053381080574, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7005338105791, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.7005338105791"
[1] "Starting iterative with newton 1.7005338105791"
[1] "Starting newton at: 1.97751514144177"
[1] "Newton iter: 1, lambda:1.99184059060009, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.99183691202393, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99183691202388, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.99183691202393"
[1] "Starting iterative with newton 1.99183691202393"
[1] "Starting newton at: 2.13513755106019"
[1] "Newton iter: 1, lambda:2.14702727018256, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.14704275909685, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14704275912564, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.14704275909685"
[1] "Starting iterative with newton 2.14704275909685"
[1] "Starting newton at: 2.2795794438063"
[1] "Newton iter: 1, lambda:2.21896432211063, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.21974561736506, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21974571927661, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21974571927661, diff to last: 0"
[1] "Final threshold is: 0.104543534669571"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.946198768913064"
[1] "Starting iterative with newton 0.946198768913064"
[1] "Starting newton at: 1.26782979970172"
[1] "Newton iter: 1, lambda:1.22962197611847, diff to last: 0.038"
[1] "Newton iter: 2, lambda:1.22787608441457, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22787235026403, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22787235024694, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22787235024694"
[1] "Starting iterative with newton 1.22787235024694"
[1] "Starting newton at: 1.57084184412617"
[1] "Newton iter: 1, lambda:1.54463812537437, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.5442338175098, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54423371654454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54423371654453, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54423371654454"
[1] "Starting iterative with newton 1.54423371654454"
[1] "Starting newton at: 1.69572891072322"
[1] "Newton iter: 1, lambda:1.77516381843447, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.77271980466924, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.77271798929828, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77271798929727, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77271798929727"
[1] "Starting iterative with newton 1.77271798929727"
[1] "Starting newton at: 1.93258646148698"
[1] "Newton iter: 1, lambda:1.91456132349049, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.91451507899995, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91451507865715, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91451507899995"
[1] "Starting iterative with newton 1.91451507899995"
[1] "Starting newton at: 2.07181106101224"
[1] "Newton iter: 1, lambda:1.99388839568973, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.9937605045153, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99376050300487, diff to last: 0"
[1] "Final threshold is: 0.0939002916489664"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0470970768235747"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57244381788911"
[1] "Newton iter: 1, lambda:1.7133764999306, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.70414690097356, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.70412039883028, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70412039860425, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.70412039860425"
[1] "Starting iterative with newton 1.70412039860425"
[1] "Starting newton at: 2.37766112919671"
[1] "Newton iter: 1, lambda:2.32343939363752, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.32488730225777, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.32488826917293, diff to last: 0"
[1] "Newton iter: 4, lambda:2.32488826917336, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.32488826917293"
[1] "Starting iterative with newton 2.32488826917293"
[1] "Starting newton at: 2.55387642436921"
[1] "Newton iter: 1, lambda:2.60085157055574, diff to last: 0.047"
[1] "Newton iter: 2, lambda:2.60212299384459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.60212395178839, diff to last: 0"
[1] "Newton iter: 4, lambda:2.60212395178893, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.60212395178839"
[1] "Starting iterative with newton 2.60212395178839"
[1] "Starting newton at: 2.69872916125085"
[1] "Newton iter: 1, lambda:2.71986545601463, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.72014607288591, diff to last: 0"
[1] "Newton iter: 3, lambda:2.72014612261024, diff to last: 0"
[1] "Newton iter: 4, lambda:2.72014612261025, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.72014612261025"
[1] "Starting iterative with newton 2.72014612261025"
[1] "Starting newton at: 2.80772192581449"
[1] "Newton iter: 1, lambda:2.7761913096943, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.77683591369401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77683618285649, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77683618285653, diff to last: 0"
[1] "Final threshold is: 0.130780867030476"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06378371510236895}, {'ad': 0.10454353466957149, 'da': 0.09390029164896638, 'dd': 0.13078086703047617}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.460530579906692. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019533424633943197
0.019533424633943197
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.293891104837"
[1] "Starting iterative with newton 66.293891104837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.1791253304754"
[1] "Starting iterative with newton 32.1791253304754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1009417973265"
[1] "Starting iterative with newton 17.1009417973265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7312264085528"
[1] "Starting iterative with newton 15.7312264085528"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0394293585385"
[1] "Starting iterative with newton 11.0394293585385"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.04537137844263"
[1] "Starting iterative with newton 8.04537137844263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.68985431422094"
[1] "Starting iterative with newton 6.68985431422094"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76074678179369"
[1] "Starting iterative with newton 5.76074678179369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.38589791485338"
[1] "Starting iterative with newton 4.38589791485338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53990489593756"
[1] "Starting iterative with newton 3.53990489593756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.53486403582906"
[1] "Starting iterative with newton 3.53486403582906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.78090561363199"
[1] "Starting iterative with newton 2.78090561363199"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0274919090144"
[1] "Starting iterative with newton 2.0274919090144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28138162892507"
[1] "Starting iterative with newton 2.28138162892507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.62626350355882"
[1] "Starting iterative with newton 1.62626350355882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.460530579906692. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.019533424633943197
0.019533424633943197
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0454232067916239, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454805520421811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454805521335157, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0454805521335157"
[1] "Starting iterative with newton 0.0454805521335157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00411114966910744, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00411129738837816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00411129738837835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00411129738837816"
[1] "Starting iterative with newton 0.00411129738837816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381898230098084, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381910411654573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381910411654585, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00381910411654573"
[1] "Starting iterative with newton 0.00381910411654573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381697428090591, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381709592877384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381709592877396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00381709592877384"
[1] "Starting iterative with newton 0.00381709592877384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00381696048285055, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00381708212956664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00381708212956676, diff to last: 0"
[1] "Final threshold is: 7.45606860994613e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0943559285422779, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0949179413447762, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0949179612342891, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0949179612342891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0949179612342891"
[1] "Starting iterative with newton 0.0949179612342891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279379807762994, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279572142245367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279572142336525, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0279572142245367"
[1] "Starting iterative with newton 0.0279572142245367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269006405070322, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269179659126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269179659197869, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269179659197869"
[1] "Starting iterative with newton 0.0269179659197869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268847621536604, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269020593153579, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269020593225181, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0269020593153579"
[1] "Starting iterative with newton 0.0269020593153579"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268845191760733, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269018159057917, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269018159129514, diff to last: 0"
[1] "Final threshold is: 0.000525484593511996"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.130237066093853"
[1] "Newton iter: 1, lambda:0.155137968557389, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.155197652857576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.155197653199901, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.155197652857576"
[1] "Starting iterative with newton 0.155197652857576"
[1] "Starting newton at: 0.0393630011979037"
[1] "Newton iter: 1, lambda:0.0329304932111886, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0329318926892207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329318926892869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329318926892207"
[1] "Starting iterative with newton 0.0329318926892207"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299529551430298, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299811957910662, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299811958161757, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0299811958161757"
[1] "Starting iterative with newton 0.0299811958161757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298824050266371, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299104652480025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299104652727502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0299104652480025"
[1] "Starting iterative with newton 0.0299104652480025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298807141991467, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299087701069363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299087701316754, diff to last: 0"
[1] "Final threshold is: 0.000584220706777773"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14207604030931, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.14395289310493, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.143953218917959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143953218917969, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.143953218917959"
[1] "Starting iterative with newton 0.143953218917959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401686351808609, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0402326021505824, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0402326023127893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0402326021505824"
[1] "Starting iterative with newton 0.0402326021505824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372124139248758, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372649146895859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372649147940862, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0372649146895859"
[1] "Starting iterative with newton 0.0372649146895859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371287923776185, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371809881245817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371809882277344, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0371809881245817"
[1] "Starting iterative with newton 0.0371809881245817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371264281071648, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371786152459477, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0371786153490625, diff to last: 0"
[1] "Final threshold is: 0.000726225680915275"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.344188695916582"
[1] "Newton iter: 1, lambda:0.172868794887461, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.176065035764858, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.176066169347281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176066169347423, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.176066169347281"
[1] "Starting iterative with newton 0.176066169347281"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0532560464707492, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0533956568860757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0533956578453758, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0533956568860757"
[1] "Starting iterative with newton 0.0533956568860757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0488176203921965, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048929829040812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489298296335914, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.048929829040812"
[1] "Starting iterative with newton 0.048929829040812"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486546180686657, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.048765894630769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487658952127801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.048765894630769"
[1] "Starting iterative with newton 0.048765894630769"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0486486330430622, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0487598754775715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0487598760591904, diff to last: 0"
[1] "Final threshold is: 0.000952447352801597"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.45964464084412"
[1] "Newton iter: 1, lambda:0.260774407571727, diff to last: 0.199"
[1] "Newton iter: 2, lambda:0.266940844587417, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.26694694818876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266946948194736, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.26694694818876"
[1] "Starting iterative with newton 0.26694694818876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100176499213372, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101061980295489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101062049448121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101062049448122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101062049448122"
[1] "Starting iterative with newton 0.101062049448122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0899604111533922, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0906350720117094, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090635109946896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0906351099468961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.090635109946896"
[1] "Starting iterative with newton 0.090635109946896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0893121740550061, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0899747359242794, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0899747723787801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0899747723787802, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0899747723787801"
[1] "Starting iterative with newton 0.0899747723787801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.089271079609576, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0899328795189667, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0899329158813203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0899329158813204, diff to last: 0"
[1] "Final threshold is: 0.00175669783447852"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34671720795885"
[1] "Newton iter: 1, lambda:0.331296662099551, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.331345154603887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.331345155084506, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.331345154603887"
[1] "Starting iterative with newton 0.331345154603887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112571234105344, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.113863714003035, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113863884262947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11386388426295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113863884262947"
[1] "Starting iterative with newton 0.113863884262947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0973330281739356, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.098224067223123, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0982241418842316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0982241418842321, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0982241418842321"
[1] "Starting iterative with newton 0.0982241418842321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0962292681834468, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970949396468312, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970950096926452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970950096926457, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0970950096926452"
[1] "Starting iterative with newton 0.0970950096926452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961495385057825, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0970133961237361, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0970134658457993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0970134658457998, diff to last: 0"
[1] "Final threshold is: 0.00189500522357654"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.323494699616726"
[1] "Newton iter: 1, lambda:0.386795725838485, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.387755519245662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.387755737533813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387755737533824, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.387755737533813"
[1] "Starting iterative with newton 0.387755737533813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130120985815435, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132097888657871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132098344463412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132098344463437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.132098344463412"
[1] "Starting iterative with newton 0.132098344463412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109898593693301, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111185190657066, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111185366932564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111185366932567, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111185366932564"
[1] "Starting iterative with newton 0.111185366932564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108248751664251, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109487017313972, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109487179295968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109487179295971, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109487179295968"
[1] "Starting iterative with newton 0.109487179295968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108114801794157, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109349194463659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109349355329021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109349355329024, diff to last: 0"
[1] "Final threshold is: 0.0021359673910897"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.391669871557069"
[1] "Newton iter: 1, lambda:0.494453978660469, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.497824743516446, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.497828296926922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497828296930868, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.497828296930868"
[1] "Starting iterative with newton 0.497828296930868"
[1] "Starting newton at: 0.279584551149209"
[1] "Newton iter: 1, lambda:0.189542691595979, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.190804021628127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190804270134457, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190804270134467, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190804270134457"
[1] "Starting iterative with newton 0.190804270134457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15633472034047, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159795201584069, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159796895098662, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159796895099068, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.159796895098662"
[1] "Starting iterative with newton 0.159796895098662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15331017062303, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156603408578309, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156604926538028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15660492653835, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156604926538028"
[1] "Starting iterative with newton 0.156604926538028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152997854756485, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156274144958587, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156275645726582, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156275645726897, diff to last: 0"
[1] "Final threshold is: 0.00305259854792714"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.53990489593756"
[1] "Starting iterative with newton 3.53990489593756"
[1] "Starting newton at: 0.70029337213852"
[1] "Newton iter: 1, lambda:0.577428641822546, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.582717857840269, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.582728069511301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.582728069549307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.582728069511301"
[1] "Starting iterative with newton 0.582728069511301"
[1] "Starting newton at: 0.339047830480173"
[1] "Newton iter: 1, lambda:0.230537285501886, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.232804981204368, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.232805978822074, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232805978822267, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.232805978822074"
[1] "Starting iterative with newton 0.232805978822074"
[1] "Starting newton at: 0.365875857428576"
[1] "Newton iter: 1, lambda:0.183077438622784, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188779858272779, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.18878545388995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188785453895337, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188785453895337"
[1] "Starting iterative with newton 0.188785453895337"
[1] "Starting newton at: 0.357370805545014"
[1] "Newton iter: 1, lambda:0.177817403190151, diff to last: 0.18"
[1] "Newton iter: 2, lambda:0.183235114661218, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.183240083942045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183240083946226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.183240083946226"
[1] "Starting iterative with newton 0.183240083946226"
[1] "Starting newton at: 0.358703696708674"
[1] "Newton iter: 1, lambda:0.176999366838822, diff to last: 0.182"
[1] "Newton iter: 2, lambda:0.182535985412322, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182541164508668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182541164513199, diff to last: 0"
[1] "Final threshold is: 0.0035656540796108"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.53486403582906"
[1] "Starting iterative with newton 3.53486403582906"
[1] "Starting newton at: 0.656288428679711"
[1] "Newton iter: 1, lambda:0.56984358242561, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.572388982942146, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.572391252470652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.572391252472455, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.572391252470652"
[1] "Starting iterative with newton 0.572391252470652"
[1] "Starting newton at: 0.331114257190351"
[1] "Newton iter: 1, lambda:0.238579402972668, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.240235431566697, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240235965464512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240235965464567, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.240235965464512"
[1] "Starting iterative with newton 0.240235965464512"
[1] "Starting newton at: 0.357084718568417"
[1] "Newton iter: 1, lambda:0.194444100009841, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.199039753616605, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199043455498339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199043455500741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199043455498339"
[1] "Starting iterative with newton 0.199043455498339"
[1] "Starting newton at: 0.339893129462648"
[1] "Newton iter: 1, lambda:0.189997815041772, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.193853013563722, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.193855582788463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193855582789604, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193855582789604"
[1] "Starting iterative with newton 0.193855582789604"
[1] "Starting newton at: 0.334528071793202"
[1] "Newton iter: 1, lambda:0.189599692318456, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.19319865649202, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.193200891594559, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193200891595421, diff to last: 0"
[1] "Final threshold is: 0.00377387505517295"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.78090561363199"
[1] "Starting iterative with newton 2.78090561363199"
[1] "Starting newton at: 0.563984016382347"
[1] "Newton iter: 1, lambda:0.624369512831729, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.625861722170465, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.625862617947761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.625862617948084, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.625862617947761"
[1] "Starting iterative with newton 0.625862617947761"
[1] "Starting newton at: 0.301741341481882"
[1] "Newton iter: 1, lambda:0.309359100498248, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.309373513802253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309373513853819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.309373513802253"
[1] "Starting iterative with newton 0.309373513802253"
[1] "Starting newton at: 0.299983918138404"
[1] "Newton iter: 1, lambda:0.260174826738933, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.260529440012443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260529468221391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260529468221391, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.260529468221391"
[1] "Starting iterative with newton 0.260529468221391"
[1] "Starting newton at: 0.306956995999468"
[1] "Newton iter: 1, lambda:0.252207309686966, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.252866601235751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252866697158332, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252866697158334, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252866697158332"
[1] "Starting iterative with newton 0.252866697158332"
[1] "Starting newton at: 0.304090335112902"
[1] "Newton iter: 1, lambda:0.251043735319752, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.251661139590501, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251661223493712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251661223493714, diff to last: 0"
[1] "Final threshold is: 0.0049158055424004"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.0274919090144"
[1] "Starting iterative with newton 2.0274919090144"
[1] "Starting newton at: 0.812304611472524"
[1] "Newton iter: 1, lambda:0.691844155729622, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.698415233009808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.698435757837121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.69843575803692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.698435757837121"
[1] "Starting iterative with newton 0.698435757837121"
[1] "Starting newton at: 0.561635610328374"
[1] "Newton iter: 1, lambda:0.421261089357553, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.42784903221212, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.427863937298219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427863937374443, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427863937374443"
[1] "Starting iterative with newton 0.427863937374443"
[1] "Starting newton at: 0.305433782159489"
[1] "Newton iter: 1, lambda:0.368057989224251, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.369299941480004, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.369300427170422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369300427170496, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.369300427170422"
[1] "Starting iterative with newton 0.369300427170422"
[1] "Starting newton at: 0.304626806777506"
[1] "Newton iter: 1, lambda:0.355715350002872, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.356524605312057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356524807467243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356524807467256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.356524807467256"
[1] "Starting iterative with newton 0.356524807467256"
[1] "Starting newton at: 0.301866175644722"
[1] "Newton iter: 1, lambda:0.352929176335832, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.35373401115516, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.353734210231672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353734210231684, diff to last: 0"
[1] "Final threshold is: 0.00690964053600778"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28138162892507"
[1] "Starting iterative with newton 2.28138162892507"
[1] "Starting newton at: 0.545757687480764"
[1] "Newton iter: 1, lambda:0.648631319559282, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.653299756115804, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.653309105314899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.653309105352338, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.653309105352338"
[1] "Starting iterative with newton 0.653309105352338"
[1] "Starting newton at: 0.295749435057581"
[1] "Newton iter: 1, lambda:0.373236723185115, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.375046383254865, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.375047362635516, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375047362635803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.375047362635516"
[1] "Starting iterative with newton 0.375047362635516"
[1] "Starting newton at: 0.296929103089882"
[1] "Newton iter: 1, lambda:0.322782277175785, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.322966176281703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.3229661855668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322966176281703"
[1] "Starting iterative with newton 0.322966176281703"
[1] "Starting newton at: 0.296904284943341"
[1] "Newton iter: 1, lambda:0.313007315303479, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.313077395958631, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313077397284282, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313077397284282"
[1] "Starting iterative with newton 0.313077397284282"
[1] "Starting newton at: 0.296835694121247"
[1] "Newton iter: 1, lambda:0.311140094535785, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.311195205131928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311195205949041, diff to last: 0"
[1] "Final threshold is: 0.00607870810185002"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0195334246339432"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.62626350355882"
[1] "Starting iterative with newton 1.62626350355882"
[1] "Starting newton at: 0.717608002979771"
[1] "Newton iter: 1, lambda:0.772504860811652, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.774205709749534, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.774207311700517, diff to last: 0"
[1] "Newton iter: 4, lambda:0.774207311701937, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.774207311701937"
[1] "Starting iterative with newton 0.774207311701937"
[1] "Starting newton at: 0.4968831309733"
[1] "Newton iter: 1, lambda:0.548344074203158, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.549517021262509, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.549517624548797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549517624548956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.549517624548797"
[1] "Starting iterative with newton 0.549517624548797"
[1] "Starting newton at: 0.517041116764909"
[1] "Newton iter: 1, lambda:0.488214375638617, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.488551092869584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.488551139062806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.488551139062807, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.488551139062806"
[1] "Starting iterative with newton 0.488551139062806"
[1] "Starting newton at: 0.524783313392989"
[1] "Newton iter: 1, lambda:0.470776028068737, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.471928166422143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47192869610012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471928696100232, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.47192869610012"
[1] "Starting iterative with newton 0.47192869610012"
[1] "Starting newton at: 0.526566194930338"
[1] "Newton iter: 1, lambda:0.465949527844701, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.467390865017138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.467391689220576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.467391689220845, diff to last: 0"
[1] "Final threshold is: 0.00912976033592678"
threshold is:
[{'ad': 7.456068609946127e-05, 'da': 0.0005254845935119961, 'dd': 0.0005842207067777728}, {'ad': 0.0007262256809152753, 'da': 0.0009524473528015973, 'dd': 0.0017566978344785236}, {'ad': 0.0018950052235765437, 'da': 0.0021359673910897035, 'dd': 0.0030525985479271417}, {'ad': 0.003565654079610799, 'da': 0.0037738750551729464, 'dd': 0.004915805542400397}, {'ad': 0.006909640536007781, 'da': 0.0060787081018500175, 'dd': 0.009129760335926778}]
Number of points in noise estimation: 128
Estimated noise: 0.047097076823574724
0.047097076823574724
threshold is:
[{'ad': 0.03226146623248649, 'da': 0.0004885775615172498, 'dd': 0.0038004358727234157}, {'ad': 0.0033112150131349156, 'da': 0.008542798354643721, 'dd': 0.012937836306830902}, {'ad': 0.00846486576459915, 'da': 0.007212851460298481, 'dd': 0.017969520723925936}, {'ad': 0.018017825998234205, 'da': 0.020841537266500072, 'dd': 0.024582299809479992}, {'ad': 0.044115979016975726, 'da': 0.038658330743888344, 'dd': 0.06198574738781494}]
['baboon256', 0.05, 3, 0.0007020431847527241, 0.0010547529304787368, 0.0009602539836339126, 0.006827770204192176, 0.0013348990856325259, 0.0014433778277831433, 0.0006151488469833428, 0.0007020431847527245, 31.53636172310417, 29.768492593198886, 30.176138824792275, 21.657211039502016, 28.74551564418863, 28.4061997033199, 32.11019785684699, 31.536361723104168]
baboon256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.04660602206323621
0.04660602206323621
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0948191599700377, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0953723553188724, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0953723741181294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0953723741181294, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0953723741181294"
[1] "Starting iterative with newton 0.0953723741181294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327274413193769, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327594613509193, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032759461381574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.032759461381574"
[1] "Starting iterative with newton 0.032759461381574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.031566978660611, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315957757394838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0315957757634521, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0315957757394838"
[1] "Starting iterative with newton 0.0315957757394838"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0315452044225989, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315739439095237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0315739439333814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0315739439333814"
[1] "Starting iterative with newton 0.0315739439333814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0315447958476279, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315735342548702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0315735342787258, diff to last: 0"
[1] "Final threshold is: 0.00147151683520864"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.210500069262962, diff to last: 0.211"
[1] "Newton iter: 2, lambda:0.216497695089977, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.216502508867055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216502508870154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.216502508867055"
[1] "Starting iterative with newton 0.216502508867055"
[1] "Starting newton at: 0.116735067579938"
[1] "Newton iter: 1, lambda:0.0843650954289768, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0844462899814853, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0844462904925718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0844462899814853"
[1] "Starting iterative with newton 0.0844462899814853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762573230214631, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.076688251415177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0766882651722534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0766882651722534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0766882651722534"
[1] "Starting iterative with newton 0.0766882651722534"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0758036006897304, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0762282382370027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0762282515585618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0762282515585618, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0762282515585618"
[1] "Starting iterative with newton 0.0762282515585618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0757766865523166, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0762009527648868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0762009660609783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0762009660609783, diff to last: 0"
[1] "Final threshold is: 0.00355142328579993"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.128607736024011"
[1] "Newton iter: 1, lambda:0.271256810032915, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.274504639957181, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.274506300202658, diff to last: 0"
[1] "Newton iter: 4, lambda:0.274506300203092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.274506300202658"
[1] "Starting iterative with newton 0.274506300202658"
[1] "Starting newton at: 0.156788204616539"
[1] "Newton iter: 1, lambda:0.126157584820875, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.126264941640893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.126264942960838, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.126264941640893"
[1] "Starting iterative with newton 0.126264941640893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111834364712857, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113201727385902, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11320193162257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113201931622574, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.113201931622574"
[1] "Starting iterative with newton 0.113201931622574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110703653672339, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112037576908859, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112037770428331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112037770428335, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.112037770428331"
[1] "Starting iterative with newton 0.112037770428331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110602809622889, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.111933775118375, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111933967705013, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111933967705017, diff to last: 0"
[1] "Final threshold is: 0.00521679696848542"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.288623509861789"
[1] "Newton iter: 1, lambda:0.320737538150591, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.320941213098234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320941221255426, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.320941213098234"
[1] "Starting iterative with newton 0.320941213098234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113414283923145, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114709202762676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114709371423544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114709371423547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.114709371423544"
[1] "Starting iterative with newton 0.114709371423544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0993310941680167, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100255826371641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.1002559064827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100255906482701, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.1002559064827"
[1] "Starting iterative with newton 0.1002559064827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0983453437938771, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0992470321618459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0992471079304429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0992471079304434, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0992471079304429"
[1] "Starting iterative with newton 0.0992471079304429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982765390379292, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991766326299158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991767081029163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991767081029168, diff to last: 0"
[1] "Final threshold is: 0.00462223184600365"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.526020120867235"
[1] "Newton iter: 1, lambda:0.425647193062814, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.428270276869189, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.428272112006324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428272112007222, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.428272112007222"
[1] "Starting iterative with newton 0.428272112007222"
[1] "Starting newton at: 0.255751891783918"
[1] "Newton iter: 1, lambda:0.162984024687697, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.164137006194284, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.164137185075473, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164137185075478, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.164137185075478"
[1] "Starting iterative with newton 0.164137185075478"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136932109088159, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139287122822543, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139287818134996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139287818135056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.139287818134996"
[1] "Starting iterative with newton 0.139287818134996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134631684425625, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.136891812625777, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13689244848244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13689244848249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13689244848244"
[1] "Starting iterative with newton 0.13689244848244"
[1] "Starting newton at: 0.263562654871099"
[1] "Newton iter: 1, lambda:0.134602423422095, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.136660609522187, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136661136459285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13666113645932, diff to last: 0"
[1] "Final threshold is: 0.00636923194100837"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.32807689615422"
[1] "Starting iterative with newton 3.32807689615422"
[1] "Starting newton at: 0.527632412024031"
[1] "Newton iter: 1, lambda:0.614249770726345, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.61733608843035, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.617339925380351, diff to last: 0"
[1] "Newton iter: 4, lambda:0.617339925386276, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.617339925380351"
[1] "Starting iterative with newton 0.617339925380351"
[1] "Starting newton at: 0.240038034375894"
[1] "Newton iter: 1, lambda:0.26906156141646, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.269241963250418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924197020698, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924197020698"
[1] "Starting iterative with newton 0.26924197020698"
[1] "Starting newton at: 0.229729963100843"
[1] "Newton iter: 1, lambda:0.220813947550701, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.220829322514951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.220829322560691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.220829322514951"
[1] "Starting iterative with newton 0.220829322514951"
[1] "Starting newton at: 0.277917693160793"
[1] "Newton iter: 1, lambda:0.21303503635753, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.213834928522625, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.213835050531924, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213835050531927, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.213835050531924"
[1] "Starting iterative with newton 0.213835050531924"
[1] "Starting newton at: 0.28491196514382"
[1] "Newton iter: 1, lambda:0.211807031806356, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.212819837932924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.212820033123361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212820033123368, diff to last: 0"
[1] "Final threshold is: 0.00991869515924635"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.82623311432294"
[1] "Starting iterative with newton 2.82623311432294"
[1] "Starting newton at: 0.533403027662013"
[1] "Newton iter: 1, lambda:0.618917456244352, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.62189002943578, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.621893538923456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.621893538928343, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.621893538923456"
[1] "Starting iterative with newton 0.621893538923456"
[1] "Starting newton at: 0.318057706121003"
[1] "Newton iter: 1, lambda:0.293534518399353, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.29368137303504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293681378311348, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.293681378311348"
[1] "Starting iterative with newton 0.293681378311348"
[1] "Starting newton at: 0.316389825187842"
[1] "Newton iter: 1, lambda:0.241787690515759, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.242993009663049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.242993325489439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242993325489461, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.242993325489461"
[1] "Starting iterative with newton 0.242993325489461"
[1] "Starting newton at: 0.314057363602415"
[1] "Newton iter: 1, lambda:0.233840251473148, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.235207046777137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235207445068303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235207445068337, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235207445068337"
[1] "Starting iterative with newton 0.235207445068337"
[1] "Starting newton at: 0.317895685766471"
[1] "Newton iter: 1, lambda:0.232466008564146, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.23401117585514, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.234011683356825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23401168335688, diff to last: 0"
[1] "Final threshold is: 0.0109063536775832"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.40973958212993"
[1] "Starting iterative with newton 2.40973958212993"
[1] "Starting newton at: 0.602263789060245"
[1] "Newton iter: 1, lambda:0.632823544777685, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.633210842585641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.633210904220956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633210904220957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633210904220957"
[1] "Starting iterative with newton 0.633210904220957"
[1] "Starting newton at: 0.262498675103554"
[1] "Newton iter: 1, lambda:0.34942502042688, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.351554530338669, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.351555798523909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351555798524358, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.351555798524358"
[1] "Starting iterative with newton 0.351555798524358"
[1] "Starting newton at: 0.300093284669995"
[1] "Newton iter: 1, lambda:0.301157933670429, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.301158225460167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301158225460189, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301158225460167"
[1] "Starting iterative with newton 0.301158225460167"
[1] "Starting newton at: 0.30112426995919"
[1] "Newton iter: 1, lambda:0.291942448796035, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.291963794436259, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291963794551706, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.291963794436259"
[1] "Starting iterative with newton 0.291963794436259"
[1] "Starting newton at: 0.301539031747502"
[1] "Newton iter: 1, lambda:0.290249215266229, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.290281388094997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290281388356499, diff to last: 0"
[1] "Final threshold is: 0.0135288607781023"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90589020728884"
[1] "Starting iterative with newton 1.90589020728884"
[1] "Starting newton at: 0.641651834988205"
[1] "Newton iter: 1, lambda:0.747309194170273, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.75337956098739, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.753398963183691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.753398963381453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.753398963381453"
[1] "Starting iterative with newton 0.753398963381453"
[1] "Starting newton at: 0.537082173361202"
[1] "Newton iter: 1, lambda:0.476590126546604, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.477990501295505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.477991260594803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477991260595026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.477991260594803"
[1] "Starting iterative with newton 0.477991260594803"
[1] "Starting newton at: 0.498418478662622"
[1] "Newton iter: 1, lambda:0.410085516047485, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.412792614930252, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.412795191725341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412795191727675, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.412795191725341"
[1] "Starting iterative with newton 0.412795191725341"
[1] "Starting newton at: 0.479206783370674"
[1] "Newton iter: 1, lambda:0.394953000122092, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.397361094063677, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.39736308437882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397363084380179, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.39736308437882"
[1] "Starting iterative with newton 0.39736308437882"
[1] "Starting newton at: 0.473982184895484"
[1] "Newton iter: 1, lambda:0.391401899922446, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.39370306434436, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.393704871339283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393704871340397, diff to last: 0"
[1] "Final threshold is: 0.0183490179200941"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.4981363617656"
[1] "Starting iterative with newton 1.4981363617656"
[1] "Starting newton at: 0.918179758264084"
[1] "Newton iter: 1, lambda:0.783965403061329, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.793560335786908, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.793612682990538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793612684542735, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.793612682990538"
[1] "Starting iterative with newton 0.793612682990538"
[1] "Starting newton at: 0.699082181960827"
[1] "Newton iter: 1, lambda:0.593732428146357, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.598803571977763, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.598815713579145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598815713648656, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.598815713579145"
[1] "Starting iterative with newton 0.598815713579145"
[1] "Starting newton at: 0.45393633725073"
[1] "Newton iter: 1, lambda:0.539546417391127, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.542850635875761, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.542855485326889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.542855485337327, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.542855485326889"
[1] "Starting iterative with newton 0.542855485326889"
[1] "Starting newton at: 0.456948013687071"
[1] "Newton iter: 1, lambda:0.524627462763408, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.526647987899066, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.526649767841965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.526649767843346, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.526649767841965"
[1] "Starting iterative with newton 0.526649767841965"
[1] "Starting newton at: 0.46313211999395"
[1] "Newton iter: 1, lambda:0.520504947510573, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.521946569645381, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.521947470780589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.521947470780941, diff to last: 0"
[1] "Final threshold is: 0.0243258953390505"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.52303586343451"
[1] "Starting iterative with newton 1.52303586343451"
[1] "Starting newton at: 0.731189959312085"
[1] "Newton iter: 1, lambda:0.754957337102147, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.755260613380812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.755260662338798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.755260662338799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.755260662338799"
[1] "Starting iterative with newton 0.755260662338799"
[1] "Starting newton at: 0.429715366268042"
[1] "Newton iter: 1, lambda:0.558149476442197, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.565545858508124, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.56556986145193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.565569861704286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.565569861704286"
[1] "Starting iterative with newton 0.565569861704286"
[1] "Starting newton at: 0.443756568686483"
[1] "Newton iter: 1, lambda:0.514559504335298, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.516660021431644, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.516661848328774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.516661848330155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.516661848328774"
[1] "Starting iterative with newton 0.516661848328774"
[1] "Starting newton at: 0.453107989512586"
[1] "Newton iter: 1, lambda:0.502848308425318, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.503865618857463, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.503866040829421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503866040829494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.503866040829494"
[1] "Starting iterative with newton 0.503866040829494"
[1] "Starting newton at: 0.457151711539004"
[1] "Newton iter: 1, lambda:0.499762313141134, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.500504993767447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.500505217751344, diff to last: 0"
[1] "Newton iter: 4, lambda:0.500505217751365, diff to last: 0"
[1] "Final threshold is: 0.023326557221285"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.15328229235965"
[1] "Starting iterative with newton 1.15328229235965"
[1] "Starting newton at: 0.80483634800997"
[1] "Newton iter: 1, lambda:0.870362410143376, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.873196715773328, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.873201881666944, diff to last: 0"
[1] "Newton iter: 4, lambda:0.873201881684083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.873201881666944"
[1] "Starting iterative with newton 0.873201881666944"
[1] "Starting newton at: 0.793462457196324"
[1] "Newton iter: 1, lambda:0.780253596608011, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.780357050344633, diff to last: 0"
[1] "Newton iter: 3, lambda:0.780357056724269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.780357056724269"
[1] "Starting iterative with newton 0.780357056724269"
[1] "Starting newton at: 0.788600115709388"
[1] "Newton iter: 1, lambda:0.747752057089784, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.748705479757631, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.748706007616179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.748706007616341, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.748706007616179"
[1] "Starting iterative with newton 0.748706007616179"
[1] "Starting newton at: 0.789509363923131"
[1] "Newton iter: 1, lambda:0.736206523268909, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.73780753025805, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.737809005357107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737809005358358, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.737809005357107"
[1] "Starting iterative with newton 0.737809005357107"
[1] "Starting newton at: 0.788598603770341"
[1] "Newton iter: 1, lambda:0.73226142726738, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.734042240453321, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.734044059760338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.734044059762235, diff to last: 0"
[1] "Final threshold is: 0.0342108736445778"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.845876362947463"
[1] "Starting iterative with newton 0.845876362947463"
[1] "Starting newton at: 1.15717358710249"
[1] "Newton iter: 1, lambda:1.02671116546356, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.03932475360114, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.03945448063543, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03945449425874, diff to last: 0"
[1] "Newton iter: 5, lambda:1.03945449425874, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.03945448063543"
[1] "Starting iterative with newton 1.03945448063543"
[1] "Starting newton at: 1.17948359076867"
[1] "Newton iter: 1, lambda:1.12694852308845, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.12923352492364, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.12923801519796, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12923801521528, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12923801519796"
[1] "Starting iterative with newton 1.12923801519796"
[1] "Starting newton at: 1.17831383154299"
[1] "Newton iter: 1, lambda:1.17014559634247, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.17020407873237, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17020408174741, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.17020408174741"
[1] "Starting iterative with newton 1.17020408174741"
[1] "Starting newton at: 1.17444504521967"
[1] "Newton iter: 1, lambda:1.18859381018213, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.18877410052796, diff to last: 0"
[1] "Newton iter: 3, lambda:1.18877412952212, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18877412952212, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.18877412952212"
[1] "Starting iterative with newton 1.18877412952212"
[1] "Starting newton at: 1.17661367644932"
[1] "Newton iter: 1, lambda:1.19679683972189, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.19716718689546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19716730990173, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19716730990174, diff to last: 0"
[1] "Final threshold is: 0.0557952060586651"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.945066277668084"
[1] "Starting iterative with newton 0.945066277668084"
[1] "Starting newton at: 1.0241988784766"
[1] "Newton iter: 1, lambda:0.911106055402466, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.919302092533031, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.919348105983226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.91934810742773, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.919348105983226"
[1] "Starting iterative with newton 0.919348105983226"
[1] "Starting newton at: 1.02396441599279"
[1] "Newton iter: 1, lambda:0.900446716569178, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.910104636168115, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.91016814274834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.910168145481634, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.910168145481634"
[1] "Starting iterative with newton 0.910168145481634"
[1] "Starting newton at: 1.0239050813835"
[1] "Newton iter: 1, lambda:0.896594692727437, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.906809721568037, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.906880612848561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.90688061624633, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.90688061624633"
[1] "Starting iterative with newton 0.90688061624633"
[1] "Starting newton at: 1.02406285993687"
[1] "Newton iter: 1, lambda:0.895176064921606, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.905627738409487, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.905701896054732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.905701899769628, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.905701896054732"
[1] "Starting iterative with newton 0.905701896054732"
[1] "Starting newton at: 1.02459427660701"
[1] "Newton iter: 1, lambda:0.894576801306686, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.905202465864759, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.905279095442336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.9052790994078, diff to last: 0"
[1] "Final threshold is: 0.0421914576803865"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.23281769469622"
[1] "Newton iter: 1, lambda:1.21469230347588, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.2150082616614, diff to last: 0"
[1] "Newton iter: 3, lambda:1.21500835903306, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21500835903307, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21500835903307"
[1] "Starting iterative with newton 1.21500835903307"
[1] "Starting newton at: 1.84548786330122"
[1] "Newton iter: 1, lambda:1.34588935606137, diff to last: 0.5"
[1] "Newton iter: 2, lambda:1.50113498588526, diff to last: 0.155"
[1] "Newton iter: 3, lambda:1.53233974202273, diff to last: 0.031"
[1] "Newton iter: 4, lambda:1.53349402428841, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.53349555964135, diff to last: 0"
[1] "Newton iter: 6, lambda:1.53349555964406, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53349555964135"
[1] "Starting iterative with newton 1.53349555964135"
[1] "Starting newton at: 1.86932965386443"
[1] "Newton iter: 1, lambda:1.66640540749539, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.70622517928337, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.70830106968505, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.70830649158674, diff to last: 0"
[1] "Newton iter: 5, lambda:1.70830649162364, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70830649162364"
[1] "Starting iterative with newton 1.70830649162364"
[1] "Starting newton at: 1.89056090559157"
[1] "Newton iter: 1, lambda:1.79009399830775, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.80175021997559, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.80193123590462, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8019312789811, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8019312789811, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8019312789811"
[1] "Starting iterative with newton 1.8019312789811"
[1] "Starting newton at: 1.89559650050092"
[1] "Newton iter: 1, lambda:1.84898544670301, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.85174281194315, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.85175308585148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85175308599364, diff to last: 0"
[1] "Final threshold is: 0.0863028451814853"
threshold is:
[{'ad': 0.0014715168352086405, 'da': 0.0035514232857999325, 'dd': 0.0052167969684854204}, {'ad': 0.004622231846003654, 'da': 0.006369231941008372, 'dd': 0.009918695159246349}, {'ad': 0.010906353677583224, 'da': 0.013528860778102265, 'dd': 0.018349017920094128}, {'ad': 0.024325895339050465, 'da': 0.023326557221284957, 'dd': 0.034210873644577776}, {'ad': 0.05579520605866515, 'da': 0.04219145768038653, 'dd': 0.0863028451814853}]
Number of points in noise estimation: 128
Estimated noise: 0.04660602206323621
0.04660602206323621
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.352631701711"
[1] "Starting iterative with newton 28.352631701711"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.4759924018179"
[1] "Starting iterative with newton 13.4759924018179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.35047508331569"
[1] "Starting iterative with newton 7.35047508331569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.64535532450652"
[1] "Starting iterative with newton 6.64535532450652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.65622613677811"
[1] "Starting iterative with newton 4.65622613677811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.32807689615422"
[1] "Starting iterative with newton 3.32807689615422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.82623311432294"
[1] "Starting iterative with newton 2.82623311432294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.40973958212993"
[1] "Starting iterative with newton 2.40973958212993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90589020728884"
[1] "Starting iterative with newton 1.90589020728884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.4981363617656"
[1] "Starting iterative with newton 1.4981363617656"
[1] "Starting newton at: 1.71619682829419"
[1] "Newton iter: 1, lambda:1.36995004520971, diff to last: 0.346"
[1] "Newton iter: 2, lambda:1.29932417883117, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.29391273950649, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.29387919001156, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29387918871859, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29387919001156"
[1] "Starting iterative with newton 1.29387919001156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.52303586343451"
[1] "Starting iterative with newton 1.52303586343451"
[1] "Starting newton at: 1.8059135841531"
[1] "Newton iter: 1, lambda:1.42862079554846, diff to last: 0.377"
[1] "Newton iter: 2, lambda:1.36029894033785, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.35572828571926, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.35570658333947, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3557065828488, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35570658333947"
[1] "Starting iterative with newton 1.35570658333947"
[1] "Starting newton at: 1.63416295580432"
[1] "Newton iter: 1, lambda:1.29893232376694, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.21522406968224, diff to last: 0.084"
[1] "Newton iter: 3, lambda:1.2063175278853, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.20621128982065, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20621127467251, diff to last: 0"
[1] "Newton iter: 6, lambda:1.20621127467251, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20621127467251"
[1] "Starting iterative with newton 1.20621127467251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15328229235965"
[1] "Starting iterative with newton 1.15328229235965"
[1] "Starting newton at: 1.32324546104962"
[1] "Newton iter: 1, lambda:1.19662122984584, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.1773668427007, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.17686641978164, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17686607943342, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17686607943327, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17686607943342"
[1] "Starting iterative with newton 1.17686607943342"
[1] "Starting newton at: 1.35271627369611"
[1] "Newton iter: 1, lambda:1.23031737413463, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.21349063345104, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.21313254647458, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21313238307867, diff to last: 0"
[1] "Newton iter: 5, lambda:1.21313238307863, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21313238307867"
[1] "Starting iterative with newton 1.21313238307867"
[1] "Starting newton at: 1.38285096454397"
[1] "Newton iter: 1, lambda:1.27482042317328, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.26271075332895, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.26254106058142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26254102702737, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26254102702736, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.26254102702736"
[1] "Starting iterative with newton 1.26254102702736"
[1] "Starting newton at: 1.43416276861488"
[1] "Newton iter: 1, lambda:1.33657414403005, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.32783231958246, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.32775400185004, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32775399552188, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32775399552188"
[1] "Starting iterative with newton 1.32775399552188"
[1] "Starting newton at: 1.49482441199959"
[1] "Newton iter: 1, lambda:1.40058416159176, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.39350387020531, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.39345866582876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39345866397335, diff to last: 0"
[1] "Final threshold is: 0.0649435653238229"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.845876362947463"
[1] "Starting iterative with newton 0.845876362947463"
[1] "Starting newton at: 1.27919641098876"
[1] "Newton iter: 1, lambda:1.24212614561709, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.24056102706278, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.24055815877303, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24055815876339, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24055815876339"
[1] "Starting iterative with newton 1.24055815876339"
[1] "Starting newton at: 1.68593041566556"
[1] "Newton iter: 1, lambda:1.68314644983727, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.68314370349242, diff to last: 0"
[1] "Newton iter: 3, lambda:1.68314370348973, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68314370348973"
[1] "Starting iterative with newton 1.68314370348973"
[1] "Starting newton at: 1.95574192936301"
[1] "Newton iter: 1, lambda:1.97643620786528, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.97641998798471, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97641998798039, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.97641998798039"
[1] "Starting iterative with newton 1.97641998798039"
[1] "Starting newton at: 2.11653810267788"
[1] "Newton iter: 1, lambda:2.13757776834323, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.13761977508433, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13761977528477, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13761977508433"
[1] "Starting iterative with newton 2.13761977508433"
[1] "Starting newton at: 2.26789646661314"
[1] "Newton iter: 1, lambda:2.21337259273124, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.21398176280267, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.21398182344781, diff to last: 0"
[1] "Newton iter: 4, lambda:2.21398182344781, diff to last: 0"
[1] "Final threshold is: 0.103184885711212"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.945066277668084"
[1] "Starting iterative with newton 0.945066277668084"
[1] "Starting newton at: 1.27413913925412"
[1] "Newton iter: 1, lambda:1.23083195148618, diff to last: 0.043"
[1] "Newton iter: 2, lambda:1.2285982535778, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.22859214146987, diff to last: 0"
[1] "Newton iter: 4, lambda:1.22859214142406, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.22859214142406"
[1] "Starting iterative with newton 1.22859214142406"
[1] "Starting newton at: 1.56701809783324"
[1] "Newton iter: 1, lambda:1.54111163848949, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.54071063938767, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54071053875334, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54071053875334, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54071053875334"
[1] "Starting iterative with newton 1.54071053875334"
[1] "Starting newton at: 1.69553812079743"
[1] "Newton iter: 1, lambda:1.77215411335615, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.76985976056083, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.76985812548014, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7698581254793, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.7698581254793"
[1] "Starting iterative with newton 1.7698581254793"
[1] "Starting newton at: 1.94702612414754"
[1] "Newton iter: 1, lambda:1.91168747417462, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.91152356064757, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91152355617842, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91152356064757"
[1] "Starting iterative with newton 1.91152356064757"
[1] "Starting newton at: 2.08034220862493"
[1] "Newton iter: 1, lambda:1.9823755209932, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.98222575002044, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98222574765924, diff to last: 0"
[1] "Final threshold is: 0.0923836570397674"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0466060220632362"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.58199119457546"
[1] "Newton iter: 1, lambda:1.71104578823274, diff to last: 0.129"
[1] "Newton iter: 2, lambda:1.70332200871677, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.70330266603101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7033026659064, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.7033026659064"
[1] "Starting iterative with newton 1.7033026659064"
[1] "Starting newton at: 2.39974331551989"
[1] "Newton iter: 1, lambda:2.30783564146695, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.31195128268227, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.31195866931568, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31195866933963, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.31195866931568"
[1] "Starting iterative with newton 2.31195866931568"
[1] "Starting newton at: 2.51610044443388"
[1] "Newton iter: 1, lambda:2.57723093348573, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.57924996358847, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.5792522658457, diff to last: 0"
[1] "Newton iter: 4, lambda:2.5792522658487, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.5792522658457"
[1] "Starting iterative with newton 2.5792522658457"
[1] "Starting newton at: 2.70198266195713"
[1] "Newton iter: 1, lambda:2.70696828021061, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.70698332758875, diff to last: 0"
[1] "Newton iter: 3, lambda:2.706983327726, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.70698332758875"
[1] "Starting iterative with newton 2.70698332758875"
[1] "Starting newton at: 2.81604891873902"
[1] "Newton iter: 1, lambda:2.75285836645965, diff to last: 0.063"
[1] "Newton iter: 2, lambda:2.75533926045513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.75534307291027, diff to last: 0"
[1] "Newton iter: 4, lambda:2.75534307291928, diff to last: 0"
[1] "Final threshold is: 0.128415580047841"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.06494356532382288}, {'ad': 0.10318488571121236, 'da': 0.0923836570397674, 'dd': 0.12841558004784118}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462120959239878. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02000174982369982
0.02000174982369982
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.0643888803689"
[1] "Starting iterative with newton 66.0643888803689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.4003727043393"
[1] "Starting iterative with newton 31.4003727043393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.1273217057422"
[1] "Starting iterative with newton 17.1273217057422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.4843241017353"
[1] "Starting iterative with newton 15.4843241017353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.8494596710218"
[1] "Starting iterative with newton 10.8494596710218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.75474279087944"
[1] "Starting iterative with newton 7.75474279087944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.58539797982629"
[1] "Starting iterative with newton 6.58539797982629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.61492754990507"
[1] "Starting iterative with newton 5.61492754990507"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.44090951211482"
[1] "Starting iterative with newton 4.44090951211482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.49080340198298"
[1] "Starting iterative with newton 3.49080340198298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.5488216621039"
[1] "Starting iterative with newton 3.5488216621039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.68725988659082"
[1] "Starting iterative with newton 2.68725988659082"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.97097417884848"
[1] "Starting iterative with newton 1.97097417884848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20209632539399"
[1] "Starting iterative with newton 2.20209632539399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57162670547044"
[1] "Starting iterative with newton 1.57162670547044"
[1] "Starting newton at: 1.79119874767302"
[1] "Newton iter: 1, lambda:1.40792066395632, diff to last: 0.383"
[1] "Newton iter: 2, lambda:1.33310112393282, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.32732324976957, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.32728663540765, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32728663393278, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32728663393278"
[1] "Starting iterative with newton 1.32728663393278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462120959239878. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.02000174982369982
0.02000174982369982
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0379746514543416, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380143364929609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380143365362934, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0380143364929609"
[1] "Starting iterative with newton 0.0380143364929609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0211812960606334, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0211876668776131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0211876668781893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0211876668776131"
[1] "Starting iterative with newton 0.0211876668776131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209756961109603, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.020981969880745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209819698813062, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.020981969880745"
[1] "Starting iterative with newton 0.020981969880745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020973158896407, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209794314657066, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209794314662676, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0209794314657066"
[1] "Starting iterative with newton 0.0209794314657066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0209731275822188, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209794001367016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209794001372625, diff to last: 0"
[1] "Final threshold is: 0.000419624712985599"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102174905976312, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.10292168598342, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102921725762179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102921725762179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.102921725762179"
[1] "Starting iterative with newton 0.102921725762179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0329552543296693, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329913535374703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329913535807797, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0329913535374703"
[1] "Starting iterative with newton 0.0329913535374703"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308312637464635, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0308623193933058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0308623194248114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0308623193933058"
[1] "Starting iterative with newton 0.0308623193933058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0307667943665141, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0307977029848027, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0307977030159933, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0307977030159933"
[1] "Starting iterative with newton 0.0307977030159933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0307648379710264, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.030795742133122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0307957421643031, diff to last: 0"
[1] "Final threshold is: 0.000615968729781878"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145927596062201, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148039727346552, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148040167685916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148040167685935, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148040167685916"
[1] "Starting iterative with newton 0.148040167685916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0433464269046308, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434365009852374, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434365013741681, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0434365009852374"
[1] "Starting iterative with newton 0.0434365009852374"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0389047337316115, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389743702102036, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389743704333055, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0389743702102036"
[1] "Starting iterative with newton 0.0389743702102036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0387182548553172, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0387870968361946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387870970538287, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0387870970538287"
[1] "Starting iterative with newton 0.0387870970538287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0387104345426959, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0387792433152901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0387792435326973, diff to last: 0"
[1] "Final threshold is: 0.000775652723144817"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.21529777291919"
[1] "Newton iter: 1, lambda:0.145202069271708, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.145636031803528, diff to last: 0"
[1] "Newton iter: 3, lambda:0.145636048532452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145636048532452, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.145636048532452"
[1] "Starting iterative with newton 0.145636048532452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465425454436244, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0466322266951458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466322270280844, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0466322266951458"
[1] "Starting iterative with newton 0.0466322266951458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0437418820255206, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0438182458058299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0438182460385548, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0438182458058299"
[1] "Starting iterative with newton 0.0438182458058299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436618098819898, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437378143719978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437378146022958, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0437378143719978"
[1] "Starting iterative with newton 0.0437378143719978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436595206412943, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437355148767534, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437355151069824, diff to last: 0"
[1] "Final threshold is: 0.000874786831580506"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0768585335867133"
[1] "Newton iter: 1, lambda:0.194808767296676, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.196411955991123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.19641224943418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19641224943419, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.19641224943419"
[1] "Starting iterative with newton 0.19641224943419"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0599961600504495, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0602027572101521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0602027596598989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0602027596598989"
[1] "Starting iterative with newton 0.0602027596598989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0541638270979039, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0543233108766335, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0543233122593921, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0543233108766335"
[1] "Starting iterative with newton 0.0543233108766335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.053914391353749, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.05407202767321, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540720290208558, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.05407202767321"
[1] "Starting iterative with newton 0.05407202767321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539037354019156, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0540612930946103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0540612944407726, diff to last: 0"
[1] "Final threshold is: 0.00108132045962411"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.354680336760192"
[1] "Newton iter: 1, lambda:0.283947203989413, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.284803388154181, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.284803514893958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.284803514893961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.284803514893958"
[1] "Starting iterative with newton 0.284803514893958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0921296138516882, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0928869700045513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0928870211782174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0928870211782176, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0928870211782176"
[1] "Starting iterative with newton 0.0928870211782176"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0795002237833446, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0800216142306013, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0800216366589609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0800216366589609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0800216366589609"
[1] "Starting iterative with newton 0.0800216366589609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0786647070702427, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791723691749878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0791723903203384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791723903203385, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0791723903203384"
[1] "Starting iterative with newton 0.0791723903203384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0786095982667969, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.0791163628833692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0791163839462887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0791163839462887, diff to last: 0"
[1] "Final threshold is: 0.00158246611864945"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326442219354287"
[1] "Newton iter: 1, lambda:0.33357020444802, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.33358098822674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333580988251397, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.33358098822674"
[1] "Starting iterative with newton 0.33358098822674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111786906254039, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113007594028955, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113007739432236, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113007739432238, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113007739432236"
[1] "Starting iterative with newton 0.113007739432236"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0970386692588675, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0978941235586029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0978941900059304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0978941900059308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0978941900059304"
[1] "Starting iterative with newton 0.0978941900059304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960053906747617, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968384151854038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968384778716512, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968384778716515, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0968384778716512"
[1] "Starting iterative with newton 0.0968384778716512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0959331153840465, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0967645855847664, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0967646480148716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0967646480148719, diff to last: 0"
[1] "Final threshold is: 0.00193546228137184"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.45057925320589"
[1] "Newton iter: 1, lambda:0.394091594354046, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.394857286784151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.394857429134873, diff to last: 0"
[1] "Newton iter: 4, lambda:0.394857429134878, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.394857429134878"
[1] "Starting iterative with newton 0.394857429134878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133195962443729, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135327843186458, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135328388877883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135328388877919, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.135328388877919"
[1] "Starting iterative with newton 0.135328388877919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112232526179046, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113605466144306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113605671572809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113605671572814, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.113605671572809"
[1] "Starting iterative with newton 0.113605671572809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110472752133299, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111791609252511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111791797203885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111791797203889, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.111791797203885"
[1] "Starting iterative with newton 0.111791797203885"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110325783578932, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111640187707875, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111640374258567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11164037425857, diff to last: 0"
[1] "Final threshold is: 0.00223300283614407"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.410792311205873"
[1] "Newton iter: 1, lambda:0.500868936805521, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.503528403037345, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.503530679032312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503530679033978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.503530679032312"
[1] "Starting iterative with newton 0.503530679032312"
[1] "Starting newton at: 0.348945840511959"
[1] "Newton iter: 1, lambda:0.182615462302402, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.186938897347232, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.18694184881343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186941848814805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.18694184881343"
[1] "Starting iterative with newton 0.18694184881343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149156253853033, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15233814529859, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152339591518732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152339591519031, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152339591518732"
[1] "Starting iterative with newton 0.152339591518732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145545706266054, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148538451593915, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148539715596443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148539715596669, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.148539715596443"
[1] "Starting iterative with newton 0.148539715596443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145148818356847, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.14812120898478, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14812245417664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148122454176858, diff to last: 0"
[1] "Final threshold is: 0.00296270827171358"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.49080340198298"
[1] "Starting iterative with newton 3.49080340198298"
[1] "Starting newton at: 0.61311297941461"
[1] "Newton iter: 1, lambda:0.594325705623251, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.594457331598348, diff to last: 0"
[1] "Newton iter: 3, lambda:0.594457338096147, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.594457338096147"
[1] "Starting iterative with newton 0.594457338096147"
[1] "Starting newton at: 0.362079351710476"
[1] "Newton iter: 1, lambda:0.237925753563751, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.240950586195983, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.240952398229432, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240952398230082, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.240952398229432"
[1] "Starting iterative with newton 0.240952398229432"
[1] "Starting newton at: 0.349306116311775"
[1] "Newton iter: 1, lambda:0.191766391847312, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.196103847914103, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.196107161127838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196107161129771, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.196107161129771"
[1] "Starting iterative with newton 0.196107161129771"
[1] "Starting newton at: 0.33278087678574"
[1] "Newton iter: 1, lambda:0.186689848870278, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.190365332806029, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.190367674187186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190367674188136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.190367674187186"
[1] "Starting iterative with newton 0.190367674187186"
[1] "Starting newton at: 0.334844080271387"
[1] "Newton iter: 1, lambda:0.185812929684948, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.189629586384371, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189632105896163, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189632105897261, diff to last: 0"
[1] "Final threshold is: 0.00379297394067641"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.5488216621039"
[1] "Starting iterative with newton 3.5488216621039"
[1] "Starting newton at: 0.748276534911908"
[1] "Newton iter: 1, lambda:0.561254974427854, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.573021272863079, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.573070943542412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573070944424674, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.573070944424674"
[1] "Starting iterative with newton 0.573070944424674"
[1] "Starting newton at: 0.355375702900127"
[1] "Newton iter: 1, lambda:0.239545391592633, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.242180958808534, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.242182336029592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242182336029968, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242182336029592"
[1] "Starting iterative with newton 0.242182336029592"
[1] "Starting newton at: 0.329488077262974"
[1] "Newton iter: 1, lambda:0.196226738981891, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.199377053458463, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199378826388761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199378826389322, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199378826388761"
[1] "Starting iterative with newton 0.199378826388761"
[1] "Starting newton at: 0.342751682463259"
[1] "Newton iter: 1, lambda:0.189666876330702, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.193760780153335, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.19376373094154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193763730943073, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.19376373094154"
[1] "Starting iterative with newton 0.19376373094154"
[1] "Starting newton at: 0.345187146006232"
[1] "Newton iter: 1, lambda:0.188757135936189, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.19302303410691, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.193026231867027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193026231868824, diff to last: 0"
[1] "Final threshold is: 0.00386086239925168"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.68725988659082"
[1] "Starting iterative with newton 2.68725988659082"
[1] "Starting newton at: 0.550628752884874"
[1] "Newton iter: 1, lambda:0.630742033950304, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.633422161082276, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.633425094903875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633425094907388, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633425094903875"
[1] "Starting iterative with newton 0.633425094903875"
[1] "Starting newton at: 0.331559280733568"
[1] "Newton iter: 1, lambda:0.314316202736528, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.314392839041035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314392840557191, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.314392839041035"
[1] "Starting iterative with newton 0.314392839041035"
[1] "Starting newton at: 0.297982593842547"
[1] "Newton iter: 1, lambda:0.261020281623689, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.261336654510833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261336677740608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261336677740608, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.261336677740608"
[1] "Starting iterative with newton 0.261336677740608"
[1] "Starting newton at: 0.332786700020871"
[1] "Newton iter: 1, lambda:0.250918283800157, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.252437006786513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.252437532096182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252437532096245, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252437532096245"
[1] "Starting iterative with newton 0.252437532096245"
[1] "Starting newton at: 0.337961292261346"
[1] "Newton iter: 1, lambda:0.249162663485043, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.250942889381162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.250943608862407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250943608862525, diff to last: 0"
[1] "Final threshold is: 0.00501931128432225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.97097417884848"
[1] "Starting iterative with newton 1.97097417884848"
[1] "Starting newton at: 0.811439565136829"
[1] "Newton iter: 1, lambda:0.699073627573645, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.704890971471489, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.704907283356065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.704907283484061, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.704907283484061"
[1] "Starting iterative with newton 0.704907283484061"
[1] "Starting newton at: 0.557733156350157"
[1] "Newton iter: 1, lambda:0.435825863430239, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.440944272713422, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.440953512503211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.440953512533298, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.440953512503211"
[1] "Starting iterative with newton 0.440953512503211"
[1] "Starting newton at: 0.276650358279328"
[1] "Newton iter: 1, lambda:0.379531247182171, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.382991576141698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.382995457050502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382995457055382, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.382995457050502"
[1] "Starting iterative with newton 0.382995457050502"
[1] "Starting newton at: 0.282869077451209"
[1] "Newton iter: 1, lambda:0.367820656440243, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.370130141470392, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370131836446229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370131836447142, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.370131836447142"
[1] "Starting iterative with newton 0.370131836447142"
[1] "Starting newton at: 0.288092503660158"
[1] "Newton iter: 1, lambda:0.365368258266777, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.367269673716713, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.367270817530418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367270817530832, diff to last: 0"
[1] "Final threshold is: 0.00734605900978912"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.20209632539399"
[1] "Starting iterative with newton 2.20209632539399"
[1] "Starting newton at: 0.562303293464738"
[1] "Newton iter: 1, lambda:0.653092543725914, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.656749727921462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.656755513277885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656755513292345, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.656755513277885"
[1] "Starting iterative with newton 0.656755513277885"
[1] "Starting newton at: 0.264997752564903"
[1] "Newton iter: 1, lambda:0.381561312415099, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.385784025855661, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.385789507347183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.385789507356415, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.385789507347183"
[1] "Starting iterative with newton 0.385789507347183"
[1] "Starting newton at: 0.301424664160947"
[1] "Newton iter: 1, lambda:0.33288176731787, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.333162702885106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333162725230761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333162725230761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.333162725230761"
[1] "Starting iterative with newton 0.333162725230761"
[1] "Starting newton at: 0.305533353469686"
[1] "Newton iter: 1, lambda:0.322693534207969, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.322775623205133, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322775625080914, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.322775625080914"
[1] "Starting iterative with newton 0.322775625080914"
[1] "Starting newton at: 0.306705949544727"
[1] "Newton iter: 1, lambda:0.320665617198794, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.32071974225603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320719743068741, diff to last: 0"
[1] "Final threshold is: 0.00641495606438224"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0200017498236998"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.57162670547044"
[1] "Starting iterative with newton 1.57162670547044"
[1] "Starting newton at: 0.694282006015894"
[1] "Newton iter: 1, lambda:0.779266349034561, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.783432653909531, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.783442389949866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783442390002948, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.783442389949866"
[1] "Starting iterative with newton 0.783442389949866"
[1] "Starting newton at: 0.462661812096434"
[1] "Newton iter: 1, lambda:0.566059247776285, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.571000982720869, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.571012060288149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.571012060343749, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.571012060288149"
[1] "Starting iterative with newton 0.571012060288149"
[1] "Starting newton at: 0.494975719552829"
[1] "Newton iter: 1, lambda:0.511079121483848, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.51118930557941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.511189310722308, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.51118930557941"
[1] "Starting iterative with newton 0.51118930557941"
[1] "Starting newton at: 0.50572268421001"
[1] "Newton iter: 1, lambda:0.494135387909069, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.494191018485428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.494191019770494, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.494191018485428"
[1] "Starting iterative with newton 0.494191018485428"
[1] "Starting newton at: 0.506943358437746"
[1] "Newton iter: 1, lambda:0.48922221249905, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.48935143581011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.48935144270432, diff to last: 0"
[1] "Final threshold is: 0.00978788499494211"
threshold is:
[{'ad': 0.0004196247129855989, 'da': 0.0006159687297818776, 'dd': 0.0007756527231448165}, {'ad': 0.0008747868315805055, 'da': 0.001081320459624105, 'dd': 0.0015824661186494466}, {'ad': 0.0019354622813718394, 'da': 0.002233002836144067, 'dd': 0.002962708271713584}, {'ad': 0.0037929739406764138, 'da': 0.0038608623992516834, 'dd': 0.005019311284322253}, {'ad': 0.007346059009789124, 'da': 0.006414956064382237, 'dd': 0.009787884994942115}]
Number of points in noise estimation: 128
Estimated noise: 0.04660602206323621
0.04660602206323621
threshold is:
[{'ad': 0.01345224448300808, 'da': 0.015542901657944655, 'dd': 0.013424573141576754}, {'ad': 0.005077719936357639, 'da': 0.002089460065728632, 'dd': 0.008144663096208864}, {'ad': 0.007955888608684791, 'da': 0.014871842994183797, 'dd': 0.0139192385387596}, {'ad': 0.02064580397144189, 'da': 0.022532831551596865, 'dd': 0.030022505188870816}, {'ad': 0.0410455527295725, 'da': 0.03638752649863895, 'dd': 0.05632436388095094}]
['baboon256', 0.05, 4, 0.0007034471028963886, 0.0010090455275911987, 0.0009439516024728353, 0.006784385934760412, 0.0013120861220456102, 0.0014210866974798159, 0.0006144415938307792, 0.000703447102896389, 31.527685546385214, 29.960892381877024, 30.250502719284196, 21.68489454889102, 28.820376580231223, 28.473794258807537, 32.11519392976925, 31.527685546385214]
baboon256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.05669392696293653
0.05669392696293653
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113483495621367, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114399558937522, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114399618367702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114399618367702, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.114399618367702"
[1] "Starting iterative with newton 0.114399618367702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0350218793651149, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0350626642856608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0350626643409677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0350626643409677"
[1] "Starting iterative with newton 0.0350626643409677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.032906874575312, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0329420281625128, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0329420282026272, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0329420281625128"
[1] "Starting iterative with newton 0.0329420281625128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328501785109942, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328851879295446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0328851879693044, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0328851879295446"
[1] "Starting iterative with newton 0.0328851879295446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0328486588040201, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0328836643629717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032883664402722, diff to last: 0"
[1] "Final threshold is: 0.00186430406566804"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.219443443219713"
[1] "Newton iter: 1, lambda:0.258776740839387, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.259008655215434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259008663233551, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.259008663233551"
[1] "Starting iterative with newton 0.259008663233551"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101391957688645, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.102298109480477, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102298181820027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102298181820027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.102298181820027"
[1] "Starting iterative with newton 0.102298181820027"
[1] "Starting newton at: 0.0884133346078666"
[1] "Newton iter: 1, lambda:0.0927266216407597, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0927281780674798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0927281780676824, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0927281780674798"
[1] "Starting iterative with newton 0.0927281780674798"
[1] "Starting newton at: 0.0979833383604141"
[1] "Newton iter: 1, lambda:0.0921285611657158, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0921314195487362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0921314195494175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0921314195487362"
[1] "Starting iterative with newton 0.0921314195487362"
[1] "Starting newton at: 0.0985800968791576"
[1] "Newton iter: 1, lambda:0.0920906427241884, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0920941536999979, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0920941537010257, diff to last: 0"
[1] "Final threshold is: 0.00522117922358113"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.407495777116539"
[1] "Newton iter: 1, lambda:0.315352986187526, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.316942180443949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.316942658752371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316942658752415, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.316942658752371"
[1] "Starting iterative with newton 0.316942658752371"
[1] "Starting newton at: 0.11301034889732"
[1] "Newton iter: 1, lambda:0.161798939237822, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.162106809228206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.162106821460273, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162106821460273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162106821460273"
[1] "Starting iterative with newton 0.162106821460273"
[1] "Starting newton at: 0.199489053535006"
[1] "Newton iter: 1, lambda:0.1469728180408, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.147317938081942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14731795302792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14731795302792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.14731795302792"
[1] "Starting iterative with newton 0.14731795302792"
[1] "Starting newton at: 0.214277921967359"
[1] "Newton iter: 1, lambda:0.14524925449658, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.145843297886247, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.145843342044992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145843342044992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.145843342044992"
[1] "Starting iterative with newton 0.145843342044992"
[1] "Starting newton at: 0.215752532950287"
[1] "Newton iter: 1, lambda:0.14507318681845, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.145695745923425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.145695794409938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145695794409938, diff to last: 0"
[1] "Final threshold is: 0.00826006672708405"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.161555130759575"
[1] "Newton iter: 1, lambda:0.364228660392014, diff to last: 0.203"
[1] "Newton iter: 2, lambda:0.373894929705861, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.373916469190248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.373916469297043, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.373916469190248"
[1] "Starting iterative with newton 0.373916469190248"
[1] "Starting newton at: 0.186301972358"
[1] "Newton iter: 1, lambda:0.140140892206627, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.140415346546772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.14041535625888, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14041535625888"
[1] "Starting iterative with newton 0.14041535625888"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116318048872577, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117918574956747, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.117918877940529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11791887794054, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117918877940529"
[1] "Starting iterative with newton 0.117918877940529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114216841245825, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115746388751171, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.115746663022196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115746663022205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115746663022196"
[1] "Starting iterative with newton 0.115746663022196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114013933213523, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115536733306952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.115537004929973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115537004929982, diff to last: 0"
[1] "Final threshold is: 0.00655024651901683"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.54256314185"
[1] "Newton iter: 1, lambda:0.518983732719254, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.519154715383408, diff to last: 0"
[1] "Newton iter: 3, lambda:0.519154724434235, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.519154715383408"
[1] "Starting iterative with newton 0.519154715383408"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183164538156987, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188651141652806, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.188656068208056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188656068212028, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.188656068212028"
[1] "Starting iterative with newton 0.188656068212028"
[1] "Starting newton at: 0.277955351487416"
[1] "Newton iter: 1, lambda:0.153790799973522, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.155972666904262, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.155973340874716, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155973340874781, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.155973340874781"
[1] "Starting iterative with newton 0.155973340874781"
[1] "Starting newton at: 0.289325511388714"
[1] "Newton iter: 1, lambda:0.15004389646367, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.152750730787176, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152751753472963, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152751753473109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.152751753472963"
[1] "Starting iterative with newton 0.152751753472963"
[1] "Starting newton at: 0.292547098790532"
[1] "Newton iter: 1, lambda:0.149584871506575, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.152432638089494, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152433768460999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152433768461177, diff to last: 0"
[1] "Final threshold is: 0.00864206893582317"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.86293994932065"
[1] "Starting iterative with newton 2.86293994932065"
[1] "Starting newton at: 0.702551439802731"
[1] "Newton iter: 1, lambda:0.688697341450173, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.688783483598085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.688783486945617, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.688783486945617"
[1] "Starting iterative with newton 0.688783486945617"
[1] "Starting newton at: 0.202155596479935"
[1] "Newton iter: 1, lambda:0.310915025691086, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.31393718494428, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.31393950776138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313939507762752, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.31393950776138"
[1] "Starting iterative with newton 0.31393950776138"
[1] "Starting newton at: 0.439590536378139"
[1] "Newton iter: 1, lambda:0.249178311992575, diff to last: 0.19"
[1] "Newton iter: 2, lambda:0.257118084259307, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.25713206716555, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257132067208906, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.257132067208906"
[1] "Starting iterative with newton 0.257132067208906"
[1] "Starting newton at: 0.393817532665335"
[1] "Newton iter: 1, lambda:0.243685689317627, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.24853826254065, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.248543376457763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248543376463442, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.248543376463442"
[1] "Starting iterative with newton 0.248543376463442"
[1] "Starting newton at: 0.372498220886626"
[1] "Newton iter: 1, lambda:0.243676444630083, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.24724362872746, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.247246383310529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247246383312172, diff to last: 0"
[1] "Final threshold is: 0.0140173683973505"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.36491530226735"
[1] "Starting iterative with newton 2.36491530226735"
[1] "Starting newton at: 0.78594113902409"
[1] "Newton iter: 1, lambda:0.656958840314871, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.663906028325027, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.663927198123509, diff to last: 0"
[1] "Newton iter: 4, lambda:0.663927198319646, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.663927198319646"
[1] "Starting iterative with newton 0.663927198319646"
[1] "Starting newton at: 0.280137005115951"
[1] "Newton iter: 1, lambda:0.367013220989554, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.369270953160773, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369272465719067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369272465719746, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.369272465719746"
[1] "Starting iterative with newton 0.369272465719746"
[1] "Starting newton at: 0.256488012805476"
[1] "Newton iter: 1, lambda:0.313018972596765, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.313886806304724, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.31388701002855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313887010028561, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313887010028561"
[1] "Starting iterative with newton 0.313887010028561"
[1] "Starting newton at: 0.288155606382628"
[1] "Newton iter: 1, lambda:0.303273749704027, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.303334500887229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303334501867149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303334501867149"
[1] "Starting iterative with newton 0.303334501867149"
[1] "Starting newton at: 0.298708114544041"
[1] "Newton iter: 1, lambda:0.301317413283654, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.301319214870905, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301319214871764, diff to last: 0"
[1] "Final threshold is: 0.0170829695604205"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.00281453570884"
[1] "Starting iterative with newton 2.00281453570884"
[1] "Starting newton at: 0.567965781430088"
[1] "Newton iter: 1, lambda:0.662529506235485, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.666662824069373, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.666670516788126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.666670516814737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.666670516788126"
[1] "Starting iterative with newton 0.666670516788126"
[1] "Starting newton at: 0.51841933199425"
[1] "Newton iter: 1, lambda:0.408817069067431, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.412685929751342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.412690844068098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412690844076023, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.412690844068098"
[1] "Starting iterative with newton 0.412690844068098"
[1] "Starting newton at: 0.24505033930475"
[1] "Newton iter: 1, lambda:0.356345000276008, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.360143335598858, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.360147722090256, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360147722096103, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.360147722090256"
[1] "Starting iterative with newton 0.360147722090256"
[1] "Starting newton at: 0.26729818368144"
[1] "Newton iter: 1, lambda:0.347174150582682, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.349093458618797, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.349094559716477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349094559716839, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.349094559716839"
[1] "Starting iterative with newton 0.349094559716839"
[1] "Starting newton at: 0.275247927159876"
[1] "Newton iter: 1, lambda:0.345292382831191, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.34676194081541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.346762583996383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346762583996506, diff to last: 0"
[1] "Final threshold is: 0.0196593326105701"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.56339225587011"
[1] "Starting iterative with newton 1.56339225587011"
[1] "Starting newton at: 0.668121202852645"
[1] "Newton iter: 1, lambda:0.780050542131399, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.787495685511351, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.787527525599989, diff to last: 0"
[1] "Newton iter: 4, lambda:0.787527526180668, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.787527525599989"
[1] "Starting iterative with newton 0.787527525599989"
[1] "Starting newton at: 0.460557534079457"
[1] "Newton iter: 1, lambda:0.567944298187163, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.573321573676447, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.573334806028856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.573334806108886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.573334806028856"
[1] "Starting iterative with newton 0.573334806028856"
[1] "Starting newton at: 0.471983099628949"
[1] "Newton iter: 1, lambda:0.511906814354802, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.512590479866476, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.512590678964223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512590678964239, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.512590678964223"
[1] "Starting iterative with newton 0.512590678964223"
[1] "Starting newton at: 0.47090793578912"
[1] "Newton iter: 1, lambda:0.494979013784339, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.495221707096498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.495221731666735, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495221731666735, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.495221731666735"
[1] "Starting iterative with newton 0.495221731666735"
[1] "Starting newton at: 0.475531783904845"
[1] "Newton iter: 1, lambda:0.490160385306705, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.490249336215798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.490249339496459, diff to last: 0"
[1] "Final threshold is: 0.0277941600610465"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.31560015727667"
[1] "Starting iterative with newton 1.31560015727667"
[1] "Starting newton at: 0.780690837254598"
[1] "Newton iter: 1, lambda:0.870376204323391, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.875730472614574, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.875748906367527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.87574890658548, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.875748906367527"
[1] "Starting iterative with newton 0.875748906367527"
[1] "Starting newton at: 0.861440923662977"
[1] "Newton iter: 1, lambda:0.715383720814741, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.726848405541442, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.726923824909681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726923828160584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.726923824909681"
[1] "Starting iterative with newton 0.726923824909681"
[1] "Starting newton at: 0.628550150991087"
[1] "Newton iter: 1, lambda:0.673791910771558, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.674924355521644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.674925056048015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674925056048283, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.674925056048015"
[1] "Starting iterative with newton 0.674925056048015"
[1] "Starting newton at: 0.640495456589547"
[1] "Newton iter: 1, lambda:0.656499520107549, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.656637694489009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.656637704741126, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656637704741126, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.656637704741126"
[1] "Starting iterative with newton 0.656637704741126"
[1] "Starting newton at: 0.645208718240854"
[1] "Newton iter: 1, lambda:0.650181695880069, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.650194914626694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.650194914719956, diff to last: 0"
[1] "Final threshold is: 0.0368621030015185"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.33167244584429"
[1] "Starting iterative with newton 1.33167244584429"
[1] "Starting newton at: 0.908176312239384"
[1] "Newton iter: 1, lambda:0.818913214785507, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.823475719209706, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.823488160169808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.823488160262137, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.823488160169808"
[1] "Starting iterative with newton 0.823488160169808"
[1] "Starting newton at: 0.65184564287824"
[1] "Newton iter: 1, lambda:0.6735361027289, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.673782518765657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.67378255036534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.673782550365341, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.673782550365341"
[1] "Starting iterative with newton 0.673782550365341"
[1] "Starting newton at: 0.657113534573934"
[1] "Newton iter: 1, lambda:0.627610490437787, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.628040078478968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.628040170351527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628040170351532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.628040170351527"
[1] "Starting iterative with newton 0.628040170351527"
[1] "Starting newton at: 0.649853630950634"
[1] "Newton iter: 1, lambda:0.613236781273241, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.613888125893382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.613888334169002, diff to last: 0"
[1] "Newton iter: 4, lambda:0.613888334169024, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.613888334169002"
[1] "Starting iterative with newton 0.613888334169002"
[1] "Starting newton at: 0.651573867467881"
[1] "Newton iter: 1, lambda:0.60860161062219, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.609493173028399, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.609493561575161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609493561575235, diff to last: 0"
[1] "Final threshold is: 0.0345545834643223"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04556668148812"
[1] "Starting iterative with newton 1.04556668148812"
[1] "Starting newton at: 1.00367542012567"
[1] "Newton iter: 1, lambda:0.945450404228302, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.947833687708164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.947837814989736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.947837815002099, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.947837814989736"
[1] "Starting iterative with newton 0.947837814989736"
[1] "Starting newton at: 1.0136524678496"
[1] "Newton iter: 1, lambda:0.900106616532417, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.908638511462191, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.908689982966156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908689984831937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.908689982966156"
[1] "Starting iterative with newton 0.908689982966156"
[1] "Starting newton at: 1.01704869354002"
[1] "Newton iter: 1, lambda:0.880857950761925, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.892833762722381, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.892934080314633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.892934087315383, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.892934080314633"
[1] "Starting iterative with newton 0.892934080314633"
[1] "Starting newton at: 1.00877529345358"
[1] "Newton iter: 1, lambda:0.874959308801658, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.886487930604743, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.886580408971628, diff to last: 0"
[1] "Newton iter: 4, lambda:0.886580414891314, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.886580414891314"
[1] "Starting iterative with newton 0.886580414891314"
[1] "Starting newton at: 1.01298666504831"
[1] "Newton iter: 1, lambda:0.87101009858284, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.883900703735039, diff to last: 0.013"
[1] "Newton iter: 3, lambda:0.884016157501281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.884016166709188, diff to last: 0"
[1] "Final threshold is: 0.0501183474674334"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.809225960348881"
[1] "Starting iterative with newton 0.809225960348881"
[1] "Starting newton at: 1.00724006850809"
[1] "Newton iter: 1, lambda:1.12977328089726, diff to last: 0.123"
[1] "Newton iter: 2, lambda:1.14457656698669, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.1447806098355, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1447806482256, diff to last: 0"
[1] "Newton iter: 5, lambda:1.1447806482256, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1447806482256"
[1] "Starting iterative with newton 1.1447806482256"
[1] "Starting newton at: 1.34180962565438"
[1] "Newton iter: 1, lambda:1.3360369212037, diff to last: 0.006"
[1] "Newton iter: 2, lambda:1.33607116097356, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33607116218397, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33607116097356"
[1] "Starting iterative with newton 1.33607116097356"
[1] "Starting newton at: 1.3380458515957"
[1] "Newton iter: 1, lambda:1.43202880987661, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.44244792481443, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44256792920681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44256794498005, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44256794498005, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44256794498005"
[1] "Starting iterative with newton 1.44256794498005"
[1] "Starting newton at: 1.33416131236855"
[1] "Newton iter: 1, lambda:1.4753575220268, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.50043097369054, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.50115804315424, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50115864093954, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50115864093994, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50115864093994"
[1] "Starting iterative with newton 1.50115864093994"
[1] "Starting newton at: 1.32924141673848"
[1] "Newton iter: 1, lambda:1.49567846090074, diff to last: 0.166"
[1] "Newton iter: 2, lambda:1.5316569545733, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.53319537331971, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53319809727889, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53319809728741, diff to last: 0"
[1] "Final threshold is: 0.0869230209468424"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.89371113815933"
[1] "Starting iterative with newton 0.89371113815933"
[1] "Starting newton at: 0.896263715778817"
[1] "Newton iter: 1, lambda:1.00045370620521, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.00928310249975, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.00934369277262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00934369561192, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00934369277262"
[1] "Starting iterative with newton 1.00934369277262"
[1] "Starting newton at: 1.19253627120236"
[1] "Newton iter: 1, lambda:1.04322370124882, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.05926849246158, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05947605767287, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05947609208583, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05947609208583, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05947609208583"
[1] "Starting iterative with newton 1.05947609208583"
[1] "Starting newton at: 1.18685956370001"
[1] "Newton iter: 1, lambda:1.07073859076069, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.08080709541687, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.08088966701218, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08088967253175, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08088967253175"
[1] "Starting iterative with newton 1.08088967253175"
[1] "Starting newton at: 1.18881440266082"
[1] "Newton iter: 1, lambda:1.08116234061246, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.08991468080154, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.08997738545556, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08997738865674, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.08997738545556"
[1] "Starting iterative with newton 1.08997738545556"
[1] "Starting newton at: 1.18651920464411"
[1] "Newton iter: 1, lambda:1.08610192990026, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.09377534525227, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.09382362817393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09382363007649, diff to last: 0"
[1] "Final threshold is: 0.0620131569938906"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.12574270059623"
[1] "Newton iter: 1, lambda:1.28438572101543, diff to last: 0.159"
[1] "Newton iter: 2, lambda:1.31501644295329, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.3160796913658, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31608094227026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31608094227199, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31608094227199"
[1] "Starting iterative with newton 1.31608094227199"
[1] "Starting newton at: 1.48399927760586"
[1] "Newton iter: 1, lambda:1.70656971759997, diff to last: 0.223"
[1] "Newton iter: 2, lambda:1.78766882161116, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.79765246381767, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.79779283371519, diff to last: 0"
[1] "Newton iter: 5, lambda:1.79779286113819, diff to last: 0"
[1] "Newton iter: 6, lambda:1.79779286113819, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.79779286113819"
[1] "Starting iterative with newton 1.79779286113819"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.249763105732312"
threshold is:
[{'ad': 0.0018643040656680363, 'da': 0.005221179223581134, 'dd': 0.008260066727084051}, {'ad': 0.006550246519016828, 'da': 0.008642068935823167, 'dd': 0.014017368397350469}, {'ad': 0.017082969560420484, 'da': 0.019659332610570075, 'dd': 0.02779416006104654}, {'ad': 0.036862103001518515, 'da': 0.03455458346432226, 'dd': 0.050118347467433426}, {'ad': 0.08692302094684241, 'da': 0.06201315699389061, 'dd': 0.24976310573231167}]
Number of points in noise estimation: 128
Estimated noise: 0.05669392696293653
0.05669392696293653
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.4662181196175"
[1] "Starting iterative with newton 23.4662181196175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0520759004654"
[1] "Starting iterative with newton 11.0520759004654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84485987069384"
[1] "Starting iterative with newton 5.84485987069384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.65956257140598"
[1] "Starting iterative with newton 5.65956257140598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.71285675840006"
[1] "Starting iterative with newton 3.71285675840006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.86293994932065"
[1] "Starting iterative with newton 2.86293994932065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36491530226735"
[1] "Starting iterative with newton 2.36491530226735"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.00281453570884"
[1] "Starting iterative with newton 2.00281453570884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.56339225587011"
[1] "Starting iterative with newton 1.56339225587011"
[1] "Starting newton at: 1.7755548319031"
[1] "Newton iter: 1, lambda:1.40367297021729, diff to last: 0.372"
[1] "Newton iter: 2, lambda:1.32772127174066, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.32163406022227, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.32159261042392, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32159260849637, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32159260849637"
[1] "Starting iterative with newton 1.32159260849637"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31560015727667"
[1] "Starting iterative with newton 1.31560015727667"
[1] "Starting newton at: 1.4854097245631"
[1] "Newton iter: 1, lambda:1.22083705038606, diff to last: 0.265"
[1] "Newton iter: 2, lambda:1.15618050238714, diff to last: 0.065"
[1] "Newton iter: 3, lambda:1.15043566360213, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.15038867956405, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15038867641764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15038867956405"
[1] "Starting iterative with newton 1.15038867956405"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33167244584429"
[1] "Starting iterative with newton 1.33167244584429"
[1] "Starting newton at: 1.52482397555906"
[1] "Newton iter: 1, lambda:1.28773578175495, diff to last: 0.237"
[1] "Newton iter: 2, lambda:1.23876242540841, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.23585253669544, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.23584196297026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23584196283049, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23584196297026"
[1] "Starting iterative with newton 1.23584196297026"
[1] "Starting newton at: 1.44551563106908"
[1] "Newton iter: 1, lambda:1.19881141883914, diff to last: 0.247"
[1] "Newton iter: 2, lambda:1.13499574258195, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.1290566548736, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.12900378307698, diff to last: 0"
[1] "Newton iter: 5, lambda:1.12900377888475, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12900377888475"
[1] "Starting iterative with newton 1.12900377888475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04556668148812"
[1] "Starting iterative with newton 1.04556668148812"
[1] "Starting newton at: 1.19049419452057"
[1] "Newton iter: 1, lambda:1.11643007021325, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.10847341963499, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.10837774671345, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10837773286521, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10837773286521, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10837773286521"
[1] "Starting iterative with newton 1.10837773286521"
[1] "Starting newton at: 1.2624380344844"
[1] "Newton iter: 1, lambda:1.21454944838802, diff to last: 0.048"
[1] "Newton iter: 2, lambda:1.21176315134692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21175341338591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21175341326682, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.21175341326682"
[1] "Starting iterative with newton 1.21175341326682"
[1] "Starting newton at: 1.38190649033064"
[1] "Newton iter: 1, lambda:1.35073434650116, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.3498292217644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34982843386788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34982843386728, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34982843386788"
[1] "Starting iterative with newton 1.34982843386788"
[1] "Starting newton at: 1.499746553949"
[1] "Newton iter: 1, lambda:1.48607336516581, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.48594167306704, diff to last: 0"
[1] "Newton iter: 3, lambda:1.48594166059948, diff to last: 0"
[1] "Newton iter: 4, lambda:1.48594166059948, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48594166059948"
[1] "Starting iterative with newton 1.48594166059948"
[1] "Starting newton at: 1.6407787299192"
[1] "Newton iter: 1, lambda:1.6094134560313, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.60892479676876, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60892466977175, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60892466977174, diff to last: 0"
[1] "Final threshold is: 0.091216257716906"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.809225960348881"
[1] "Starting iterative with newton 0.809225960348881"
[1] "Starting newton at: 1.19852397300557"
[1] "Newton iter: 1, lambda:1.27088515055071, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.26505528056443, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26501877297124, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26501877153274, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26501877153274"
[1] "Starting iterative with newton 1.26501877153274"
[1] "Starting newton at: 1.79816826394882"
[1] "Newton iter: 1, lambda:1.79992612957301, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.79992569314603, diff to last: 0"
[1] "Newton iter: 3, lambda:1.799925693146, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.799925693146"
[1] "Starting iterative with newton 1.799925693146"
[1] "Starting newton at: 2.16462259967974"
[1] "Newton iter: 1, lambda:2.15199966882215, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.15203657955408, diff to last: 0"
[1] "Newton iter: 3, lambda:2.15203657985443, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.15203657955408"
[1] "Starting iterative with newton 2.15203657955408"
[1] "Starting newton at: 2.37350028643157"
[1] "Newton iter: 1, lambda:2.34223472099227, diff to last: 0.031"
[1] "Newton iter: 2, lambda:2.34259173519518, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34259177918086, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34259177918086, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34259177918086"
[1] "Starting iterative with newton 2.34259177918086"
[1] "Starting newton at: 2.45437139742858"
[1] "Newton iter: 1, lambda:2.4416464059416, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.44171175637583, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44171175807024, diff to last: 0"
[1] "Final threshold is: 0.138430227980515"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.89371113815933"
[1] "Starting iterative with newton 0.89371113815933"
[1] "Starting newton at: 1.18333975289449"
[1] "Newton iter: 1, lambda:1.19136403400366, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.19128127264478, diff to last: 0"
[1] "Newton iter: 3, lambda:1.19128126386801, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19128126386801"
[1] "Starting iterative with newton 1.19128126386801"
[1] "Starting newton at: 1.4705424732571"
[1] "Newton iter: 1, lambda:1.57102019272318, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.56455556787797, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.56453318306041, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56453318278822, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56453318278822"
[1] "Starting iterative with newton 1.56453318278822"
[1] "Starting newton at: 1.85533475021693"
[1] "Newton iter: 1, lambda:1.85571797143841, diff to last: 0"
[1] "Newton iter: 2, lambda:1.855717948378, diff to last: 0"
[1] "Newton iter: 3, lambda:1.855717948378, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.855717948378"
[1] "Starting iterative with newton 1.855717948378"
[1] "Starting newton at: 1.99194364614651"
[1] "Newton iter: 1, lambda:2.03115968837183, diff to last: 0.039"
[1] "Newton iter: 2, lambda:2.03111281697081, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03111281698812, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.03111281698812"
[1] "Starting iterative with newton 2.03111281698812"
[1] "Starting newton at: 2.15530912490131"
[1] "Newton iter: 1, lambda:2.12927547998916, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.12934528114725, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12934528154101, diff to last: 0"
[1] "Final threshold is: 0.120720945848236"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0566939269629365"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.80144560604624"
[1] "Newton iter: 1, lambda:1.73643707015331, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.73596839375062, diff to last: 0"
[1] "Newton iter: 3, lambda:1.73596835158894, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73596835158894, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.73596835158894"
[1] "Starting iterative with newton 1.73596835158894"
[1] "Starting newton at: 2.45743223565551"
[1] "Newton iter: 1, lambda:2.41607477330731, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.41718758421641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.41718836908964, diff to last: 0"
[1] "Newton iter: 4, lambda:2.41718836909004, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.41718836908964"
[1] "Starting iterative with newton 2.41718836908964"
[1] "Starting newton at: 2.81011733566511"
[1] "Newton iter: 1, lambda:2.76913871823311, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.77045700498524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.77045837530423, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77045837530571, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.77045837530571"
[1] "Starting iterative with newton 2.77045837530571"
[1] "Starting newton at: 2.9497737406077"
[1] "Newton iter: 1, lambda:2.94660778779546, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.94661616847165, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94661616853044, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94661616847165"
[1] "Starting iterative with newton 2.94661616847165"
[1] "Starting newton at: 3.03399007100793"
[1] "Newton iter: 1, lambda:3.02681235682414, diff to last: 0.007"
[1] "Newton iter: 2, lambda:3.02685628, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02685628165011, diff to last: 0"
[1] "Final threshold is: 0.171604368865626"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09121625771690603}, {'ad': 0.13843022798051488, 'da': 0.12072094584823567, 'dd': 0.17160436886562563}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.426195012678617. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022206766385614456
0.022206766385614456
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.9093102105925"
[1] "Starting iterative with newton 59.9093102105925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.2159758430979"
[1] "Starting iterative with newton 28.2159758430979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.9219410365111"
[1] "Starting iterative with newton 14.9219410365111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4488765943571"
[1] "Starting iterative with newton 14.4488765943571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.47893206193847"
[1] "Starting iterative with newton 9.47893206193847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.30909244360779"
[1] "Starting iterative with newton 7.30909244360779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.03763434495942"
[1] "Starting iterative with newton 6.03763434495942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.11319023382623"
[1] "Starting iterative with newton 5.11319023382623"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.99134411690565"
[1] "Starting iterative with newton 3.99134411690565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35873030471417"
[1] "Starting iterative with newton 3.35873030471417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.39976289533801"
[1] "Starting iterative with newton 3.39976289533801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66933420408149"
[1] "Starting iterative with newton 2.66933420408149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06595578554163"
[1] "Starting iterative with newton 2.06595578554163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28164664377208"
[1] "Starting iterative with newton 2.28164664377208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72197392321097"
[1] "Starting iterative with newton 1.72197392321097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.426195012678617. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022206766385614456
0.022206766385614456
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485779029038112, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486385447705046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486385448649155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0486385447705046"
[1] "Starting iterative with newton 0.0486385447705046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115931397133533, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011594448222057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115944482220737, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.011594448222057"
[1] "Starting iterative with newton 0.011594448222057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113167458816312, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113179744048168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113179744048312, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0113179744048312"
[1] "Starting iterative with newton 0.0113179744048312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113146647702472, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113158927110568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113158927110713, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0113158927110713"
[1] "Starting iterative with newton 0.0113158927110713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0113146490996377, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0113158770360632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0113158770360777, diff to last: 0"
[1] "Final threshold is: 0.000251289037788195"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107673562142508, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108450991245733, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108451031681778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108451031681778, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.108451031681778"
[1] "Starting iterative with newton 0.108451031681778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0394189584825504, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0394727654550273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039472765555304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039472765555304"
[1] "Starting iterative with newton 0.039472765555304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037697954387141, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377456888663017, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377456889428516, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0377456888663017"
[1] "Starting iterative with newton 0.0377456888663017"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376543228136843, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0377019117080859, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377019117841134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0377019117841134"
[1] "Starting iterative with newton 0.0377019117841134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0376532165380098, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.03770080174622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0377008018222342, diff to last: 0"
[1] "Final threshold is: 0.000837212896928672"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.262267509880376"
[1] "Newton iter: 1, lambda:0.173149951939171, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.173977229443263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173977301367293, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173977301367293, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.173977301367293"
[1] "Starting iterative with newton 0.173977301367293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0533613948850447, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0535346905612214, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0535346923889429, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0535346905612214"
[1] "Starting iterative with newton 0.0535346905612214"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.047019484142046, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0471469204876719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0471469214238551, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0471469204876719"
[1] "Starting iterative with newton 0.0471469204876719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466907008199842, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0468159755668811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.046815976468801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.046815976468801"
[1] "Starting iterative with newton 0.046815976468801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046673690046327, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.046798853524894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467988544250688, diff to last: 0"
[1] "Final threshold is: 0.00103925122733188"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.123597532471853"
[1] "Newton iter: 1, lambda:0.158765257500904, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.158887717943644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.158887719425982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.158887717943644"
[1] "Starting iterative with newton 0.158887717943644"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0371245949523204, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0371830408101314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.037183040954989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0371830408101314"
[1] "Starting iterative with newton 0.0371830408101314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0326454748690038, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0326882872065362, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0326882872801699, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0326882872065362"
[1] "Starting iterative with newton 0.0326882872065362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324838654342448, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325261645344638, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325261646061894, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0325261645344638"
[1] "Starting iterative with newton 0.0325261645344638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0324780419353161, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0325203226063105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325203226779681, diff to last: 0"
[1] "Final threshold is: 0.000722171208494438"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.179017986245526, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.182730159930399, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.182731747955173, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182731747955463, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.182731747955173"
[1] "Starting iterative with newton 0.182731747955173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0710413918914918, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.071357305895115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0713573121374616, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0713573121374616"
[1] "Starting iterative with newton 0.0713573121374616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.065689874149322, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0659527208206556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0659527250265061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0659527250265061"
[1] "Starting iterative with newton 0.0659527250265061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0654280912414924, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0656884811916676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656884853135079, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0656884853135079"
[1] "Starting iterative with newton 0.0656884853135079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0654152892003104, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0656755593341366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656755634519026, diff to last: 0"
[1] "Final threshold is: 0.00145844180337773"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.461440262274669"
[1] "Newton iter: 1, lambda:0.280177795293425, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.28584907028851, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.28585477323083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.285854773236593, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.285854773236593"
[1] "Starting iterative with newton 0.285854773236593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108620308279839, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109738049448864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109738167772149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109738167772151, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109738167772149"
[1] "Starting iterative with newton 0.109738167772149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0979454787442994, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987943193152938, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987943830691367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987943830691371, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0987943830691371"
[1] "Starting iterative with newton 0.0987943830691371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972769957261291, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0981107277610485, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0981107890047174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0981107890047177, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0981107890047177"
[1] "Starting iterative with newton 0.0981107890047177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972351943147901, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0980679882805609, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0980680493702743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0980680493702746, diff to last: 0"
[1] "Final threshold is: 0.00217777426225859"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.295197544713539"
[1] "Newton iter: 1, lambda:0.375399172678747, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.376911896955667, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376912428634754, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376912428634819, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.376912428634819"
[1] "Starting iterative with newton 0.376912428634819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125167364571842, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126915176887741, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126915517373839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126915517373852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.126915517373839"
[1] "Starting iterative with newton 0.126915517373839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106764995658876, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.10792492576591, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107925062639775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107925062639777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107925062639777"
[1] "Starting iterative with newton 0.107925062639777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105363682145879, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106485080308555, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106485207306896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106485207306897, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106485207306896"
[1] "Starting iterative with newton 0.106485207306896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105257384917528, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106375894964261, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106376021238928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106376021238929, diff to last: 0"
[1] "Final threshold is: 0.00236226745268406"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.375534912756957"
[1] "Newton iter: 1, lambda:0.421618461477677, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.422173088200029, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422173167818656, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422173167818657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.422173167818656"
[1] "Starting iterative with newton 0.422173167818656"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143791342353738, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146433727622706, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146434618797446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146434618797547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.146434618797446"
[1] "Starting iterative with newton 0.146434618797446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120629656071754, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.12231274501753, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12231307255098, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122313072550992, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12231307255098"
[1] "Starting iterative with newton 0.12231307255098"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118596319140358, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120208135304668, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120208432933248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120208432933259, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.120208432933248"
[1] "Starting iterative with newton 0.120208432933248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118418799839768, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.120024488581836, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120024783713417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120024783713427, diff to last: 0"
[1] "Final threshold is: 0.00266536233240774"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.559582214494024"
[1] "Newton iter: 1, lambda:0.547875900067043, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.547922185122568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.547922185848456, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.547922185848456"
[1] "Starting iterative with newton 0.547922185848456"
[1] "Starting newton at: 0.361516493486249"
[1] "Newton iter: 1, lambda:0.193320538318461, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.198022483072152, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.198026189675773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198026189678076, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198026189675773"
[1] "Starting iterative with newton 0.198026189675773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156010283546156, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159610131827463, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159612047657261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159612047657804, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.159612047657261"
[1] "Starting iterative with newton 0.159612047657261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152005712455689, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155373277956248, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155374930268121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155374930268519, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155374930268121"
[1] "Starting iterative with newton 0.155374930268121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.151563239986291, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.154905773605913, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.154907398813739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154907398814123, diff to last: 0"
[1] "Final threshold is: 0.0034399924168599"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.35873030471417"
[1] "Starting iterative with newton 3.35873030471417"
[1] "Starting newton at: 0.63943796930878"
[1] "Newton iter: 1, lambda:0.612582033689907, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.612865285616645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.612865317387258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612865317387259, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.612865317387258"
[1] "Starting iterative with newton 0.612865317387258"
[1] "Starting newton at: 0.381963521372686"
[1] "Newton iter: 1, lambda:0.244527804922146, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.248387119130184, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.248390193506329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24839019350828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248390193506329"
[1] "Starting iterative with newton 0.248390193506329"
[1] "Starting newton at: 0.375034294352681"
[1] "Newton iter: 1, lambda:0.194040753956303, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.199947868238042, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.199954215855268, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199954215862596, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.199954215855268"
[1] "Starting iterative with newton 0.199954215855268"
[1] "Starting newton at: 0.373538558785074"
[1] "Newton iter: 1, lambda:0.18738471681492, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.193524303860924, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.193531038306401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193531038314502, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.193531038314502"
[1] "Starting iterative with newton 0.193531038314502"
[1] "Starting newton at: 0.378511369432205"
[1] "Newton iter: 1, lambda:0.186132201745131, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.192671613998849, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.19267923575808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192679235768432, diff to last: 0"
[1] "Final threshold is: 0.00427878277583842"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.39976289533801"
[1] "Starting iterative with newton 3.39976289533801"
[1] "Starting newton at: 0.607940604521649"
[1] "Newton iter: 1, lambda:0.596412542831358, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.596461843467334, diff to last: 0"
[1] "Newton iter: 3, lambda:0.596461844372163, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.596461844372163"
[1] "Starting iterative with newton 0.596461844372163"
[1] "Starting newton at: 0.352613658162409"
[1] "Newton iter: 1, lambda:0.246723296933358, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.249024792130091, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.24902588829661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.249025888296859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24902588829661"
[1] "Starting iterative with newton 0.24902588829661"
[1] "Starting newton at: 0.389034347307005"
[1] "Newton iter: 1, lambda:0.194404167897826, diff to last: 0.195"
[1] "Newton iter: 2, lambda:0.201319804601666, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.2013286324046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201328632418981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.2013286324046"
[1] "Starting iterative with newton 0.2013286324046"
[1] "Starting newton at: 0.385512200961045"
[1] "Newton iter: 1, lambda:0.187730301843859, diff to last: 0.198"
[1] "Newton iter: 2, lambda:0.194754650860483, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.194763603007274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194763603021812, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.194763603007274"
[1] "Starting iterative with newton 0.194763603007274"
[1] "Starting newton at: 0.38744193873923"
[1] "Newton iter: 1, lambda:0.18662717609524, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.193850609939117, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.193860054081366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193860054097506, diff to last: 0"
[1] "Final threshold is: 0.00430500493248748"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.66933420408149"
[1] "Starting iterative with newton 2.66933420408149"
[1] "Starting newton at: 0.557828894263771"
[1] "Newton iter: 1, lambda:0.637853678510678, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.640604962614573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.640608144699406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.640608144703659, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.640608144699406"
[1] "Starting iterative with newton 0.640608144699406"
[1] "Starting newton at: 0.322413649352389"
[1] "Newton iter: 1, lambda:0.316902063455289, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.316909986871054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316909986887437, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316909986871054"
[1] "Starting iterative with newton 0.316909986871054"
[1] "Starting newton at: 0.323920164819647"
[1] "Newton iter: 1, lambda:0.26273324084307, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.263603669975397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263603846798307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263603846798314, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263603846798307"
[1] "Starting iterative with newton 0.263603846798307"
[1] "Starting newton at: 0.310795413276251"
[1] "Newton iter: 1, lambda:0.254121953019179, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.254854560461114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254854683270376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254854683270379, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.254854683270376"
[1] "Starting iterative with newton 0.254854683270376"
[1] "Starting newton at: 0.30963607136283"
[1] "Newton iter: 1, lambda:0.252681088739902, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.253418595580147, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253418719630172, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253418719630175, diff to last: 0"
[1] "Final threshold is: 0.00562761030456876"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.06595578554163"
[1] "Starting iterative with newton 2.06595578554163"
[1] "Starting newton at: 0.828513244236867"
[1] "Newton iter: 1, lambda:0.710266443244464, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.716916978902027, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.716939060284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.716939060526869, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.716939060284"
[1] "Starting iterative with newton 0.716939060284"
[1] "Starting newton at: 0.292879021410602"
[1] "Newton iter: 1, lambda:0.418845965867013, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.424414823890546, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.424425579235638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.424425579275726, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.424425579235638"
[1] "Starting iterative with newton 0.424425579235638"
[1] "Starting newton at: 0.310889698415127"
[1] "Newton iter: 1, lambda:0.359356505727312, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.360095619756461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.36009579095183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.360095790951839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.36009579095183"
[1] "Starting iterative with newton 0.36009579095183"
[1] "Starting newton at: 0.32540566985952"
[1] "Newton iter: 1, lambda:0.345811875465254, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.345939543984754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.345939548973512, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.345939543984754"
[1] "Starting iterative with newton 0.345939543984754"
[1] "Starting newton at: 0.331344826619898"
[1] "Newton iter: 1, lambda:0.342785803989907, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.342825695603783, diff to last: 0"
[1] "Newton iter: 3, lambda:0.342825696088294, diff to last: 0"
[1] "Final threshold is: 0.00761305013325897"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28164664377208"
[1] "Starting iterative with newton 2.28164664377208"
[1] "Starting newton at: 0.563248756482964"
[1] "Newton iter: 1, lambda:0.665432882670697, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.670256426993786, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.670266879399246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.670266879448251, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.670266879399246"
[1] "Starting iterative with newton 0.670266879399246"
[1] "Starting newton at: 0.299960719630125"
[1] "Newton iter: 1, lambda:0.37334138425055, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.374990384721681, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.374991211635138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374991211635345, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374991211635138"
[1] "Starting iterative with newton 0.374991211635138"
[1] "Starting newton at: 0.310288399932923"
[1] "Newton iter: 1, lambda:0.318100898444163, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.318117752543555, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318117752621947, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318117752543555"
[1] "Starting iterative with newton 0.318117752543555"
[1] "Starting newton at: 0.304342071326241"
[1] "Newton iter: 1, lambda:0.307092491527896, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.30709453844072, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307094538441854, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.30709453844072"
[1] "Starting iterative with newton 0.30709453844072"
[1] "Starting newton at: 0.30655463156247"
[1] "Newton iter: 1, lambda:0.304954412002637, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.304955101965798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304955101965927, diff to last: 0"
[1] "Final threshold is: 0.00677206670745572"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222067663856145"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.72197392321097"
[1] "Starting iterative with newton 1.72197392321097"
[1] "Starting newton at: 0.765242340253177"
[1] "Newton iter: 1, lambda:0.772948387794118, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.772981644668668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.772981645286307, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.772981644668668"
[1] "Starting iterative with newton 0.772981644668668"
[1] "Starting newton at: 0.524947111867961"
[1] "Newton iter: 1, lambda:0.52279469559508, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.5227966556785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.522796655680126, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.522796655680126"
[1] "Starting iterative with newton 0.522796655680126"
[1] "Starting newton at: 0.562188524770526"
[1] "Newton iter: 1, lambda:0.451705667119563, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.456347830377029, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.456356202666325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456356202693538, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.456356202693538"
[1] "Starting iterative with newton 0.456356202693538"
[1] "Starting newton at: 0.566419979292972"
[1] "Newton iter: 1, lambda:0.432025739446368, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.438706050007542, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.438722977976724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438722978085322, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.438722977976724"
[1] "Starting iterative with newton 0.438722977976724"
[1] "Starting newton at: 0.564389579463004"
[1] "Newton iter: 1, lambda:0.427101260484818, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.434025992205235, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.434044063896102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434044064019068, diff to last: 0"
[1] "Final threshold is: 0.00963871512800345"
threshold is:
[{'ad': 0.00025128903778819475, 'da': 0.0008372128969286722, 'dd': 0.0010392512273318822}, {'ad': 0.0007221712084944385, 'da': 0.0014584418033777333, 'dd': 0.0021777742622585863}, {'ad': 0.0023622674526840625, 'da': 0.0026653623324077442, 'dd': 0.003439992416859902}, {'ad': 0.004278782775838421, 'da': 0.0043050049324874825, 'dd': 0.0056276103045687555}, {'ad': 0.007613050133258971, 'da': 0.006772066707455721, 'dd': 0.00963871512800345}]
Number of points in noise estimation: 128
Estimated noise: 0.05669392696293653
0.05669392696293653
threshold is:
[{'ad': 0.012424224749653767, 'da': 0.013065048429249857, 'dd': 0.014240475776326022}, {'ad': 0.008452599024138863, 'da': 0.011461268270165793, 'dd': 0.016264499264949384}, {'ad': 0.01312432148545839, 'da': 0.01797790220471377, 'dd': 0.02314475770740664}, {'ad': 0.030851823391192967, 'da': 0.03208319194862995, 'dd': 0.03892127958350434}, {'ad': 0.05456653622472585, 'da': 0.049153278562511414, 'dd': 0.24976310573231167}]
['baboon256', 0.075, 0, 0.001569333704982031, 0.0018716050217448986, 0.0016140375971426615, 0.007607248844384435, 0.002202956525055646, 0.0022714881400029653, 0.0013612928978909392, 0.0015693337049820317, 28.04284697698886, 27.27785798213148, 27.920863531074936, 21.187723770964464, 26.5699407348688, 26.436895264015075, 28.66048421268292, 28.04284697698886]
baboon256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.057213269251801584
0.057213269251801584
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.128101811265878"
[1] "Newton iter: 1, lambda:0.117501430998919, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.117509240718788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.11750924072303, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117509240718788"
[1] "Starting iterative with newton 0.117509240718788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0411969111894349, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0412484053155331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0412484053959924, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0412484053155331"
[1] "Starting iterative with newton 0.0412484053155331"
[1] "Starting newton at: 0.0360273679710621"
[1] "Newton iter: 1, lambda:0.0400709621341615, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0400714448896588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0400714448896657, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0400714448896588"
[1] "Starting iterative with newton 0.0400714448896588"
[1] "Starting newton at: 0.0372043283969363"
[1] "Newton iter: 1, lambda:0.0400522225517541, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0400524619217063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040052461921708, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0400524619217063"
[1] "Starting iterative with newton 0.0400524619217063"
[1] "Starting newton at: 0.0372233113648889"
[1] "Newton iter: 1, lambda:0.0400519193721565, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0400521555095343, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040052155509536, diff to last: 0"
[1] "Final threshold is: 0.00229151475728201"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.276896112201648"
[1] "Newton iter: 1, lambda:0.260971932341344, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.261010115418664, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261010115638723, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.261010115638723"
[1] "Starting iterative with newton 0.261010115638723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0929121879314524, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0937343831165731, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0937344475033553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0937344475033557, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0937344475033553"
[1] "Starting iterative with newton 0.0937344475033553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0810431331235963, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.0816215675059559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0816215969832186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0816215969832187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0816215969832186"
[1] "Starting iterative with newton 0.0816215969832186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802061905422218, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807693482242854, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0807693759983032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807693759983032, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0807693759983032"
[1] "Starting iterative with newton 0.0807693759983032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.080147384737456, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0807094786167557, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0807095062742477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0807095062742478, diff to last: 0"
[1] "Final threshold is: 0.0046176547136485"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.193141371509177"
[1] "Newton iter: 1, lambda:0.316819152625518, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.319840628848875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.319842410486303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.319842410486922, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.319842410486303"
[1] "Starting iterative with newton 0.319842410486303"
[1] "Starting newton at: 0.268241988553294"
[1] "Newton iter: 1, lambda:0.138478291218643, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.140528283601343, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140528797220031, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140528797220064, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140528797220031"
[1] "Starting iterative with newton 0.140528797220031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124209049301811, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125974197172619, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125974553509104, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125974553509119, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125974553509119"
[1] "Starting iterative with newton 0.125974553509119"
[1] "Starting newton at: 0.103900554559076"
[1] "Newton iter: 1, lambda:0.124749746570158, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.124799191233806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124799191511842, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124799191233806"
[1] "Starting iterative with newton 0.124799191233806"
[1] "Starting newton at: 0.105075916834389"
[1] "Newton iter: 1, lambda:0.124660607600495, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.124704216319575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124704216535753, diff to last: 0"
[1] "Final threshold is: 0.00713473591749502"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.389519213639538"
[1] "Newton iter: 1, lambda:0.353870288051703, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.354157406982162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.354157425690314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354157425690314, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.354157425690314"
[1] "Starting iterative with newton 0.354157425690314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139079206112337, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141481314871597, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141482029975412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141482029975475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141482029975412"
[1] "Starting iterative with newton 0.141482029975412"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119297759480611, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120960764690098, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120961087478949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120961087478961, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.120961087478961"
[1] "Starting iterative with newton 0.120961087478961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117356944172838, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118956075191899, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118956371791796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118956371791806, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.118956371791796"
[1] "Starting iterative with newton 0.118956371791796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117167132162605, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118760095606481, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118760389740711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118760389740721, diff to last: 0"
[1] "Final threshold is: 0.00679467015468421"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.498854803427603"
[1] "Newton iter: 1, lambda:0.500761834202277, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.500762947600984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.500762947601364, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.500762947600984"
[1] "Starting iterative with newton 0.500762947600984"
[1] "Starting newton at: 0.330442456592038"
[1] "Newton iter: 1, lambda:0.198832280258962, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.201725261618327, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.201726668874784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.201726668875117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.201726668874784"
[1] "Starting iterative with newton 0.201726668874784"
[1] "Starting newton at: 0.311229035323809"
[1] "Newton iter: 1, lambda:0.165369173859093, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.168587540872872, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.168589115751677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168589115752054, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.168589115751677"
[1] "Starting iterative with newton 0.168589115751677"
[1] "Starting newton at: 0.304360309237649"
[1] "Newton iter: 1, lambda:0.161814011654026, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.164853773864593, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164855162653641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16485516265393, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.164855162653641"
[1] "Starting iterative with newton 0.164855162653641"
[1] "Starting newton at: 0.302589809855026"
[1] "Newton iter: 1, lambda:0.161456279506788, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.164432461138596, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164433790696263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164433790696528, diff to last: 0"
[1] "Final threshold is: 0.00940779474119967"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.75963097740893"
[1] "Starting iterative with newton 2.75963097740893"
[1] "Starting newton at: 0.708892242783158"
[1] "Newton iter: 1, lambda:0.675502711219011, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.675993242583178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.675993349725609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.675993349725614, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.675993349725609"
[1] "Starting iterative with newton 0.675993349725609"
[1] "Starting newton at: 0.401195352194859"
[1] "Newton iter: 1, lambda:0.294785424723596, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.29767970124437, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.297681859801531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.297681859802731, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.297681859801531"
[1] "Starting iterative with newton 0.297681859801531"
[1] "Starting newton at: 0.267797394929742"
[1] "Newton iter: 1, lambda:0.238529371498035, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.238716627556089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238716635226315, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.238716635226315"
[1] "Starting iterative with newton 0.238716635226315"
[1] "Starting newton at: 0.315522176858569"
[1] "Newton iter: 1, lambda:0.228226090148376, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.229845686548706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.229846245222176, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229846245222242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.229846245222242"
[1] "Starting iterative with newton 0.229846245222242"
[1] "Starting newton at: 0.324392566862642"
[1] "Newton iter: 1, lambda:0.226489694456451, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.22851796024798, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228518832899902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228518832900063, diff to last: 0"
[1] "Final threshold is: 0.0130743095158095"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.28209204246919"
[1] "Starting iterative with newton 2.28209204246919"
[1] "Starting newton at: 0.546901448658747"
[1] "Newton iter: 1, lambda:0.649953707756023, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.654719790361623, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.654729714245923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654729714288884, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.654729714245923"
[1] "Starting iterative with newton 0.654729714245923"
[1] "Starting newton at: 0.273294379613567"
[1] "Newton iter: 1, lambda:0.364894542416822, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.367414099320504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.3674159899005, diff to last: 0"
[1] "Newton iter: 4, lambda:0.367415989901564, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3674159899005"
[1] "Starting iterative with newton 0.3674159899005"
[1] "Starting newton at: 0.343486436528474"
[1] "Newton iter: 1, lambda:0.311896998685407, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.312167507098405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31216752699001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.31216752699001, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.31216752699001"
[1] "Starting iterative with newton 0.31216752699001"
[1] "Starting newton at: 0.339139411045599"
[1] "Newton iter: 1, lambda:0.301099297205328, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.301484095513726, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301484135012562, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301484135012562, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.301484135012562"
[1] "Starting iterative with newton 0.301484135012562"
[1] "Starting newton at: 0.328133515396507"
[1] "Newton iter: 1, lambda:0.299196234109339, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.299418267877716, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299418280979825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299418280979825, diff to last: 0"
[1] "Final threshold is: 0.0171306987286103"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.0686932579067"
[1] "Starting iterative with newton 2.0686932579067"
[1] "Starting newton at: 0.70641170596118"
[1] "Newton iter: 1, lambda:0.689726176523008, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.689852222816665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.689852230051515, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.689852230051515"
[1] "Starting iterative with newton 0.689852230051515"
[1] "Starting newton at: 0.481907819785157"
[1] "Newton iter: 1, lambda:0.425611942097898, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.426674182162258, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.426674564063611, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42667456406366, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.426674564063611"
[1] "Starting iterative with newton 0.426674564063611"
[1] "Starting newton at: 0.29516405976644"
[1] "Newton iter: 1, lambda:0.369261662136611, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.370990441619203, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.370991376201238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370991376201511, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.370991376201238"
[1] "Starting iterative with newton 0.370991376201238"
[1] "Starting newton at: 0.264838629422884"
[1] "Newton iter: 1, lambda:0.356508344597509, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.359108257766846, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.359110333764077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3591103337654, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3591103337654"
[1] "Starting iterative with newton 0.3591103337654"
[1] "Starting newton at: 0.267582612902172"
[1] "Newton iter: 1, lambda:0.35425529292989, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.356569360560604, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.356570998663814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356570998664635, diff to last: 0"
[1] "Final threshold is: 0.0204005925539836"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.57164558424298"
[1] "Starting iterative with newton 1.57164558424298"
[1] "Starting newton at: 0.90164324451777"
[1] "Newton iter: 1, lambda:0.798402270643433, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.804320406962592, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.804340826451811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.804340826694325, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.804340826694325"
[1] "Starting iterative with newton 0.804340826694325"
[1] "Starting newton at: 0.506579897715924"
[1] "Newton iter: 1, lambda:0.582807760825581, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.585576348021527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.585579944317254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.585579944323318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.585579944323318"
[1] "Starting iterative with newton 0.585579944323318"
[1] "Starting newton at: 0.507815096086126"
[1] "Newton iter: 1, lambda:0.522107523162499, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.52219680804761, diff to last: 0"
[1] "Newton iter: 3, lambda:0.522196811522436, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.52219680804761"
[1] "Starting iterative with newton 0.52219680804761"
[1] "Starting newton at: 0.506829470571766"
[1] "Newton iter: 1, lambda:0.503856612549815, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.503860377567174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.503860377573216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.503860377573216"
[1] "Starting iterative with newton 0.503860377573216"
[1] "Starting newton at: 0.50584999456954"
[1] "Newton iter: 1, lambda:0.498537144891746, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.498559759634216, diff to last: 0"
[1] "Newton iter: 3, lambda:0.498559759850781, diff to last: 0"
[1] "Final threshold is: 0.0285242337660659"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.31220527370123"
[1] "Starting iterative with newton 1.31220527370123"
[1] "Starting newton at: 0.815176656796096"
[1] "Newton iter: 1, lambda:0.865990256597024, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.867675154476775, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.867676968642386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.867676968644487, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.867676968644487"
[1] "Starting iterative with newton 0.867676968644487"
[1] "Starting newton at: 0.611375425204034"
[1] "Newton iter: 1, lambda:0.713514984818625, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.719586754343217, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719607633347743, diff to last: 0"
[1] "Newton iter: 4, lambda:0.719607633594122, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.719607633594122"
[1] "Starting iterative with newton 0.719607633594122"
[1] "Starting newton at: 0.631606913194612"
[1] "Newton iter: 1, lambda:0.668210973655116, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.668941664890936, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.668941953077713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668941953077757, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.668941953077713"
[1] "Starting iterative with newton 0.668941953077713"
[1] "Starting newton at: 0.631161185964831"
[1] "Newton iter: 1, lambda:0.651261160586305, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.651476834187616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.651476858879736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.651476858879736, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.651476858879736"
[1] "Starting iterative with newton 0.651476858879736"
[1] "Starting newton at: 0.629995460726816"
[1] "Newton iter: 1, lambda:0.645317286965142, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.645441714665887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.645441722836927, diff to last: 0"
[1] "Final threshold is: 0.0369278306075239"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.27069344816802"
[1] "Starting iterative with newton 1.27069344816802"
[1] "Starting newton at: 0.906732033280267"
[1] "Newton iter: 1, lambda:0.811179384353259, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.816377265744293, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.816393364675886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816393364829992, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816393364829992"
[1] "Starting iterative with newton 0.816393364829992"
[1] "Starting newton at: 0.602463623884794"
[1] "Newton iter: 1, lambda:0.679526053741903, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.682710817561073, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.68271614775033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.682716147765245, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.68271614775033"
[1] "Starting iterative with newton 0.68271614775033"
[1] "Starting newton at: 0.619497892249809"
[1] "Newton iter: 1, lambda:0.641714795782631, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.641965405706301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.641965437402346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.641965437402347, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.641965437402347"
[1] "Starting iterative with newton 0.641965437402347"
[1] "Starting newton at: 0.616402965469053"
[1] "Newton iter: 1, lambda:0.629303661143708, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.629386905474823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.629386908928893, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.629386905474823"
[1] "Starting iterative with newton 0.629386905474823"
[1] "Starting newton at: 0.620850689156998"
[1] "Newton iter: 1, lambda:0.62547847001064, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.625489117185846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.625489117242134, diff to last: 0"
[1] "Final threshold is: 0.0357862772756255"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.03937478051749"
[1] "Starting iterative with newton 1.03937478051749"
[1] "Starting newton at: 0.984972088762492"
[1] "Newton iter: 1, lambda:0.95293707530834, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.953672443828037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.953672838153339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.953672838153453, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.953672838153453"
[1] "Starting iterative with newton 0.953672838153453"
[1] "Starting newton at: 0.94858372940708"
[1] "Newton iter: 1, lambda:0.91853296887552, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.919164410643774, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.919164693811419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919164693811476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.919164693811419"
[1] "Starting iterative with newton 0.919164693811419"
[1] "Starting newton at: 0.953761509813178"
[1] "Newton iter: 1, lambda:0.903432107067674, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.905166249194733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.905168363199514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.905168363202652, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.905168363199514"
[1] "Starting iterative with newton 0.905168363199514"
[1] "Starting newton at: 0.954610910729849"
[1] "Newton iter: 1, lambda:0.897234771498924, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.899470616360018, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.899474115944806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89947411595337, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89947411595337"
[1] "Starting iterative with newton 0.89947411595337"
[1] "Starting newton at: 0.954904694616213"
[1] "Newton iter: 1, lambda:0.894696389095358, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.897150478353491, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.897154687370831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897154687383198, diff to last: 0"
[1] "Final threshold is: 0.0513291526890632"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.791208589710586"
[1] "Starting iterative with newton 0.791208589710586"
[1] "Starting newton at: 1.00886098753113"
[1] "Newton iter: 1, lambda:1.1269783832194, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.1407163198354, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.14089217808681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14089220664658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14089220664659, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14089220664658"
[1] "Starting iterative with newton 1.14089220664658"
[1] "Starting newton at: 1.36795627008248"
[1] "Newton iter: 1, lambda:1.34159947735521, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.34231076051686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.34231129067138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34231129067167, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.34231129067138"
[1] "Starting iterative with newton 1.34231129067138"
[1] "Starting newton at: 1.36458416490513"
[1] "Newton iter: 1, lambda:1.44888211235812, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.45740837111722, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.45749048230788, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45749048986502, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45749048986502"
[1] "Starting iterative with newton 1.45749048986502"
[1] "Starting newton at: 1.35555951032065"
[1] "Newton iter: 1, lambda:1.49678249219775, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.52262592974473, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.52342207881534, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52342281686449, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52342281686512, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.52342281686512"
[1] "Starting iterative with newton 1.52342281686512"
[1] "Starting newton at: 1.34961028027306"
[1] "Newton iter: 1, lambda:1.52018567592291, diff to last: 0.171"
[1] "Newton iter: 2, lambda:1.55935722928424, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.56124941350343, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56125367553861, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56125367556019, diff to last: 0"
[1] "Final threshold is: 0.0893244269089554"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.887784025876838"
[1] "Starting iterative with newton 0.887784025876838"
[1] "Starting newton at: 0.894270770647115"
[1] "Newton iter: 1, lambda:1.00604171675901, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.01637939640536, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.01646369395872, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01646369953159, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01646369395872"
[1] "Starting iterative with newton 1.01646369395872"
[1] "Starting newton at: 1.19987512599941"
[1] "Newton iter: 1, lambda:1.05897643939401, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.0735925832231, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.07376790162583, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07376792663047, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07376792663047, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.07376792663047"
[1] "Starting iterative with newton 1.07376792663047"
[1] "Starting newton at: 1.19693093932985"
[1] "Newton iter: 1, lambda:1.09012542281091, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.09886469288524, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.09892814517119, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09892814849796, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09892814517119"
[1] "Starting iterative with newton 1.09892814517119"
[1] "Starting newton at: 1.19749230558391"
[1] "Newton iter: 1, lambda:1.10290370741224, diff to last: 0.095"
[1] "Newton iter: 2, lambda:1.10986368436975, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.10990415927421, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10990416063698, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10990416063698"
[1] "Starting iterative with newton 1.10990416063698"
[1] "Starting newton at: 1.19693090994231"
[1] "Newton iter: 1, lambda:1.10852214568452, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.11464703352806, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.11467845416282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11467845498648, diff to last: 0"
[1] "Final threshold is: 0.0637743985271996"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.57424045058414"
[1] "Newton iter: 1, lambda:1.225507627947, diff to last: 0.349"
[1] "Newton iter: 2, lambda:1.31722775897755, diff to last: 0.092"
[1] "Newton iter: 3, lambda:1.32725933480642, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.32737255988905, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32737257419284, diff to last: 0"
[1] "Newton iter: 6, lambda:1.32737257419284, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32737257419284"
[1] "Starting iterative with newton 1.32737257419284"
[1] "Starting newton at: 1.46809426888799"
[1] "Newton iter: 1, lambda:1.71012490879585, diff to last: 0.242"
[1] "Newton iter: 2, lambda:1.80775069784118, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.82267271017433, diff to last: 0.015"
[1] "Newton iter: 4, lambda:1.82299286977026, diff to last: 0"
[1] "Newton iter: 5, lambda:1.82299301456092, diff to last: 0"
[1] "Newton iter: 6, lambda:1.82299301456095, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.82299301456092"
[1] "Starting iterative with newton 1.82299301456092"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.252051049961151"
threshold is:
[{'ad': 0.0022915147572820146, 'da': 0.0046176547136485046, 'dd': 0.007134735917495016}, {'ad': 0.0067946701546842065, 'da': 0.009407794741199668, 'dd': 0.013074309515809535}, {'ad': 0.017130698728610293, 'da': 0.020400592553983552, 'dd': 0.028524233766065856}, {'ad': 0.03692783060752386, 'da': 0.03578627727562549, 'dd': 0.05132915268906323}, {'ad': 0.08932442690895535, 'da': 0.06377439852719956, 'dd': 0.2520510499611505}]
Number of points in noise estimation: 128
Estimated noise: 0.057213269251801584
0.057213269251801584
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2864007162722"
[1] "Starting iterative with newton 23.2864007162722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2784052302314"
[1] "Starting iterative with newton 11.2784052302314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.18657550161993"
[1] "Starting iterative with newton 6.18657550161993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.62832995275555"
[1] "Starting iterative with newton 5.62832995275555"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.89594289984681"
[1] "Starting iterative with newton 3.89594289984681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.75963097740893"
[1] "Starting iterative with newton 2.75963097740893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28209204246919"
[1] "Starting iterative with newton 2.28209204246919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0686932579067"
[1] "Starting iterative with newton 2.0686932579067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.57164558424298"
[1] "Starting iterative with newton 1.57164558424298"
[1] "Starting newton at: 1.76641033743474"
[1] "Newton iter: 1, lambda:1.38419046753277, diff to last: 0.382"
[1] "Newton iter: 2, lambda:1.30506517978696, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.29828535766935, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.29823243661328, diff to last: 0"
[1] "Newton iter: 5, lambda:1.29823243337871, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29823243337871"
[1] "Starting iterative with newton 1.29823243337871"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.31220527370123"
[1] "Starting iterative with newton 1.31220527370123"
[1] "Starting newton at: 1.48610941901458"
[1] "Newton iter: 1, lambda:1.23016665879595, diff to last: 0.256"
[1] "Newton iter: 2, lambda:1.16902488434451, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.16396478698241, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.16392898142153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16392897962671, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16392897962671"
[1] "Starting iterative with newton 1.16392897962671"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.27069344816802"
[1] "Starting iterative with newton 1.27069344816802"
[1] "Starting newton at: 1.47068373815319"
[1] "Newton iter: 1, lambda:1.27555833121916, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.23893218452535, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.2372903826247, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.23728701944557, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23728701943145, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23728701943145"
[1] "Starting iterative with newton 1.23728701943145"
[1] "Starting newton at: 1.43132733377667"
[1] "Newton iter: 1, lambda:1.23561563142878, diff to last: 0.196"
[1] "Newton iter: 2, lambda:1.19540216555119, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.19326274469302, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.19325658266817, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19325658261703, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.19325658261703"
[1] "Starting iterative with newton 1.19325658261703"
[1] "Starting newton at: 1.39234986151157"
[1] "Newton iter: 1, lambda:1.19061696159264, diff to last: 0.202"
[1] "Newton iter: 2, lambda:1.14392542120485, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.14076666930172, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.14075197796722, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14075197764933, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.14075197764933"
[1] "Starting iterative with newton 1.14075197764933"
[1] "Starting newton at: 1.35045173069005"
[1] "Newton iter: 1, lambda:1.13083487740165, diff to last: 0.22"
[1] "Newton iter: 2, lambda:1.06961816440107, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.06343341614437, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.0633692208767, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0633692139654, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.0633692139654"
[1] "Starting iterative with newton 1.0633692139654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03937478051749"
[1] "Starting iterative with newton 1.03937478051749"
[1] "Starting newton at: 1.19102575615791"
[1] "Newton iter: 1, lambda:1.11465864617198, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.10621471155732, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.10610686996094, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10610685234893, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10610685234893, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10610685234893"
[1] "Starting iterative with newton 1.10610685234893"
[1] "Starting newton at: 1.24967329508355"
[1] "Newton iter: 1, lambda:1.20809319018196, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.20596437571349, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.20595864826911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.20595864822762, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.20595864822762"
[1] "Starting iterative with newton 1.20595864822762"
[1] "Starting newton at: 1.36457415776196"
[1] "Newton iter: 1, lambda:1.34855599736262, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.34831303685903, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34831298009064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.34831298009064, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34831298009064"
[1] "Starting iterative with newton 1.34831298009064"
[1] "Starting newton at: 1.49893388472806"
[1] "Newton iter: 1, lambda:1.49516690746505, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.49515701581682, diff to last: 0"
[1] "Newton iter: 3, lambda:1.49515701574823, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49515701574823"
[1] "Starting iterative with newton 1.49515701574823"
[1] "Starting newton at: 1.64609738977101"
[1] "Newton iter: 1, lambda:1.6261634429446, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.62597101366687, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62597099491835, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62597099491835, diff to last: 0"
[1] "Final threshold is: 0.0930271163278831"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.791208589710586"
[1] "Starting iterative with newton 0.791208589710586"
[1] "Starting newton at: 1.35271956015212"
[1] "Newton iter: 1, lambda:1.29537964573344, diff to last: 0.057"
[1] "Newton iter: 2, lambda:1.29220235869801, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.29219196567118, diff to last: 0"
[1] "Newton iter: 4, lambda:1.29219196555968, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.29219196555968"
[1] "Starting iterative with newton 1.29219196555968"
[1] "Starting newton at: 1.81814167941234"
[1] "Newton iter: 1, lambda:1.83563857195774, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.83560097621988, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8356009760758, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.8356009760758"
[1] "Starting iterative with newton 1.8356009760758"
[1] "Starting newton at: 2.22230927893708"
[1] "Newton iter: 1, lambda:2.17223047262332, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.17291489859365, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17291500679852, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17291500679853, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.17291500679852"
[1] "Starting iterative with newton 2.17291500679852"
[1] "Starting newton at: 2.39578789871348"
[1] "Newton iter: 1, lambda:2.34066437502539, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.34180604533431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34180648971272, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34180648971279, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34180648971279"
[1] "Starting iterative with newton 2.34180648971279"
[1] "Starting newton at: 2.45771123297864"
[1] "Newton iter: 1, lambda:2.43001635367438, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.43032651966201, diff to last: 0"
[1] "Newton iter: 3, lambda:2.43032655711437, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43032655711437, diff to last: 0"
[1] "Final threshold is: 0.139046927681988"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887784025876838"
[1] "Starting iterative with newton 0.887784025876838"
[1] "Starting newton at: 1.18113118607117"
[1] "Newton iter: 1, lambda:1.18373959499656, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.1837307581944, diff to last: 0"
[1] "Newton iter: 3, lambda:1.18373075809308, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18373075809308"
[1] "Starting iterative with newton 1.18373075809308"
[1] "Starting newton at: 1.46686283511932"
[1] "Newton iter: 1, lambda:1.5562920366471, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.55110580772982, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.55109090668106, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5510909065567, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5510909065567"
[1] "Starting iterative with newton 1.5510909065567"
[1] "Starting newton at: 1.83784194590998"
[1] "Newton iter: 1, lambda:1.84514887047303, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.84513976261948, diff to last: 0"
[1] "Newton iter: 3, lambda:1.84513976260601, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84513976261948"
[1] "Starting iterative with newton 1.84513976261948"
[1] "Starting newton at: 1.96322900680083"
[1] "Newton iter: 1, lambda:2.02409499616058, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.02390551781857, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02390551817328, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.02390551781857"
[1] "Starting iterative with newton 2.02390551781857"
[1] "Starting newton at: 2.16409223988948"
[1] "Newton iter: 1, lambda:2.1322787569342, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.13239957595153, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13239957729668, diff to last: 0"
[1] "Final threshold is: 0.122001551091342"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0572132692518016"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.77346362005763"
[1] "Newton iter: 1, lambda:1.76961468792934, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.76961250492103, diff to last: 0"
[1] "Newton iter: 3, lambda:1.7696125049203, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.7696125049203"
[1] "Starting iterative with newton 1.7696125049203"
[1] "Starting newton at: 2.51218896391635"
[1] "Newton iter: 1, lambda:2.4503997718742, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.45301185943499, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.45301639248022, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4530163924939, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.45301639248022"
[1] "Starting iterative with newton 2.45301639248022"
[1] "Starting newton at: 2.82380720652336"
[1] "Newton iter: 1, lambda:2.79392537583723, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.79464964452917, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.79465007180394, diff to last: 0"
[1] "Newton iter: 4, lambda:2.79465007180408, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.79465007180394"
[1] "Starting iterative with newton 2.79465007180394"
[1] "Starting newton at: 2.98692122285228"
[1] "Newton iter: 1, lambda:2.97506902579357, diff to last: 0.012"
[1] "Newton iter: 2, lambda:2.97519026796291, diff to last: 0"
[1] "Newton iter: 3, lambda:2.97519028070989, diff to last: 0"
[1] "Newton iter: 4, lambda:2.97519028070989, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.97519026796291"
[1] "Starting iterative with newton 2.97519026796291"
[1] "Starting newton at: 3.06006971584154"
[1] "Newton iter: 1, lambda:3.05591033200789, diff to last: 0.004"
[1] "Newton iter: 2, lambda:3.05592561655303, diff to last: 0"
[1] "Newton iter: 3, lambda:3.05592561675986, diff to last: 0"
[1] "Final threshold is: 0.174839495113326"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09302711632788313}, {'ad': 0.1390469276819883, 'da': 0.12200155109134213, 'dd': 0.1748394951133263}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.424342028168587. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022354279715567617
0.022354279715567617
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.5989283053309"
[1] "Starting iterative with newton 59.5989283053309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.8658119777747"
[1] "Starting iterative with newton 28.8658119777747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8338454391928"
[1] "Starting iterative with newton 15.8338454391928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.4050786302334"
[1] "Starting iterative with newton 14.4050786302334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.97122846071179"
[1] "Starting iterative with newton 9.97122846071179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.06296566720313"
[1] "Starting iterative with newton 7.06296566720313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.8407583757779"
[1] "Starting iterative with newton 5.8407583757779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.29458814463965"
[1] "Starting iterative with newton 5.29458814463965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.0224504266661"
[1] "Starting iterative with newton 4.0224504266661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35844207879441"
[1] "Starting iterative with newton 3.35844207879441"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.25219722181021"
[1] "Starting iterative with newton 3.25219722181021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66016306174548"
[1] "Starting iterative with newton 2.66016306174548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.02500955760724"
[1] "Starting iterative with newton 2.02500955760724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.27218354410084"
[1] "Starting iterative with newton 2.27218354410084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72628079171232"
[1] "Starting iterative with newton 1.72628079171232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.424342028168587. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022354279715567617
0.022354279715567617
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420501783179551, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.042095762980077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420957630336166, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0420957630336166"
[1] "Starting iterative with newton 0.0420957630336166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284201894980043, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284368263556593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284368263613586, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284368263556593"
[1] "Starting iterative with newton 0.0284368263556593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282145065617414, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028230910284748, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282309102902911, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0282309102902911"
[1] "Starting iterative with newton 0.0282309102902911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282113837891175, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0282277839800134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282277839855542, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0282277839855542"
[1] "Starting iterative with newton 0.0282277839855542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028211336372878, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.028227736510144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0282277365156847, diff to last: 0"
[1] "Final threshold is: 0.000631010717685099"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.092789694629175, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0934043739030698, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0934044008608556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0934044008608556, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0934044008608556"
[1] "Starting iterative with newton 0.0934044008608556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254699348959851, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254890040590642, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0254890040697537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0254890040697537"
[1] "Starting iterative with newton 0.0254890040697537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239945681899171, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0240108161007033, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024010816108154, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0240108161007033"
[1] "Starting iterative with newton 0.0240108161007033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239628763404988, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239790666320884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0239790666394796, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0239790666394796"
[1] "Starting iterative with newton 0.0239790666394796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0239621958437678, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0239783848995081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023978384906898, diff to last: 0"
[1] "Final threshold is: 0.000536019523171147"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.260018812698277"
[1] "Newton iter: 1, lambda:0.140014383509547, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.141287128804037, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.141287272983886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141287272983888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.141287272983886"
[1] "Starting iterative with newton 0.141287272983886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580458868430836, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582132925186873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582132939105831, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0582132925186873"
[1] "Starting iterative with newton 0.0582132925186873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0550387194791545, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0551857921949858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0551857932448393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0551857921949858"
[1] "Starting iterative with newton 0.0551857921949858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0549272087411932, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0550735622899419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0550735633286769, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0550735633286769"
[1] "Starting iterative with newton 0.0550735633286769"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0549230727001986, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0550693996203382, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0550694006586627, diff to last: 0"
[1] "Final threshold is: 0.00123103676288141"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.160514159584273, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.163144318475851, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.163145019543453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163145019543503, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163145019543453"
[1] "Starting iterative with newton 0.163145019543453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.03396335057236, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0340146034342373, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0340146035509762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0340146034342373"
[1] "Starting iterative with newton 0.0340146034342373"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.029355707604454, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0293907920427901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029390792092914, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0293907920427901"
[1] "Starting iterative with newton 0.0293907920427901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0291975187123396, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0292321123008836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0292321123494551, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0292321123008836"
[1] "Starting iterative with newton 0.0292321123008836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0291920985504621, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0292266753943359, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0292266754428549, diff to last: 0"
[1] "Final threshold is: 0.000653341276921082"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.331849019886119"
[1] "Newton iter: 1, lambda:0.203881578127926, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.205944356380297, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.205944899888011, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205944899888049, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.205944899888011"
[1] "Starting iterative with newton 0.205944899888011"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067076362953352, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0673639891357298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0673639944234286, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0673639944234286"
[1] "Starting iterative with newton 0.0673639944234286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.060405627642161, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0606270028594874, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0606270058325627, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0606270028594874"
[1] "Starting iterative with newton 0.0606270028594874"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0600817461379713, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0603001763675276, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0603001792544102, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0603001763675276"
[1] "Starting iterative with newton 0.0603001763675276"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0600660373806835, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0602843253905019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0602843282732571, diff to last: 0"
[1] "Final threshold is: 0.00134761273668549"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.251407127109037, diff to last: 0.251"
[1] "Newton iter: 2, lambda:0.262733404896039, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.262756176534823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262756176626782, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.262756176626782"
[1] "Starting iterative with newton 0.262756176626782"
[1] "Starting newton at: 0.144040417856125"
[1] "Newton iter: 1, lambda:0.10244445947809, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.102594941913491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.102594943885165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.102594943885165"
[1] "Starting iterative with newton 0.102594943885165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0919565857064551, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0926610952462738, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0926611365625397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0926611365625399, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0926611365625399"
[1] "Starting iterative with newton 0.0926611365625399"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913381262712946, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0920311667588418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0920312066253428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920312066253429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0920312066253429"
[1] "Starting iterative with newton 0.0920312066253429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.091298844086017, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0919911602491769, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091991200025076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0919912000250761, diff to last: 0"
[1] "Final threshold is: 0.00205639701673128"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.36585304548143"
[1] "Newton iter: 1, lambda:0.375337131831235, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.375358211785313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.375358211889285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.375358211889285"
[1] "Starting iterative with newton 0.375358211889285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121898918110583, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123507245077267, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123507524934227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123507524934235, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123507524934227"
[1] "Starting iterative with newton 0.123507524934227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104007141097878, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105070334732799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105070445830894, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105070445830895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.105070445830894"
[1] "Starting iterative with newton 0.105070445830894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102680979356682, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103709800653826, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103709903940624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103709903940626, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.103709903940624"
[1] "Starting iterative with newton 0.103709903940624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102583037749385, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.103609351115889, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103609453845225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103609453845226, diff to last: 0"
[1] "Final threshold is: 0.00231611471243336"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.337307659070479"
[1] "Newton iter: 1, lambda:0.423008066040464, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.424999815246403, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.425000875698427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425000875698728, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.425000875698728"
[1] "Starting iterative with newton 0.425000875698728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149936496524306, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15285342085219, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152854523383291, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152854523383449, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.152854523383291"
[1] "Starting iterative with newton 0.152854523383291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127110307768053, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12901982043611, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129020251122546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129020251122568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.129020251122546"
[1] "Starting iterative with newton 0.129020251122546"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125070277094008, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126903457426456, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126903851053991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126903851054009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.126903851053991"
[1] "Starting iterative with newton 0.126903851053991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124888834409807, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.1267153262583, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12671571672691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126715716726928, diff to last: 0"
[1] "Final threshold is: 0.00283263857607198"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.553727031937202"
[1] "Newton iter: 1, lambda:0.552580118712774, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.552580575097773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.552580575097846, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.552580575097773"
[1] "Starting iterative with newton 0.552580575097773"
[1] "Starting newton at: 0.392026764264058"
[1] "Newton iter: 1, lambda:0.19881626451943, diff to last: 0.193"
[1] "Newton iter: 2, lambda:0.205092505367696, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.205099216403556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205099216411227, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.205099216403556"
[1] "Starting iterative with newton 0.205099216403556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.161588579959111, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1655724472605, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.165574865651991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165574865652882, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.165574865651991"
[1] "Starting iterative with newton 0.165574865651991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157310696344624, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.161033935028398, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161036018384674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161036018385326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.161036018384674"
[1] "Starting iterative with newton 0.161036018384674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156818378066898, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160512345609331, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160514393053988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160514393054617, diff to last: 0"
[1] "Final threshold is: 0.00358818364070342"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.35844207879441"
[1] "Starting iterative with newton 3.35844207879441"
[1] "Starting newton at: 0.593701361411528"
[1] "Newton iter: 1, lambda:0.609779919864113, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.609881244207151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609881248212277, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.609881244207151"
[1] "Starting iterative with newton 0.609881244207151"
[1] "Starting newton at: 0.399859453018774"
[1] "Newton iter: 1, lambda:0.241425905295729, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.246557475145016, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.246562924611666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24656292461781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.24656292461781"
[1] "Starting iterative with newton 0.24656292461781"
[1] "Starting newton at: 0.373160065538799"
[1] "Newton iter: 1, lambda:0.192479605089113, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.198362105507501, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.198368392025491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19836839203267, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.19836839203267"
[1] "Starting iterative with newton 0.19836839203267"
[1] "Starting newton at: 0.357263304418626"
[1] "Newton iter: 1, lambda:0.186890481357129, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.192031155335487, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.192035867330954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192035867334912, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192035867330954"
[1] "Starting iterative with newton 0.192035867330954"
[1] "Starting newton at: 0.357488620465624"
[1] "Newton iter: 1, lambda:0.186004336472104, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.191199591352137, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19120439202798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191204392032079, diff to last: 0"
[1] "Final threshold is: 0.00427423646233015"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.25219722181021"
[1] "Starting iterative with newton 3.25219722181021"
[1] "Starting newton at: 0.637350503359768"
[1] "Newton iter: 1, lambda:0.587588347477688, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.588488274354673, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.588488573262876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.588488573262909, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588488573262876"
[1] "Starting iterative with newton 0.588488573262876"
[1] "Starting newton at: 0.374773289387357"
[1] "Newton iter: 1, lambda:0.253935113191976, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.256987713021169, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.256989679927072, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256989679927888, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.256989679927072"
[1] "Starting iterative with newton 0.256989679927072"
[1] "Starting newton at: 0.307773940432532"
[1] "Newton iter: 1, lambda:0.211285427291761, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.213033088082251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.213033664007705, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213033664007768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.213033664007705"
[1] "Starting iterative with newton 0.213033664007705"
[1] "Starting newton at: 0.313335699795405"
[1] "Newton iter: 1, lambda:0.204994019451258, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.207162192851066, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.207163065367764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207163065367905, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.207163065367764"
[1] "Starting iterative with newton 0.207163065367764"
[1] "Starting newton at: 0.317116911041278"
[1] "Newton iter: 1, lambda:0.20401968028091, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.206376846085256, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.206377875153274, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20637787515347, diff to last: 0"
[1] "Final threshold is: 0.00461342874828078"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.66016306174548"
[1] "Starting iterative with newton 2.66016306174548"
[1] "Starting newton at: 0.562692543769866"
[1] "Newton iter: 1, lambda:0.640740125582168, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.643383376394833, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.6433863442438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.643386344247538, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6433863442438"
[1] "Starting iterative with newton 0.6433863442438"
[1] "Starting newton at: 0.321494015205716"
[1] "Newton iter: 1, lambda:0.311548356414423, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.311574001807938, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311574001978589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.311574001807938"
[1] "Starting iterative with newton 0.311574001807938"
[1] "Starting newton at: 0.339670860330389"
[1] "Newton iter: 1, lambda:0.254808708265618, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.256459956837513, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.256460585154398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256460585154489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.256460585154398"
[1] "Starting iterative with newton 0.256460585154398"
[1] "Starting newton at: 0.335845290392542"
[1] "Newton iter: 1, lambda:0.245503850180637, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.247336531060338, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.247337288955897, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247337288956027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.247337288955897"
[1] "Starting iterative with newton 0.247337288955897"
[1] "Starting newton at: 0.338095838393007"
[1] "Newton iter: 1, lambda:0.243839078804159, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.245826713824296, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.245827602178157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245827602178334, diff to last: 0"
[1] "Final threshold is: 0.00549529898090176"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.02500955760724"
[1] "Starting iterative with newton 2.02500955760724"
[1] "Starting newton at: 0.837720383139916"
[1] "Newton iter: 1, lambda:0.706023501015286, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.714207076491413, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.714240457379746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.714240457933589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.714240457379746"
[1] "Starting iterative with newton 0.714240457379746"
[1] "Starting newton at: 0.291145821335045"
[1] "Newton iter: 1, lambda:0.422612146236306, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.42873103836038, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.42874412982423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428744129884106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.42874412982423"
[1] "Starting iterative with newton 0.42874412982423"
[1] "Starting newton at: 0.309218816435629"
[1] "Newton iter: 1, lambda:0.364406968022558, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.365376996228032, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.365377294509734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.365377294509762, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.365377294509734"
[1] "Starting iterative with newton 0.365377294509734"
[1] "Starting newton at: 0.31694896466002"
[1] "Newton iter: 1, lambda:0.35093753361729, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.351296421564665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.351296461466014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351296461466015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.351296461466014"
[1] "Starting iterative with newton 0.351296461466014"
[1] "Starting newton at: 0.318977927925249"
[1] "Newton iter: 1, lambda:0.347909156340508, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.348167733780981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.348167754387383, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348167754387383, diff to last: 0"
[1] "Final threshold is: 0.00778303936951661"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.27218354410084"
[1] "Starting iterative with newton 2.27218354410084"
[1] "Starting newton at: 0.566884531777001"
[1] "Newton iter: 1, lambda:0.665031168711857, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.669484930469774, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.66949385977331, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66949385980915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.66949385980915"
[1] "Starting iterative with newton 0.66949385980915"
[1] "Starting newton at: 0.303660917531873"
[1] "Newton iter: 1, lambda:0.374627757161255, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.376173808473905, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376174537155491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376174537155653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.376174537155491"
[1] "Starting iterative with newton 0.376174537155491"
[1] "Starting newton at: 0.324223871116164"
[1] "Newton iter: 1, lambda:0.319101440985665, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.319108711929513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.319108711944169, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.319108711944169"
[1] "Starting iterative with newton 0.319108711944169"
[1] "Starting newton at: 0.329869918743786"
[1] "Newton iter: 1, lambda:0.307800738799858, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.307932881489759, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307932886235773, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.307932886235773"
[1] "Starting iterative with newton 0.307932886235773"
[1] "Starting newton at: 0.326549778627335"
[1] "Newton iter: 1, lambda:0.305623802420241, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.30574215861913, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30574216241157, diff to last: 0"
[1] "Final threshold is: 0.00683464581939075"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223542797155676"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.72628079171232"
[1] "Starting iterative with newton 1.72628079171232"
[1] "Starting newton at: 0.734776077084589"
[1] "Newton iter: 1, lambda:0.777761627134463, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.778820152129886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.77882078440993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.778820784410155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.778820784410155"
[1] "Starting iterative with newton 0.778820784410155"
[1] "Starting newton at: 0.535551542903235"
[1] "Newton iter: 1, lambda:0.524679853531985, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.524730170096819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.524730171177003, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.524730171177003"
[1] "Starting iterative with newton 0.524730171177003"
[1] "Starting newton at: 0.557846387317284"
[1] "Newton iter: 1, lambda:0.452180649887364, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.456454530495228, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.456461665095225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456461665115094, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.456461665115094"
[1] "Starting iterative with newton 0.456461665115094"
[1] "Starting newton at: 0.56788046993118"
[1] "Newton iter: 1, lambda:0.43121523409334, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.438150685669868, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.438169010990397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438169011118216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.438169010990397"
[1] "Starting iterative with newton 0.438169010990397"
[1] "Starting newton at: 0.569246547394337"
[1] "Newton iter: 1, lambda:0.425653496723297, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.43324980999981, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.43327164510638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.433271645286607, diff to last: 0"
[1] "Final threshold is: 0.00968547554753217"
threshold is:
[{'ad': 0.0006310107176850995, 'da': 0.0005360195231711467, 'dd': 0.0012310367628814121}, {'ad': 0.0006533412769210815, 'da': 0.0013476127366854906, 'dd': 0.0020563970167312828}, {'ad': 0.0023161147124333586, 'da': 0.002832638576071981, 'dd': 0.003588183640703417}, {'ad': 0.004274236462330145, 'da': 0.004613428748280783, 'dd': 0.005495298980901764}, {'ad': 0.00778303936951661, 'da': 0.006834645819390747, 'dd': 0.009685475547532166}]
Number of points in noise estimation: 128
Estimated noise: 0.057213269251801584
0.057213269251801584
threshold is:
[{'ad': 0.004421199623687144, 'da': 0.00505964177280737, 'dd': 0.010735093127356266}, {'ad': 0.009384347662392045, 'da': 0.004697327901533516, 'dd': 0.01260059476309442}, {'ad': 0.014864832330208076, 'da': 0.019865498513187172, 'dd': 0.026412840153304668}, {'ad': 0.025671577982321114, 'da': 0.0305845859361892, 'dd': 0.039437880403503135}, {'ad': 0.06064614114546846, 'da': 0.05281931794585169, 'dd': 0.2520510499611505}]
['baboon256', 0.075, 1, 0.001584837498963198, 0.0019305261262621395, 0.0016538209540997314, 0.007642161717761533, 0.002242777105921904, 0.0022819463839223644, 0.0013748671376342188, 0.0015848374989631993, 28.000152614724595, 27.143243165912388, 27.815115098109775, 21.167837763324645, 26.492138857920793, 26.41694563879333, 28.617392685102658, 28.00015261472459]
baboon256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.0567161118173165
0.0567161118173165
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106944765029483, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107753710982984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107753757107092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107753757107092, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107753757107092"
[1] "Starting iterative with newton 0.107753757107092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257018358267312, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0257224776132873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0257224776266026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0257224776132873"
[1] "Starting iterative with newton 0.0257224776132873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235870385032064, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0236036046448574, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0236036046530299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0236036046448574"
[1] "Starting iterative with newton 0.0236036046448574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235334727640216, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0235499426429806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0235499426510481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0235499426510481"
[1] "Starting iterative with newton 0.0235499426510481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0235321168907432, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.023548584337464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0235485843455288, diff to last: 0"
[1] "Final threshold is: 0.00133558414242312"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.258492010435502, diff to last: 0.258"
[1] "Newton iter: 2, lambda:0.269228776310805, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.269246922751208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269246922802963, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269246922751208"
[1] "Starting iterative with newton 0.269246922751208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116530478289768, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.117816044223783, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117816200541879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117816200541881, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.117816200541879"
[1] "Starting iterative with newton 0.117816200541879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106019335841366, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107045579637826, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107045675710782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107045675710783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107045675710783"
[1] "Starting iterative with newton 0.107045675710783"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105238806040475, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106247528176093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106247620770302, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106247620770303, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.106247620770302"
[1] "Starting iterative with newton 0.106247620770302"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105180823732343, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106188252740205, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106188345080514, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106188345080514, diff to last: 0"
[1] "Final threshold is: 0.0060225900532822"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.515246807940742"
[1] "Newton iter: 1, lambda:0.326657174261257, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.333740740156914, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.333751060159479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333751060181363, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.333751060159479"
[1] "Starting iterative with newton 0.333751060159479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14481361668083, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147520620413894, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14752156392311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147521563923225, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.14752156392311"
[1] "Starting iterative with newton 0.14752156392311"
[1] "Starting newton at: 0.121649816640611"
[1] "Newton iter: 1, lambda:0.130003988269271, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.130012492596565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.130012492605376, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130012492596565"
[1] "Starting iterative with newton 0.130012492596565"
[1] "Starting newton at: 0.139158887967156"
[1] "Newton iter: 1, lambda:0.128331280178182, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.128345479645632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128345479670059, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128345479645632"
[1] "Starting iterative with newton 0.128345479645632"
[1] "Starting newton at: 0.140825900918089"
[1] "Newton iter: 1, lambda:0.128167132696715, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.128186529838218, diff to last: 0"
[1] "Newton iter: 3, lambda:0.128186529883776, diff to last: 0"
[1] "Final threshold is: 0.00727024155977815"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.155200880266231"
[1] "Newton iter: 1, lambda:0.36973748595186, diff to last: 0.215"
[1] "Newton iter: 2, lambda:0.381290608553756, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.381323434454349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381323434718891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.381323434454349"
[1] "Starting iterative with newton 0.381323434454349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13594547156526, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138123713508265, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138124272433505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138124272433541, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.138124272433541"
[1] "Starting iterative with newton 0.138124272433541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117806553098475, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119303136397077, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119303377871271, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119303377871278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.119303377871278"
[1] "Starting iterative with newton 0.119303377871278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116390862612479, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117841511741499, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117841737043694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117841737043699, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.117841737043694"
[1] "Starting iterative with newton 0.117841737043694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116280766525092, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117727885610384, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117728109695902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117728109695907, diff to last: 0"
[1] "Final threshold is: 0.00667708063355436"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.371423818954061"
[1] "Newton iter: 1, lambda:0.503556915159473, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.509115773765394, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.509125333205116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.509125333233345, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.509125333233345"
[1] "Starting iterative with newton 0.509125333233345"
[1] "Starting newton at: 0.254010526607382"
[1] "Newton iter: 1, lambda:0.196861532122103, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.197404311470234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.197404360518822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197404360518822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.197404360518822"
[1] "Starting iterative with newton 0.197404360518822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159839913028982, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.163636151663543, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163638292459024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163638292459705, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163638292459705"
[1] "Starting iterative with newton 0.163638292459705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156384383980113, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159972275091986, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.15997416327096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159974163271482, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.159974163271482"
[1] "Starting iterative with newton 0.159974163271482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156008863073467, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.15957459614887, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159576458506052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15957645850656, diff to last: 0"
[1] "Final threshold is: 0.0090505562640406"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.71229690852246"
[1] "Starting iterative with newton 2.71229690852246"
[1] "Starting newton at: 0.795423339027446"
[1] "Newton iter: 1, lambda:0.638820322468746, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.648838147951761, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.648881536072008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648881536883506, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.648881536072008"
[1] "Starting iterative with newton 0.648881536072008"
[1] "Starting newton at: 0.29542492744214"
[1] "Newton iter: 1, lambda:0.316936952607831, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.317056680902011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317056684604541, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.317056680902011"
[1] "Starting iterative with newton 0.317056680902011"
[1] "Starting newton at: 0.267907263010735"
[1] "Newton iter: 1, lambda:0.26280583584671, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.262811847953311, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262811847961664, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262811847953311"
[1] "Starting iterative with newton 0.262811847953311"
[1] "Starting newton at: 0.302411171242387"
[1] "Newton iter: 1, lambda:0.253338994712324, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.253883355217579, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253883422390069, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25388342239007, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.253883422390069"
[1] "Starting iterative with newton 0.253883422390069"
[1] "Starting newton at: 0.311339596805629"
[1] "Newton iter: 1, lambda:0.251608099645179, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.252411542085304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252411687948001, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252411687948006, diff to last: 0"
[1] "Final threshold is: 0.0143158095176564"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.38981616977065"
[1] "Starting iterative with newton 2.38981616977065"
[1] "Starting newton at: 0.731382703274475"
[1] "Newton iter: 1, lambda:0.666564464953473, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.668366591478641, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.668368017500024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668368017500916, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.668368017500916"
[1] "Starting iterative with newton 0.668368017500916"
[1] "Starting newton at: 0.345378906922835"
[1] "Newton iter: 1, lambda:0.359992674903747, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.360055607199326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.360055608364667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.360055607199326"
[1] "Starting iterative with newton 0.360055607199326"
[1] "Starting newton at: 0.273734723355226"
[1] "Newton iter: 1, lambda:0.302838326797309, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.303063005225221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30306301859114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30306301859114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.30306301859114"
[1] "Starting iterative with newton 0.30306301859114"
[1] "Starting newton at: 0.272853531724408"
[1] "Newton iter: 1, lambda:0.292426254072247, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.292525715620346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.2925257181858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.292525715620346"
[1] "Starting iterative with newton 0.292525715620346"
[1] "Starting newton at: 0.276435666179883"
[1] "Newton iter: 1, lambda:0.290524862225067, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.290576183623562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290576184303961, diff to last: 0"
[1] "Final threshold is: 0.016480351321843"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.05940727073433"
[1] "Starting iterative with newton 2.05940727073433"
[1] "Starting newton at: 0.674649611604739"
[1] "Newton iter: 1, lambda:0.68149170361426, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.681512764812154, diff to last: 0"
[1] "Newton iter: 3, lambda:0.681512765011263, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.681512764812154"
[1] "Starting iterative with newton 0.681512764812154"
[1] "Starting newton at: 0.290466845124009"
[1] "Newton iter: 1, lambda:0.406113888144672, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.410664029485226, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.41067098666539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.410670986681644, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.410670986681644"
[1] "Starting iterative with newton 0.410670986681644"
[1] "Starting newton at: 0.297975515565206"
[1] "Newton iter: 1, lambda:0.350880236947432, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.351745581260843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351745811719427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351745811719443, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.351745811719427"
[1] "Starting iterative with newton 0.351745811719427"
[1] "Starting newton at: 0.293156276566217"
[1] "Newton iter: 1, lambda:0.338336684570752, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.33895407188907, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.338954186759694, diff to last: 0"
[1] "Newton iter: 4, lambda:0.338954186759698, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.338954186759694"
[1] "Starting iterative with newton 0.338954186759694"
[1] "Starting newton at: 0.292618409611206"
[1] "Newton iter: 1, lambda:0.335624490959453, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.336181158877616, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.33618125183091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336181251830913, diff to last: 0"
[1] "Final threshold is: 0.0190668934697273"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.6079803758669"
[1] "Starting iterative with newton 1.6079803758669"
[1] "Starting newton at: 0.957304708955303"
[1] "Newton iter: 1, lambda:0.789837356969173, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.805080582517221, diff to last: 0.015"
[1] "Newton iter: 3, lambda:0.805218329131228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.80521834031154, diff to last: 0"
[1] "Newton iter: 5, lambda:0.80521834031154, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.805218329131228"
[1] "Starting iterative with newton 0.805218329131228"
[1] "Starting newton at: 0.515785832529799"
[1] "Newton iter: 1, lambda:0.569031886787755, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.570361903565693, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.570362724714479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.570362724714792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.570362724714479"
[1] "Starting iterative with newton 0.570362724714479"
[1] "Starting newton at: 0.463454477080538"
[1] "Newton iter: 1, lambda:0.502113345511435, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.502754550507158, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.502754725821267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.50275472582128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.50275472582128"
[1] "Starting iterative with newton 0.50275472582128"
[1] "Starting newton at: 0.453337262883018"
[1] "Newton iter: 1, lambda:0.482992760983448, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.483359912750671, diff to last: 0"
[1] "Newton iter: 3, lambda:0.483359968776203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483359968776204, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.483359968776204"
[1] "Starting iterative with newton 0.483359968776204"
[1] "Starting newton at: 0.449460779354305"
[1] "Newton iter: 1, lambda:0.477475002901363, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.47780010405667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.477800147658111, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477800147658112, diff to last: 0"
[1] "Final threshold is: 0.0270989666009078"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32603572718468"
[1] "Starting iterative with newton 1.32603572718468"
[1] "Starting newton at: 0.835831652194871"
[1] "Newton iter: 1, lambda:0.858564449533651, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.858898109205077, diff to last: 0"
[1] "Newton iter: 3, lambda:0.858898180396624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.858898180396627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.858898180396624"
[1] "Starting iterative with newton 0.858898180396624"
[1] "Starting newton at: 0.622007067337795"
[1] "Newton iter: 1, lambda:0.70070838073283, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.704231596115041, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.704238509468707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.704238509495295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.704238509468707"
[1] "Starting iterative with newton 0.704238509468707"
[1] "Starting newton at: 0.645657477573113"
[1] "Newton iter: 1, lambda:0.652006545053084, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.652027898083221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.65202789832431, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.652027898083221"
[1] "Starting iterative with newton 0.652027898083221"
[1] "Starting newton at: 0.653942524488102"
[1] "Newton iter: 1, lambda:0.634117019993336, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.634320050132078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.634320071546499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6343200715465, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.634320071546499"
[1] "Starting iterative with newton 0.634320071546499"
[1] "Starting newton at: 0.658997681410191"
[1] "Newton iter: 1, lambda:0.627809088229866, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.628306879855103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.628307007815322, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62830700781533, diff to last: 0"
[1] "Final threshold is: 0.0356351305108578"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.32892863307149"
[1] "Starting iterative with newton 1.32892863307149"
[1] "Starting newton at: 0.89391963149552"
[1] "Newton iter: 1, lambda:0.814730677724801, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.818323566886615, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.818331242934782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818331242969768, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.818331242934782"
[1] "Starting iterative with newton 0.818331242934782"
[1] "Starting newton at: 0.631314662941076"
[1] "Newton iter: 1, lambda:0.66717437089644, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.667846468220654, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.667846701931592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66784670193162, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.66784670193162"
[1] "Starting iterative with newton 0.66784670193162"
[1] "Starting newton at: 0.635210502332854"
[1] "Newton iter: 1, lambda:0.62171286646484, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.62180263163756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.621802635622765, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.621802635622765"
[1] "Starting iterative with newton 0.621802635622765"
[1] "Starting newton at: 0.630544826412025"
[1] "Newton iter: 1, lambda:0.607266262252674, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.607528814338936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607528847952759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.60752884795276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.60752884795276"
[1] "Starting iterative with newton 0.60752884795276"
[1] "Starting newton at: 0.626802445784387"
[1] "Newton iter: 1, lambda:0.602808167873774, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.603085839491908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.603085876921857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.603085876921858, diff to last: 0"
[1] "Final threshold is: 0.0342046860309444"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01840713454587"
[1] "Starting iterative with newton 1.01840713454587"
[1] "Starting newton at: 0.988574946654073"
[1] "Newton iter: 1, lambda:0.94390700466388, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.945314173400447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.945315604902565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.945315604904045, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.945315604902565"
[1] "Starting iterative with newton 0.945315604902565"
[1] "Starting newton at: 0.986135417934345"
[1] "Newton iter: 1, lambda:0.912377301698454, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.916073706188335, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.91608337933778, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916083379403905, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.916083379403905"
[1] "Starting iterative with newton 0.916083379403905"
[1] "Starting newton at: 0.989247899107031"
[1] "Newton iter: 1, lambda:0.898876619828769, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.904327630297827, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.904348495510284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.904348495815209, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.904348495510284"
[1] "Starting iterative with newton 0.904348495510284"
[1] "Starting newton at: 0.990364803814847"
[1] "Newton iter: 1, lambda:0.893368419757728, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899603226870767, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899630434774723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.89963043529134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.89963043529134"
[1] "Starting iterative with newton 0.89963043529134"
[1] "Starting newton at: 0.989725856022978"
[1] "Newton iter: 1, lambda:0.891297111633773, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.897703602497883, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.897732289632556, diff to last: 0"
[1] "Newton iter: 4, lambda:0.897732290206038, diff to last: 0"
[1] "Final threshold is: 0.0509158849208156"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.815166004737709"
[1] "Starting iterative with newton 0.815166004737709"
[1] "Starting newton at: 1.00322378444211"
[1] "Newton iter: 1, lambda:1.13076680696732, diff to last: 0.128"
[1] "Newton iter: 2, lambda:1.14684879142565, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.14708990775599, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14708996138537, diff to last: 0"
[1] "Newton iter: 5, lambda:1.14708996138538, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14708996138537"
[1] "Starting iterative with newton 1.14708996138537"
[1] "Starting newton at: 1.32443423095321"
[1] "Newton iter: 1, lambda:1.33571762727327, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.33585001788286, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33585003594424, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33585003594424, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.33585003594424"
[1] "Starting iterative with newton 1.33585003594424"
[1] "Starting newton at: 1.32291283437215"
[1] "Newton iter: 1, lambda:1.42730418442116, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.44020582942582, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.44038973141168, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44038976835668, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44038976835668, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44038976835668"
[1] "Starting iterative with newton 1.44038976835668"
[1] "Starting newton at: 1.32204401622243"
[1] "Newton iter: 1, lambda:1.46940682679471, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.49670788374647, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.49756900165595, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49756983789691, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49756983789769, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49756983789691"
[1] "Starting iterative with newton 1.49756983789691"
[1] "Starting newton at: 1.33302832089367"
[1] "Newton iter: 1, lambda:1.49392639441639, diff to last: 0.161"
[1] "Newton iter: 2, lambda:1.52733705772185, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.52865653499845, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5286585325062, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52865853251078, diff to last: 0"
[1] "Final threshold is: 0.0866995682601168"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.900393630128869"
[1] "Starting iterative with newton 0.900393630128869"
[1] "Starting newton at: 0.884333514142532"
[1] "Newton iter: 1, lambda:1.00495165640164, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.01699637526729, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.01711058862105, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01711059882178, diff to last: 0"
[1] "Newton iter: 5, lambda:1.01711059882178, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01711058862105"
[1] "Starting iterative with newton 1.01711058862105"
[1] "Starting newton at: 1.17044875782371"
[1] "Newton iter: 1, lambda:1.05933958133712, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.0685844043281, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.06865385759639, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06865386149466, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06865386149466"
[1] "Starting iterative with newton 1.06865386149466"
[1] "Starting newton at: 1.17330418450382"
[1] "Newton iter: 1, lambda:1.08505065375419, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.09105748425698, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.09108716623262, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09108716695467, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.09108716623262"
[1] "Starting iterative with newton 1.09108716623262"
[1] "Starting newton at: 1.17460429867497"
[1] "Newton iter: 1, lambda:1.09593416690817, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.10076745880014, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.10078677887634, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10078677918411, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.10078677887634"
[1] "Starting iterative with newton 1.10078677887634"
[1] "Starting newton at: 1.18013638727095"
[1] "Newton iter: 1, lambda:1.09991606768665, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.1049477263939, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.10496872221858, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10496872258299, diff to last: 0"
[1] "Final threshold is: 0.0626695296039863"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.11835777561495"
[1] "Newton iter: 1, lambda:1.27865436101182, diff to last: 0.16"
[1] "Newton iter: 2, lambda:1.30956095026968, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.31063101598799, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31063226856132, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31063226856304, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31063226856132"
[1] "Starting iterative with newton 1.31063226856132"
[1] "Starting newton at: 1.54432090415073"
[1] "Newton iter: 1, lambda:1.7214097619261, diff to last: 0.177"
[1] "Newton iter: 2, lambda:1.77153664916823, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.77519938584751, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.7752179626168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.77521796309259, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.7752179626168"
[1] "Starting iterative with newton 1.7752179626168"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.249860840329772"
threshold is:
[{'ad': 0.0013355841424231173, 'da': 0.006022590053282197, 'dd': 0.007270241559778149}, {'ad': 0.006677080633554361, 'da': 0.009050556264040601, 'dd': 0.014315809517656408}, {'ad': 0.016480351321843036, 'da': 0.01906689346972733, 'dd': 0.027098966600907763}, {'ad': 0.03563513051085783, 'da': 0.034204686030944426, 'dd': 0.050915884920815634}, {'ad': 0.08669956826011684, 'da': 0.06266952960398635, 'dd': 0.24986084032977185}]
Number of points in noise estimation: 128
Estimated noise: 0.0567161118173165
0.0567161118173165
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2995756711776"
[1] "Starting iterative with newton 23.2995756711776"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0054354325057"
[1] "Starting iterative with newton 11.0054354325057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.74565837409408"
[1] "Starting iterative with newton 5.74565837409408"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.34096069763135"
[1] "Starting iterative with newton 5.34096069763135"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.82822977795206"
[1] "Starting iterative with newton 3.82822977795206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.71229690852246"
[1] "Starting iterative with newton 2.71229690852246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38981616977065"
[1] "Starting iterative with newton 2.38981616977065"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.05940727073433"
[1] "Starting iterative with newton 2.05940727073433"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.6079803758669"
[1] "Starting iterative with newton 1.6079803758669"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32603572718468"
[1] "Starting iterative with newton 1.32603572718468"
[1] "Starting newton at: 1.52644589660391"
[1] "Newton iter: 1, lambda:1.25188921958661, diff to last: 0.275"
[1] "Newton iter: 2, lambda:1.18522941976193, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.17933250275867, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.17928462504406, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17928462188378, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17928462188378"
[1] "Starting iterative with newton 1.17928462188378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.32892863307149"
[1] "Starting iterative with newton 1.32892863307149"
[1] "Starting newton at: 1.53942568694627"
[1] "Newton iter: 1, lambda:1.29154312070773, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.23946094195595, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.23617990946179, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.23616647224313, diff to last: 0"
[1] "Newton iter: 5, lambda:1.23616647201748, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23616647201748"
[1] "Starting iterative with newton 1.23616647201748"
[1] "Starting newton at: 1.45020588420802"
[1] "Newton iter: 1, lambda:1.20302094232562, diff to last: 0.247"
[1] "Newton iter: 2, lambda:1.13957338957889, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.13374939741795, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.13369894604162, diff to last: 0"
[1] "Newton iter: 5, lambda:1.13369894225357, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.13369894225357"
[1] "Starting iterative with newton 1.13369894225357"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01840713454587"
[1] "Starting iterative with newton 1.01840713454587"
[1] "Starting newton at: 1.18643641050095"
[1] "Newton iter: 1, lambda:1.11888733565208, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.11229611451997, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.11223106916027, diff to last: 0"
[1] "Newton iter: 4, lambda:1.11223106281926, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.11223106281926"
[1] "Starting iterative with newton 1.11223106281926"
[1] "Starting newton at: 1.27823708904521"
[1] "Newton iter: 1, lambda:1.23930535966076, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.23754868203385, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.23754500538929, diff to last: 0"
[1] "Newton iter: 4, lambda:1.23754500537317, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.23754500538929"
[1] "Starting iterative with newton 1.23754500538929"
[1] "Starting newton at: 1.4022078601811"
[1] "Newton iter: 1, lambda:1.39381341589327, diff to last: 0.008"
[1] "Newton iter: 2, lambda:1.39375234308295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.39375233982001, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39375234308295"
[1] "Starting iterative with newton 1.39375234308295"
[1] "Starting newton at: 1.53624284509278"
[1] "Newton iter: 1, lambda:1.54127479070601, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.54125878694491, diff to last: 0"
[1] "Newton iter: 3, lambda:1.5412587867844, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54125878694491"
[1] "Starting iterative with newton 1.54125878694491"
[1] "Starting newton at: 1.688335446024"
[1] "Newton iter: 1, lambda:1.67756008175427, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.67751090667278, diff to last: 0"
[1] "Newton iter: 3, lambda:1.67751090561982, diff to last: 0"
[1] "Final threshold is: 0.0951418961576212"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.815166004737709"
[1] "Starting iterative with newton 0.815166004737709"
[1] "Starting newton at: 1.19899010848833"
[1] "Newton iter: 1, lambda:1.25982772563489, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.25565483232973, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.25563580407309, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25563580367612, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25563580367612"
[1] "Starting iterative with newton 1.25563580367612"
[1] "Starting newton at: 1.78913710946029"
[1] "Newton iter: 1, lambda:1.78761942341215, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.78761907468473, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78761907468471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78761907468473"
[1] "Starting iterative with newton 1.78761907468473"
[1] "Starting newton at: 2.15144665564878"
[1] "Newton iter: 1, lambda:2.14407613268639, diff to last: 0.007"
[1] "Newton iter: 2, lambda:2.1440881242178, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1440881242486, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.1440881242486"
[1] "Starting iterative with newton 2.1440881242486"
[1] "Starting newton at: 2.35630828770463"
[1] "Newton iter: 1, lambda:2.33836017184349, diff to last: 0.018"
[1] "Newton iter: 2, lambda:2.33847384194187, diff to last: 0"
[1] "Newton iter: 3, lambda:2.33847384634936, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.33847384634936"
[1] "Starting iterative with newton 2.33847384634936"
[1] "Starting newton at: 2.43680594907555"
[1] "Newton iter: 1, lambda:2.44483763708296, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.4448628419119, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4448628421629, diff to last: 0"
[1] "Final threshold is: 0.138663114319877"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.900393630128869"
[1] "Starting iterative with newton 0.900393630128869"
[1] "Starting newton at: 1.18762051165059"
[1] "Newton iter: 1, lambda:1.17661419717892, diff to last: 0.011"
[1] "Newton iter: 2, lambda:1.17645580342142, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17645577045728, diff to last: 0"
[1] "Newton iter: 4, lambda:1.17645577045728, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17645577045728"
[1] "Starting iterative with newton 1.17645577045728"
[1] "Starting newton at: 1.4539246182033"
[1] "Newton iter: 1, lambda:1.54077376613887, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53571090607986, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.53569601218232, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53569601205212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53569601218232"
[1] "Starting iterative with newton 1.53569601218232"
[1] "Starting newton at: 1.81229144631466"
[1] "Newton iter: 1, lambda:1.82816470325015, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.82811369913318, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82811369865308, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82811369865308"
[1] "Starting iterative with newton 1.82811369865308"
[1] "Starting newton at: 1.96391825638277"
[1] "Newton iter: 1, lambda:2.01566520827306, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.01552159871568, diff to last: 0"
[1] "Newton iter: 3, lambda:2.01552159867682, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.01552159867682"
[1] "Starting iterative with newton 2.01552159867682"
[1] "Starting newton at: 2.13872003751925"
[1] "Newton iter: 1, lambda:2.12209150480639, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.12211744476963, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12211744482303, diff to last: 0"
[1] "Final threshold is: 0.120358250287032"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567161118173165"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.79534416861935"
[1] "Newton iter: 1, lambda:1.77060383192179, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.77051292373961, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77051292226768, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.77051292226768"
[1] "Starting iterative with newton 1.77051292226768"
[1] "Starting newton at: 2.34602750946096"
[1] "Newton iter: 1, lambda:2.42841491800337, diff to last: 0.082"
[1] "Newton iter: 2, lambda:2.43229305070902, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.43230239344996, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43230239350434, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43230239350434"
[1] "Starting iterative with newton 2.43230239350434"
[1] "Starting newton at: 2.69270526653569"
[1] "Newton iter: 1, lambda:2.74725008472015, diff to last: 0.055"
[1] "Newton iter: 2, lambda:2.74950003443317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.7495038971516, diff to last: 0"
[1] "Newton iter: 4, lambda:2.74950389716299, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.74950389716299"
[1] "Starting iterative with newton 2.74950389716299"
[1] "Starting newton at: 2.94479994069178"
[1] "Newton iter: 1, lambda:2.91450685831507, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.91524707132627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.91524751735385, diff to last: 0"
[1] "Newton iter: 4, lambda:2.91524751735402, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.91524751735385"
[1] "Starting iterative with newton 2.91524751735385"
[1] "Starting newton at: 3.0103150105608"
[1] "Newton iter: 1, lambda:2.98934286876445, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.98970634489176, diff to last: 0"
[1] "Newton iter: 3, lambda:2.9897064550036, diff to last: 0"
[1] "Newton iter: 4, lambda:2.98970645500361, diff to last: 0"
[1] "Final threshold is: 0.169564525602937"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0951418961576212}, {'ad': 0.13866311431987732, 'da': 0.12035825028703209, 'dd': 0.16956452560293686}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.430919910527853. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022366158844714563
0.022366158844714563
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.0830704653971"
[1] "Starting iterative with newton 59.0830704653971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9075862297988"
[1] "Starting iterative with newton 27.9075862297988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.5698421026026"
[1] "Starting iterative with newton 14.5698421026026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.5436096221026"
[1] "Starting iterative with newton 13.5436096221026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.7076261353665"
[1] "Starting iterative with newton 9.7076261353665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.87784325478284"
[1] "Starting iterative with newton 6.87784325478284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.06009650779055"
[1] "Starting iterative with newton 6.06009650779055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.22224552974436"
[1] "Starting iterative with newton 5.22224552974436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.07751708422071"
[1] "Starting iterative with newton 4.07751708422071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.3625617656979"
[1] "Starting iterative with newton 3.3625617656979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36989759725002"
[1] "Starting iterative with newton 3.36989759725002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58247709494857"
[1] "Starting iterative with newton 2.58247709494857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.06709818147002"
[1] "Starting iterative with newton 2.06709818147002"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.28321841763438"
[1] "Starting iterative with newton 2.28321841763438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.71037129608846"
[1] "Starting iterative with newton 1.71037129608846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.430919910527853. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022366158844714563
0.022366158844714563
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0331577419691399, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0331843425777935, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0331843425949098, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0331843425777935"
[1] "Starting iterative with newton 0.0331843425777935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00545786978223604, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00545809529844194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00545809529844233, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00545809529844194"
[1] "Starting iterative with newton 0.00545809529844194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.005260618408476, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00526082526854257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00526082526854289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00526082526854257"
[1] "Starting iterative with newton 0.00526082526854257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525922699282768, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525943372424438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0052594337242447, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00525943372424438"
[1] "Starting iterative with newton 0.00525943372424438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525921717838315, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525942390889255, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525942390889287, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.00011763311057798"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.127784525705229"
[1] "Newton iter: 1, lambda:0.120897955847679, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.12090142818847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120901428189353, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.12090142818847"
[1] "Starting iterative with newton 0.12090142818847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367985762786771, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0368716394152513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0368716397032512, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0368716394152513"
[1] "Starting iterative with newton 0.0368716394152513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0327033860826751, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0327585018968191, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327585020533655, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0327585018968191"
[1] "Starting iterative with newton 0.0327585018968191"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325095151236384, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325638465795538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325638467313058, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0325638465795538"
[1] "Starting iterative with newton 0.0325638465795538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0325003558142573, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0325546503606405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0325546505121688, diff to last: 0"
[1] "Final threshold is: 0.000728122481100229"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.135930657240492"
[1] "Newton iter: 1, lambda:0.156039185753477, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.156081033484035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.156081033665056, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156081033665056"
[1] "Starting iterative with newton 0.156081033665056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487923899160201, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489034452272161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489034458025805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0489034452272161"
[1] "Starting iterative with newton 0.0489034452272161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0447659851440191, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0448557668893469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0448557672505022, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0448557672505022"
[1] "Starting iterative with newton 0.0448557672505022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446135362456449, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0447025708519122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0447025712065371, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0447025708519122"
[1] "Starting iterative with newton 0.0447025708519122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446077663086033, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446967727166241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446967730710038, diff to last: 0"
[1] "Final threshold is: 0.000999695118426118"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146875771189142, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.148866701532903, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148867065550594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148867065550607, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148867065550607"
[1] "Starting iterative with newton 0.148867065550607"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0534609593021205, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0535933152166663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0535933160278548, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0535933160278548"
[1] "Starting iterative with newton 0.0535933160278548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.050335652527432, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0504492467490889, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0504492473275732, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0504492467490889"
[1] "Starting iterative with newton 0.0504492467490889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502305930242153, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503435944351832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503435950070429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0503435944351832"
[1] "Starting iterative with newton 0.0503435944351832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0502270606934209, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0503400422132584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0503400427848966, diff to last: 0"
[1] "Final threshold is: 0.00112591338039137"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.193979682605308, diff to last: 0.194"
[1] "Newton iter: 2, lambda:0.198739262786625, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19874210403713, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198742104038142, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.19874210403713"
[1] "Starting iterative with newton 0.19874210403713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668129506070011, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0670927390882826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067092743994604, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0670927390882826"
[1] "Starting iterative with newton 0.0670927390882826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0612946796008778, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0615167826258096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.061516785542301, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0615167826258096"
[1] "Starting iterative with newton 0.0615167826258096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.061063988739812, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0612838625688866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0612838654198718, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0612838654198718"
[1] "Starting iterative with newton 0.0612838654198718"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0610543563034037, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0612741373726795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0612741402209569, diff to last: 0"
[1] "Final threshold is: 0.00137046715325524"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.441745153416623"
[1] "Newton iter: 1, lambda:0.296029970862104, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.300003337635412, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.300006357824749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.300006357826493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.300006357824749"
[1] "Starting iterative with newton 0.300006357824749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104194460006473, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105218360706527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105218459545524, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105218459545525, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105218459545524"
[1] "Starting iterative with newton 0.105218459545524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913736677486901, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0921061504161621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.092106197482495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0921061974824952, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.092106197482495"
[1] "Starting iterative with newton 0.092106197482495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0905031900718246, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0912182055127814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.091218250138489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0912182501384892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0912182501384892"
[1] "Starting iterative with newton 0.0912182501384892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0904442225668453, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.09115806476589, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0911581092302491, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0911581092302493, diff to last: 0"
[1] "Final threshold is: 0.0020388567510276"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.366570537710201"
[1] "Newton iter: 1, lambda:0.366509648875706, diff to last: 0"
[1] "Newton iter: 2, lambda:0.366509649721141, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.366509648875706"
[1] "Starting iterative with newton 0.366509648875706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124030288066594, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125698884841867, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125699186487936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125699186487945, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.125699186487936"
[1] "Starting iterative with newton 0.125699186487936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106113721706138, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107242523573927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107242651236132, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107242651236134, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107242651236132"
[1] "Starting iterative with newton 0.107242651236132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104721524106898, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.10581394059405, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105814059406624, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105814059406625, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105814059406624"
[1] "Starting iterative with newton 0.105814059406624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104613653321622, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105703282361446, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105703400510478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10570340051048, diff to last: 0"
[1] "Final threshold is: 0.00236417904624387"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.376007442826788"
[1] "Newton iter: 1, lambda:0.418511685798874, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.418998907086732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.418998970619057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418998970619058, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.418998970619057"
[1] "Starting iterative with newton 0.418998970619057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138399291519696, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140721123818027, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140721776455925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140721776455977, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140721776455925"
[1] "Starting iterative with newton 0.140721776455925"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116002144423358, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117483695199629, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117483936753869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117483936753875, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.117483936753869"
[1] "Starting iterative with newton 0.117483936753869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114107610071563, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115529089198525, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115529309700833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115529309700838, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115529309700833"
[1] "Starting iterative with newton 0.115529309700833"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113948069398528, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115364563723974, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115364782527057, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115364782527062, diff to last: 0"
[1] "Final threshold is: 0.00258026705108622"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.595695328783718"
[1] "Newton iter: 1, lambda:0.536292173947354, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.537477253629708, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.537477732985934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537477732986012, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.537477732986012"
[1] "Starting iterative with newton 0.537477732986012"
[1] "Starting newton at: 0.378128912949433"
[1] "Newton iter: 1, lambda:0.187099137202157, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.193105081405228, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.193111088313964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.193111088319971, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.193111088319971"
[1] "Starting iterative with newton 0.193111088319971"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1504278195608, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.153770050084352, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153771698969994, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153771698970395, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.153771698969994"
[1] "Starting iterative with newton 0.153771698969994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146216782536582, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.149326004630538, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14932740995594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149327409956227, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.14932740995594"
[1] "Starting iterative with newton 0.14932740995594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145741125582202, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.148824691690474, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.148826071503382, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148826071503659, diff to last: 0"
[1] "Final threshold is: 0.00332866755548568"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.3625617656979"
[1] "Starting iterative with newton 3.3625617656979"
[1] "Starting newton at: 0.611379944426884"
[1] "Newton iter: 1, lambda:0.607346132709908, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.607352393080398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.607352393095495, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.607352393080398"
[1] "Starting iterative with newton 0.607352393080398"
[1] "Starting newton at: 0.340793529113244"
[1] "Newton iter: 1, lambda:0.246750387668818, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.248539776240312, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.248540428085841, diff to last: 0"
[1] "Newton iter: 4, lambda:0.248540428085928, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.248540428085841"
[1] "Starting iterative with newton 0.248540428085841"
[1] "Starting newton at: 0.383116265465249"
[1] "Newton iter: 1, lambda:0.195996104567669, diff to last: 0.187"
[1] "Newton iter: 2, lambda:0.202248494542574, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.202255542238448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202255542247401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202255542247401"
[1] "Starting iterative with newton 0.202255542247401"
[1] "Starting newton at: 0.371821423547233"
[1] "Newton iter: 1, lambda:0.190442352363846, diff to last: 0.181"
[1] "Newton iter: 2, lambda:0.196226717747588, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.196232651123675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232651129917, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232651123675"
[1] "Starting iterative with newton 0.196232651123675"
[1] "Starting newton at: 0.358068662574181"
[1] "Newton iter: 1, lambda:0.190513140337103, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.195443364067117, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.195447665131181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195447665134454, diff to last: 0"
[1] "Final threshold is: 0.00437141352415258"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.36989759725002"
[1] "Starting iterative with newton 3.36989759725002"
[1] "Starting newton at: 0.639122731106287"
[1] "Newton iter: 1, lambda:0.590213525068591, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.591089675913636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.591089961376154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591089961376184, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591089961376154"
[1] "Starting iterative with newton 0.591089961376154"
[1] "Starting newton at: 0.356772050873533"
[1] "Newton iter: 1, lambda:0.242631241284815, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.24528758704214, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.245289037935036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245289037935469, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.245289037935469"
[1] "Starting iterative with newton 0.245289037935469"
[1] "Starting newton at: 0.367580063354795"
[1] "Newton iter: 1, lambda:0.192972121354892, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.198490363054229, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.198495921797672, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198495921803311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198495921797672"
[1] "Starting iterative with newton 0.198495921797672"
[1] "Starting newton at: 0.385611091922729"
[1] "Newton iter: 1, lambda:0.185002215054294, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.192153788565099, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.192162963590744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192162963605843, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192162963605843"
[1] "Starting iterative with newton 0.192162963605843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1851595037109, diff to last: 0.185"
[1] "Newton iter: 2, lambda:0.191299376907283, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.191306123328932, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191306123337076, diff to last: 0"
[1] "Final threshold is: 0.00427878314234146"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.58247709494857"
[1] "Starting iterative with newton 2.58247709494857"
[1] "Starting newton at: 0.615256762907452"
[1] "Newton iter: 1, lambda:0.638287124658704, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.638512773137785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.638512794651569, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638512794651569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.638512794651569"
[1] "Starting iterative with newton 0.638512794651569"
[1] "Starting newton at: 0.319215428949658"
[1] "Newton iter: 1, lambda:0.327448991717452, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.327467090741381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.327467090828769, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.327467090741381"
[1] "Starting iterative with newton 0.327467090741381"
[1] "Starting newton at: 0.331549981572771"
[1] "Newton iter: 1, lambda:0.272609289274068, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.273445261421952, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.273445430332237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.273445430332244, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.273445430332237"
[1] "Starting iterative with newton 0.273445430332237"
[1] "Starting newton at: 0.334302448406838"
[1] "Newton iter: 1, lambda:0.262760177584381, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.263968421325204, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.263968767695711, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263968767695739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.263968767695711"
[1] "Starting iterative with newton 0.263968767695711"
[1] "Starting newton at: 0.3366807359215"
[1] "Newton iter: 1, lambda:0.260955339840411, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.262304192922165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.262304623182605, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262304623182648, diff to last: 0"
[1] "Final threshold is: 0.00586674686780513"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.06709818147002"
[1] "Starting iterative with newton 2.06709818147002"
[1] "Starting newton at: 0.807818611187987"
[1] "Newton iter: 1, lambda:0.716155044511536, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.720218547426325, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.720226830305061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.720226830339427, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.720226830339427"
[1] "Starting iterative with newton 0.720226830339427"
[1] "Starting newton at: 0.290050474869537"
[1] "Newton iter: 1, lambda:0.419568685939749, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.425480822772819, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.425492995187648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425492995239205, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425492995187648"
[1] "Starting iterative with newton 0.425492995187648"
[1] "Starting newton at: 0.300909563928153"
[1] "Newton iter: 1, lambda:0.35962898424383, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.360716701270804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.360717072776667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36071707277671, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.360717072776667"
[1] "Starting iterative with newton 0.360717072776667"
[1] "Starting newton at: 0.308421101365348"
[1] "Newton iter: 1, lambda:0.346048011842909, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.346483277143816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.34648333522124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346483335221241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.346483335221241"
[1] "Starting iterative with newton 0.346483335221241"
[1] "Starting newton at: 0.307898326624862"
[1] "Newton iter: 1, lambda:0.342979962047916, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.343356228219164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.343356271387973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.343356271387974, diff to last: 0"
[1] "Final threshold is: 0.00767956090619233"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.28321841763438"
[1] "Starting iterative with newton 2.28321841763438"
[1] "Starting newton at: 0.560888940890724"
[1] "Newton iter: 1, lambda:0.668769613821929, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.674207176944961, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.674220593947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674220594028579, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674220593947036"
[1] "Starting iterative with newton 0.674220593947036"
[1] "Starting newton at: 0.304162151125293"
[1] "Newton iter: 1, lambda:0.373685469756195, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.375170201967924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.375170874656665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375170874656803, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.375170874656803"
[1] "Starting iterative with newton 0.375170874656803"
[1] "Starting newton at: 0.323871160880003"
[1] "Newton iter: 1, lambda:0.317193396210226, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.317205707723695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317205707765565, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.317205707765565"
[1] "Starting iterative with newton 0.317205707765565"
[1] "Starting newton at: 0.31911493069294"
[1] "Newton iter: 1, lambda:0.305865773742133, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.305913232314045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305913232923579, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305913232314045"
[1] "Starting iterative with newton 0.305913232314045"
[1] "Starting newton at: 0.322515549972059"
[1] "Newton iter: 1, lambda:0.303615212996356, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.303711360300247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303711362791886, diff to last: 0"
[1] "Final threshold is: 0.00679285658314806"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0223661588447146"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.71037129608846"
[1] "Starting iterative with newton 1.71037129608846"
[1] "Starting newton at: 0.719077826362883"
[1] "Newton iter: 1, lambda:0.77992552297389, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.782057255321803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.782059817573958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782059817577657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.782059817577657"
[1] "Starting iterative with newton 0.782059817577657"
[1] "Starting newton at: 0.527901253590237"
[1] "Newton iter: 1, lambda:0.532342641232688, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.532351160744376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.532351160775696, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.532351160744376"
[1] "Starting iterative with newton 0.532351160744376"
[1] "Starting newton at: 0.553132790378847"
[1] "Newton iter: 1, lambda:0.461704225442676, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.464955083494057, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.464959266224124, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464959266231045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.464959266224124"
[1] "Starting iterative with newton 0.464959266224124"
[1] "Starting newton at: 0.556785241913308"
[1] "Newton iter: 1, lambda:0.441811054645535, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.446807638539026, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.446817279947183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.446817279983056, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.446817279947183"
[1] "Starting iterative with newton 0.446817279947183"
[1] "Starting newton at: 0.558474333340656"
[1] "Newton iter: 1, lambda:0.436331227965551, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.44192605195421, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.44193805952834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.441938059583606, diff to last: 0"
[1] "Final threshold is: 0.00988445683893577"
threshold is:
[{'ad': 0.00011763311057798044, 'da': 0.0007281224811002293, 'dd': 0.0009996951184261182}, {'ad': 0.0011259133803913732, 'da': 0.0013704671532552364, 'dd': 0.0020388567510275972}, {'ad': 0.002364179046243873, 'da': 0.0025802670510862184, 'dd': 0.003328667555485676}, {'ad': 0.004371413524152583, 'da': 0.004278783142341456, 'dd': 0.005866746867805132}, {'ad': 0.007679560906192333, 'da': 0.006792856583148057, 'dd': 0.009884456838935771}]
Number of points in noise estimation: 128
Estimated noise: 0.0567161118173165
0.0567161118173165
threshold is:
[{'ad': 0.029661183808493696, 'da': 0.026869030248852566, 'dd': 0.01699719236172706}, {'ad': 0.014408119257129924, 'da': 0.00401409373722247, 'dd': 0.014148619941193818}, {'ad': 0.014907618990612548, 'da': 0.018362604188587664, 'dd': 0.026352232643493567}, {'ad': 0.027272998395482473, 'da': 0.027340686157231897, 'dd': 0.04598449345317937}, {'ad': 0.05948126034606654, 'da': 0.04906123023616246, 'dd': 0.24986084032977185}]
['baboon256', 0.075, 2, 0.0015934471466198838, 0.0019194993214266696, 0.0016254360530729033, 0.007593038928003559, 0.0022211529553306784, 0.0022992434034222776, 0.0013826448109080821, 0.0015934471466198844, 27.97662337155427, 27.168120370765084, 27.890301115839456, 21.195843735747633, 26.53421533586225, 26.38415050841342, 28.592893719330135, 27.97662337155427]
baboon256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.056933697762557973
0.056933697762557973
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107632949954988, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108404203035461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108404242508297, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108404242508297, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.108404242508297"
[1] "Starting iterative with newton 0.108404242508297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397730828236622, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398371425266616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398371426928146, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0398371426928146"
[1] "Starting iterative with newton 0.0398371426928146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372953657977747, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0373505742508666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0373505743718302, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0373505742508666"
[1] "Starting iterative with newton 0.0373505742508666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372058201282655, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372607219059308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372607220254632, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0372607220254632"
[1] "Starting iterative with newton 0.0372607220254632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372025849299631, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372574756448603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372574757643412, diff to last: 0"
[1] "Final threshold is: 0.00212120586456283"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.368264702512725"
[1] "Newton iter: 1, lambda:0.252579140068942, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.254469297185451, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.25446981126682, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254469811266858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25446981126682"
[1] "Starting iterative with newton 0.25446981126682"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0955766819220507, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0964093355830012, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0964093987617564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0964093987617568, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0964093987617564"
[1] "Starting iterative with newton 0.0964093987617564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0847038584828519, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0853200408992959, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.085320073505339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0853200735053391, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.085320073505339"
[1] "Starting iterative with newton 0.085320073505339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0839422594888934, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0845447851063454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0845448161481887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0845448161481888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0845448161481887"
[1] "Starting iterative with newton 0.0845448161481887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.083889018060332, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0844905961510108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.084490627085893, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0844906270858931, diff to last: 0"
[1] "Final threshold is: 0.00481036382627723"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.292788493018749, diff to last: 0.293"
[1] "Newton iter: 2, lambda:0.309550232998684, diff to last: 0.017"
[1] "Newton iter: 3, lambda:0.309604552043065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309604552612627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.309604552612627"
[1] "Starting iterative with newton 0.309604552612627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147290564706101, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150368889549987, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150370228895294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150370228895547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150370228895294"
[1] "Starting iterative with newton 0.150370228895294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130080293008119, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132370181886601, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132370890013162, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13237089001323, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.13237089001323"
[1] "Starting iterative with newton 0.13237089001323"
[1] "Starting newton at: 0.135271566479124"
[1] "Newton iter: 1, lambda:0.130365508011747, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.130368738206704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.130368738208105, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.130368738206704"
[1] "Starting iterative with newton 0.130368738206704"
[1] "Starting newton at: 0.13727371828565"
[1] "Newton iter: 1, lambda:0.130139374403772, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.13014620006361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.13014620006986, diff to last: 0"
[1] "Final threshold is: 0.00740970441936699"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.381046933876978"
[1] "Newton iter: 1, lambda:0.390661663850123, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.390684141136813, diff to last: 0"
[1] "Newton iter: 3, lambda:0.390684141259444, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.390684141259444"
[1] "Starting iterative with newton 0.390684141259444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140611622240068, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143094929455955, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.143095702825111, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143095702825186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.143095702825111"
[1] "Starting iterative with newton 0.143095702825111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119379649439276, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.12102486335037, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121025175619041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121025175619052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121025175619041"
[1] "Starting iterative with newton 0.121025175619041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117496970615195, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.11907774983875, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.11907803580381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119078035803819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11907803580381"
[1] "Starting iterative with newton 0.11907803580381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11733087159571, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118906042377721, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118906326113222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118906326113231, diff to last: 0"
[1] "Final threshold is: 0.00676977683298635"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.60336156016041"
[1] "Newton iter: 1, lambda:0.500357603492534, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.503388391874511, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.503391098806224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.503391098808382, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.503391098806224"
[1] "Starting iterative with newton 0.503391098806224"
[1] "Starting newton at: 0.385002578107021"
[1] "Newton iter: 1, lambda:0.184335026757637, diff to last: 0.201"
[1] "Newton iter: 2, lambda:0.190920075213413, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.190927231299218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190927231307667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.190927231299218"
[1] "Starting iterative with newton 0.190927231299218"
[1] "Starting newton at: 0.282874442802104"
[1] "Newton iter: 1, lambda:0.153745667437214, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.15619012164595, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156191000127931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156191000128045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156191000128045"
[1] "Starting iterative with newton 0.156191000128045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149123106606258, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.152348964856999, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152350474198726, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152350474199057, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.152350474199057"
[1] "Starting iterative with newton 0.152350474199057"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14872082487223, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151924444037016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151925930400122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151925930400442, diff to last: 0"
[1] "Final threshold is: 0.00864970500369595"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.69286966341184"
[1] "Starting iterative with newton 2.69286966341184"
[1] "Starting newton at: 0.774177165513476"
[1] "Newton iter: 1, lambda:0.654115079023355, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.660139434389103, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.660155260649442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.660155260758468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.660155260758468"
[1] "Starting iterative with newton 0.660155260758468"
[1] "Starting newton at: 0.278381362312905"
[1] "Newton iter: 1, lambda:0.317714342635627, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.318122286440737, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318122330213799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318122330213799, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318122330213799"
[1] "Starting iterative with newton 0.318122330213799"
[1] "Starting newton at: 0.270754216476102"
[1] "Newton iter: 1, lambda:0.263735887042354, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.263747261358715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263747261388599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263747261388599"
[1] "Starting iterative with newton 0.263747261388599"
[1] "Starting newton at: 0.258010239024087"
[1] "Newton iter: 1, lambda:0.255111471852287, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.255113371854501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255113371855317, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255113371854501"
[1] "Starting iterative with newton 0.255113371854501"
[1] "Starting newton at: 0.266644128558186"
[1] "Newton iter: 1, lambda:0.253703299872128, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.253741024198422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.25374102451916, diff to last: 0"
[1] "Final threshold is: 0.0144464147999356"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.3268178630572"
[1] "Starting iterative with newton 2.3268178630572"
[1] "Starting newton at: 0.727300585352496"
[1] "Newton iter: 1, lambda:0.672453570868872, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.673753013507547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.673753757389264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.673753757389508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.673753757389264"
[1] "Starting iterative with newton 0.673753757389264"
[1] "Starting newton at: 0.328414712961451"
[1] "Newton iter: 1, lambda:0.373490957947576, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.374107617592338, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374107732494879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374107732494883, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.374107732494879"
[1] "Starting iterative with newton 0.374107732494879"
[1] "Starting newton at: 0.200106926737801"
[1] "Newton iter: 1, lambda:0.315109043810653, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.31873687396186, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.31874046431844, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318740464321956, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318740464321956"
[1] "Starting iterative with newton 0.318740464321956"
[1] "Starting newton at: 0.23600786377112"
[1] "Newton iter: 1, lambda:0.306994963498861, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.308347802177151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.308348291659085, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308348291659149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.308348291659085"
[1] "Starting iterative with newton 0.308348291659085"
[1] "Starting newton at: 0.238187956288627"
[1] "Newton iter: 1, lambda:0.305189487875983, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.306389952181453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.306390336179592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.306390336179631, diff to last: 0"
[1] "Final threshold is: 0.0174439347974197"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.01836075963179"
[1] "Starting iterative with newton 2.01836075963179"
[1] "Starting newton at: 0.805195747198018"
[1] "Newton iter: 1, lambda:0.666038599465859, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.674337070739344, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.674368242025371, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674368242463993, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.674368242463993"
[1] "Starting iterative with newton 0.674368242463993"
[1] "Starting newton at: 0.518399055749498"
[1] "Newton iter: 1, lambda:0.417219016094728, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.420561134828405, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.420564848818926, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42056484882351, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.420564848818926"
[1] "Starting iterative with newton 0.420564848818926"
[1] "Starting newton at: 0.251410336000106"
[1] "Newton iter: 1, lambda:0.362854656335259, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.366727584663662, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.366732219084222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366732219090855, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.366732219084222"
[1] "Starting iterative with newton 0.366732219084222"
[1] "Starting newton at: 0.265110435012048"
[1] "Newton iter: 1, lambda:0.352703891535968, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.355052335089857, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.355054010847608, diff to last: 0"
[1] "Newton iter: 4, lambda:0.355054010848461, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.355054010847608"
[1] "Starting iterative with newton 0.355054010847608"
[1] "Starting newton at: 0.260105675417564"
[1] "Newton iter: 1, lambda:0.350040622195016, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.352507345364383, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.352509187473129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352509187474156, diff to last: 0"
[1] "Final threshold is: 0.0200696515381785"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.5370242779073"
[1] "Starting iterative with newton 1.5370242779073"
[1] "Starting newton at: 0.654348524560996"
[1] "Newton iter: 1, lambda:0.777128617362941, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.786050724687356, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.78609615971055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.78609616088479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.78609615971055"
[1] "Starting iterative with newton 0.78609615971055"
[1] "Starting newton at: 0.713432105681159"
[1] "Newton iter: 1, lambda:0.571703177158193, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.580566275481121, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.580602466879029, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580602467481235, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.580602466879029"
[1] "Starting iterative with newton 0.580602466879029"
[1] "Starting newton at: 0.468767073040092"
[1] "Newton iter: 1, lambda:0.522103699207082, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.523338424829425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.52333908044917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523339080449355, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.52333908044917"
[1] "Starting iterative with newton 0.52333908044917"
[1] "Starting newton at: 0.472773784314121"
[1] "Newton iter: 1, lambda:0.506803603546141, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.50729478578336, diff to last: 0"
[1] "Newton iter: 3, lambda:0.507294887518154, diff to last: 0"
[1] "Newton iter: 4, lambda:0.507294887518158, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.507294887518154"
[1] "Starting iterative with newton 0.507294887518154"
[1] "Starting newton at: 0.483361051135699"
[1] "Newton iter: 1, lambda:0.502640507607643, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.502796900180253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.502796910436504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502796910436504, diff to last: 0"
[1] "Final threshold is: 0.0286260873347399"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.28611309334307"
[1] "Starting iterative with newton 1.28611309334307"
[1] "Starting newton at: 0.843080672807822"
[1] "Newton iter: 1, lambda:0.853338873254113, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.853405324638204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.853405327414258, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.853405327414258"
[1] "Starting iterative with newton 0.853405327414258"
[1] "Starting newton at: 0.626035096571776"
[1] "Newton iter: 1, lambda:0.708735739258349, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.712642315285136, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.7126508352367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.712650835277172, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.712650835277172"
[1] "Starting iterative with newton 0.712650835277172"
[1] "Starting newton at: 0.625560072736428"
[1] "Newton iter: 1, lambda:0.664934213616173, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.665770719766445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.665771093250542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665771093250616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.665771093250542"
[1] "Starting iterative with newton 0.665771093250542"
[1] "Starting newton at: 0.626345542722661"
[1] "Newton iter: 1, lambda:0.649750626807706, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.650040423289987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.650040467433066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.650040467433067, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.650040467433067"
[1] "Starting iterative with newton 0.650040467433067"
[1] "Starting newton at: 0.624949233438537"
[1] "Newton iter: 1, lambda:0.644547625884167, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.644749555182551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.644749576504497, diff to last: 0"
[1] "Newton iter: 4, lambda:0.644749576504497, diff to last: 0"
[1] "Final threshold is: 0.0367079775212443"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3076095097092"
[1] "Starting iterative with newton 1.3076095097092"
[1] "Starting newton at: 0.933171091334815"
[1] "Newton iter: 1, lambda:0.805130014004874, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.814265829029255, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.814315381747782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814315383200269, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.814315383200269"
[1] "Starting iterative with newton 0.814315383200269"
[1] "Starting newton at: 0.643837320380996"
[1] "Newton iter: 1, lambda:0.670198569925167, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670560668210954, diff to last: 0"
[1] "Newton iter: 3, lambda:0.670560736012152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.670560736012154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.670560736012154"
[1] "Starting iterative with newton 0.670560736012154"
[1] "Starting newton at: 0.645045793063074"
[1] "Newton iter: 1, lambda:0.627124084484519, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.627282387807004, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627282400221533, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627282400221534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.627282400221533"
[1] "Starting iterative with newton 0.627282400221533"
[1] "Starting newton at: 0.637766413887159"
[1] "Newton iter: 1, lambda:0.613833181325251, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.614111344347649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.614111382174066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.614111382174066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.614111382174066"
[1] "Starting iterative with newton 0.614111382174066"
[1] "Starting newton at: 0.631288129533915"
[1] "Newton iter: 1, lambda:0.609866391928272, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.61008850410349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.610088528122968, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610088528122968, diff to last: 0"
[1] "Final threshold is: 0.0347345958685569"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.05024866378419"
[1] "Starting iterative with newton 1.05024866378419"
[1] "Starting newton at: 0.996622158908104"
[1] "Newton iter: 1, lambda:0.946064526761245, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.94786372196683, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.947866066236431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.947866066240407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.947866066236431"
[1] "Starting iterative with newton 0.947866066236431"
[1] "Starting newton at: 1.00796562045737"
[1] "Newton iter: 1, lambda:0.899109242324992, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.906943694822631, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.906986918868144, diff to last: 0"
[1] "Newton iter: 4, lambda:0.90698692017898, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.906986918868144"
[1] "Starting iterative with newton 0.906986918868144"
[1] "Starting newton at: 0.995857714826521"
[1] "Newton iter: 1, lambda:0.882064961825979, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.890505997318288, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.890555554882177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.890555556583746, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.890555554882177"
[1] "Starting iterative with newton 0.890555554882177"
[1] "Starting newton at: 1.00278171373548"
[1] "Newton iter: 1, lambda:0.873031139678137, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.883852631307425, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.883933750022474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.883933754558315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.883933750022474"
[1] "Starting iterative with newton 0.883933750022474"
[1] "Starting newton at: 1.00689273510558"
[1] "Newton iter: 1, lambda:0.869024396600705, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.881160661638398, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.881262535874537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.881262543013747, diff to last: 0"
[1] "Final threshold is: 0.0501735348669463"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.792736284875531"
[1] "Starting iterative with newton 0.792736284875531"
[1] "Starting newton at: 1.0474880269072"
[1] "Newton iter: 1, lambda:1.12647239703503, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.13248078093393, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.1325141029966, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13251410401743, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13251410401743"
[1] "Starting iterative with newton 1.13251410401743"
[1] "Starting newton at: 1.35224979623878"
[1] "Newton iter: 1, lambda:1.32833901077575, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.32891850715478, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.32891885468161, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32891885468174, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.32891885468174"
[1] "Starting iterative with newton 1.32891885468174"
[1] "Starting newton at: 1.32427069739185"
[1] "Newton iter: 1, lambda:1.42788679637018, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.44068629002752, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.44086856675222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44086860330332, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44086860330332, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44086860330332"
[1] "Starting iterative with newton 1.44086860330332"
[1] "Starting newton at: 1.30709667250088"
[1] "Newton iter: 1, lambda:1.46913391677105, diff to last: 0.162"
[1] "Newton iter: 2, lambda:1.50271289823925, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.504035089662, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50403707991966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50403707992416, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50403707991966"
[1] "Starting iterative with newton 1.50403707991966"
[1] "Starting newton at: 1.29035090190983"
[1] "Newton iter: 1, lambda:1.48577712910631, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.53634488395108, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.53944701727707, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.53945819388361, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53945819402825, diff to last: 0"
[1] "Final threshold is: 0.087647047528663"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.893946397485522"
[1] "Starting iterative with newton 0.893946397485522"
[1] "Starting newton at: 0.902236384362813"
[1] "Newton iter: 1, lambda:1.00090969066717, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.00884685271092, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.00889602196461, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0088960238432, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00889602196461"
[1] "Starting iterative with newton 1.00889602196461"
[1] "Starting newton at: 1.19345249987851"
[1] "Newton iter: 1, lambda:1.04281903499773, diff to last: 0.151"
[1] "Newton iter: 2, lambda:1.05922013387102, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.05943825772921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05943829594207, diff to last: 0"
[1] "Newton iter: 5, lambda:1.05943829594207, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.05943829594207"
[1] "Starting iterative with newton 1.05943829594207"
[1] "Starting newton at: 1.19483583273567"
[1] "Newton iter: 1, lambda:1.06955978507025, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.08126511226833, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.0813774977697, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08137750805667, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08137750805667, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08137750805667"
[1] "Starting iterative with newton 1.08137750805667"
[1] "Starting newton at: 1.19057664018095"
[1] "Newton iter: 1, lambda:1.08179558312645, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.09078006257828, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.09084656689938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09084657052316, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09084656689938"
[1] "Starting iterative with newton 1.09084656689938"
[1] "Starting newton at: 1.19226796820097"
[1] "Newton iter: 1, lambda:1.08629937877262, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.09486278814495, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.09492334665481, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09492334966733, diff to last: 0"
[1] "Final threshold is: 0.0623380348916134"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.11492633487446"
[1] "Newton iter: 1, lambda:1.28346599782274, diff to last: 0.169"
[1] "Newton iter: 2, lambda:1.31814386875463, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.3195106732639, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.31951274058639, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31951274059111, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31951274059111"
[1] "Starting iterative with newton 1.31951274059111"
[1] "Starting newton at: 1.50353109316672"
[1] "Newton iter: 1, lambda:1.71708754329398, diff to last: 0.214"
[1] "Newton iter: 2, lambda:1.79175798774753, diff to last: 0.075"
[1] "Newton iter: 3, lambda:1.80018177045779, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.80028162883889, diff to last: 0"
[1] "Newton iter: 5, lambda:1.80028164273154, diff to last: 0"
[1] "Newton iter: 6, lambda:1.80028164273154, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80028164273154"
[1] "Starting iterative with newton 1.80028164273154"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.250819407576009"
threshold is:
[{'ad': 0.0021212058645628308, 'da': 0.004810363826277228, 'dd': 0.007409704419366992}, {'ad': 0.006769776832986346, 'da': 0.008649705003695949, 'dd': 0.014446414799935647}, {'ad': 0.017443934797419666, 'da': 0.02006965153817848, 'dd': 0.028626087334739855}, {'ad': 0.036707977521244266, 'da': 0.034734595868556914, 'dd': 0.0501735348669463}, {'ad': 0.08764704752866305, 'da': 0.06233803489161342, 'dd': 0.2508194075760086}]
Number of points in noise estimation: 128
Estimated noise: 0.056933697762557973
0.056933697762557973
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.6010964004741"
[1] "Starting iterative with newton 22.6010964004741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1776577207566"
[1] "Starting iterative with newton 11.1776577207566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.76997636666523"
[1] "Starting iterative with newton 5.76997636666523"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.33714167287742"
[1] "Starting iterative with newton 5.33714167287742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.90621987886552"
[1] "Starting iterative with newton 3.90621987886552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69286966341184"
[1] "Starting iterative with newton 2.69286966341184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.3268178630572"
[1] "Starting iterative with newton 2.3268178630572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.01836075963179"
[1] "Starting iterative with newton 2.01836075963179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.5370242779073"
[1] "Starting iterative with newton 1.5370242779073"
[1] "Starting newton at: 1.79289067933889"
[1] "Newton iter: 1, lambda:1.39640207412165, diff to last: 0.396"
[1] "Newton iter: 2, lambda:1.31644750997636, diff to last: 0.08"
[1] "Newton iter: 3, lambda:1.30967216923053, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.30962031627943, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30962031323222, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.30962031627943"
[1] "Starting iterative with newton 1.30962031627943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.28611309334307"
[1] "Starting iterative with newton 1.28611309334307"
[1] "Starting newton at: 1.4884954250628"
[1] "Newton iter: 1, lambda:1.24085823229872, diff to last: 0.248"
[1] "Newton iter: 2, lambda:1.18365898965901, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.17932202156616, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.17929631819021, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17929631728643, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17929631728643"
[1] "Starting iterative with newton 1.17929631728643"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3076095097092"
[1] "Starting iterative with newton 1.3076095097092"
[1] "Starting newton at: 1.51013171446832"
[1] "Newton iter: 1, lambda:1.28817745722015, diff to last: 0.222"
[1] "Newton iter: 2, lambda:1.24396131333898, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.24159914778366, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.2415922336383, diff to last: 0"
[1] "Newton iter: 5, lambda:1.24159223357901, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24159223357901"
[1] "Starting iterative with newton 1.24159223357901"
[1] "Starting newton at: 1.45929302391927"
[1] "Newton iter: 1, lambda:1.23015304495244, diff to last: 0.229"
[1] "Newton iter: 2, lambda:1.17702884116694, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.17318929405633, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.17316874725773, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17316874666891, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.17316874725773"
[1] "Starting iterative with newton 1.17316874725773"
[1] "Starting newton at: 1.4008521009247"
[1] "Newton iter: 1, lambda:1.15865179094642, diff to last: 0.242"
[1] "Newton iter: 2, lambda:1.09069472496198, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.08337874816526, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.08329186974577, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0832918574986, diff to last: 0"
[1] "Newton iter: 6, lambda:1.0832918574986, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0832918574986"
[1] "Starting iterative with newton 1.0832918574986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.05024866378419"
[1] "Starting iterative with newton 1.05024866378419"
[1] "Starting newton at: 1.21011618383941"
[1] "Newton iter: 1, lambda:1.11782688728238, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.10568740856887, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.10546406079463, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10546398504, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10546398503999, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10546398504"
[1] "Starting iterative with newton 1.10546398504"
[1] "Starting newton at: 1.25553997401128"
[1] "Newton iter: 1, lambda:1.19446827821396, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.18980603007726, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.18977770544938, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18977770440205, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.18977770544938"
[1] "Starting iterative with newton 1.18977770544938"
[1] "Starting newton at: 1.34137443189325"
[1] "Newton iter: 1, lambda:1.30883896134242, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.30776581596103, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.30776461391142, diff to last: 0"
[1] "Newton iter: 4, lambda:1.30776461390991, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30776461390991"
[1] "Starting iterative with newton 1.30776461390991"
[1] "Starting newton at: 1.46084151206238"
[1] "Newton iter: 1, lambda:1.43886105523249, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.43848696366482, diff to last: 0"
[1] "Newton iter: 3, lambda:1.4384868520932, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43848685209319, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.43848685209319"
[1] "Starting iterative with newton 1.43848685209319"
[1] "Starting newton at: 1.58929712035204"
[1] "Newton iter: 1, lambda:1.56403330245324, diff to last: 0.025"
[1] "Newton iter: 2, lambda:1.56367110547707, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56367102734149, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56367102734148, diff to last: 0"
[1] "Final threshold is: 0.0890255736707287"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.792736284875531"
[1] "Starting iterative with newton 0.792736284875531"
[1] "Starting newton at: 1.19643617009846"
[1] "Newton iter: 1, lambda:1.2721447544913, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.26575434943393, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26571044629052, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26571044420743, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26571044629052"
[1] "Starting iterative with newton 1.26571044629052"
[1] "Starting newton at: 1.81957770686585"
[1] "Newton iter: 1, lambda:1.78568732323569, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.78555684048135, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78555683783599, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78555683783599"
[1] "Starting iterative with newton 1.78555683783599"
[1] "Starting newton at: 2.14049131131634"
[1] "Newton iter: 1, lambda:2.12506357743928, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.12511483087414, diff to last: 0"
[1] "Newton iter: 3, lambda:2.12511483140248, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.12511483140248"
[1] "Starting iterative with newton 2.12511483140248"
[1] "Starting newton at: 2.34252249467328"
[1] "Newton iter: 1, lambda:2.31895997724456, diff to last: 0.024"
[1] "Newton iter: 2, lambda:2.3191549680206, diff to last: 0"
[1] "Newton iter: 3, lambda:2.31915498076347, diff to last: 0"
[1] "Newton iter: 4, lambda:2.31915498076347, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.31915498076347"
[1] "Starting iterative with newton 2.31915498076347"
[1] "Starting newton at: 2.4240128606476"
[1] "Newton iter: 1, lambda:2.42523207455267, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.42523265796939, diff to last: 0"
[1] "Newton iter: 3, lambda:2.42523265796952, diff to last: 0"
[1] "Final threshold is: 0.138077463152714"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.893946397485522"
[1] "Starting iterative with newton 0.893946397485522"
[1] "Starting newton at: 1.19361760123467"
[1] "Newton iter: 1, lambda:1.17879661922542, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.1785101744472, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17851006672491, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1785100667249, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1785100667249"
[1] "Starting iterative with newton 1.1785100667249"
[1] "Starting newton at: 1.45929959504336"
[1] "Newton iter: 1, lambda:1.5391222833668, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.53484940450001, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.53483867531738, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53483867524916, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53483867524916"
[1] "Starting iterative with newton 1.53483867524916"
[1] "Starting newton at: 1.82104935599538"
[1] "Newton iter: 1, lambda:1.82399042635269, diff to last: 0.003"
[1] "Newton iter: 2, lambda:1.82398871564863, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82398871564806, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82398871564863"
[1] "Starting iterative with newton 1.82398871564863"
[1] "Starting newton at: 1.95237081878334"
[1] "Newton iter: 1, lambda:2.00353825190879, diff to last: 0.051"
[1] "Newton iter: 2, lambda:2.00335765725135, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00335765668484, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00335765668484"
[1] "Starting iterative with newton 2.00335765668484"
[1] "Starting newton at: 2.13460315037242"
[1] "Newton iter: 1, lambda:2.10869728211813, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.1087560092476, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10875600947091, diff to last: 0"
[1] "Final threshold is: 0.120059277285481"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.056933697762558"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.79118916726079"
[1] "Newton iter: 1, lambda:1.76395419410135, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.76385532977921, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76385532815141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.76385532815141"
[1] "Starting iterative with newton 1.76385532815141"
[1] "Starting newton at: 2.49529102132525"
[1] "Newton iter: 1, lambda:2.43527039479186, diff to last: 0.06"
[1] "Newton iter: 2, lambda:2.43766462302086, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.43766831183886, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43766831184763, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.43766831184763"
[1] "Starting iterative with newton 2.43766831184763"
[1] "Starting newton at: 2.82742344926395"
[1] "Newton iter: 1, lambda:2.77183406055252, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.77425950979271, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.77426416336289, diff to last: 0"
[1] "Newton iter: 4, lambda:2.77426416338002, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.77426416336289"
[1] "Starting iterative with newton 2.77426416336289"
[1] "Starting newton at: 2.95810927440535"
[1] "Newton iter: 1, lambda:2.94790909516666, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.94799613585783, diff to last: 0"
[1] "Newton iter: 3, lambda:2.94799614221746, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.94799613585783"
[1] "Starting iterative with newton 2.94799613585783"
[1] "Starting newton at: 3.02366177067707"
[1] "Newton iter: 1, lambda:3.02631794151669, diff to last: 0.003"
[1] "Newton iter: 2, lambda:3.02632400449879, diff to last: 0"
[1] "Newton iter: 3, lambda:3.02632400453035, diff to last: 0"
[1] "Final threshold is: 0.172299816205505"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.08902557367072873}, {'ad': 0.13807746315271432, 'da': 0.1200592772854808, 'dd': 0.17229981620550494}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.427973303435656. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022154788702476447
0.022154788702476447
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.080625766618"
[1] "Starting iterative with newton 58.080625766618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.7245071443965"
[1] "Starting iterative with newton 28.7245071443965"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.8277690646673"
[1] "Starting iterative with newton 14.8277690646673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.7154641824948"
[1] "Starting iterative with newton 13.7154641824948"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.0382605749052"
[1] "Starting iterative with newton 10.0382605749052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.92017556969583"
[1] "Starting iterative with newton 6.92017556969583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.9794903369587"
[1] "Starting iterative with newton 5.9794903369587"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.18681279284051"
[1] "Starting iterative with newton 5.18681279284051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.94986731163481"
[1] "Starting iterative with newton 3.94986731163481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.30507210554791"
[1] "Starting iterative with newton 3.30507210554791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36031390851896"
[1] "Starting iterative with newton 3.36031390851896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69894426899841"
[1] "Starting iterative with newton 2.69894426899841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.03718521781576"
[1] "Starting iterative with newton 2.03718521781576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.29727643507966"
[1] "Starting iterative with newton 2.29727643507966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.73331355569708"
[1] "Starting iterative with newton 1.73331355569708"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.427973303435656. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022154788702476447
0.022154788702476447
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0514324888755304, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0515122507987075, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0515122509904315, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0515122507987075"
[1] "Starting iterative with newton 0.0515122507987075"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00572281707777811, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00572323301465397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00572323301465617, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00572323301465397"
[1] "Starting iterative with newton 0.00572323301465397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525769027428185, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525802383272434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00525802383272568, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00525802383272434"
[1] "Starting iterative with newton 0.00525802383272434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525311237133934, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525344517246427, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0052534451724656, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00525344517246427"
[1] "Starting iterative with newton 0.00525344517246427"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00525306732955484, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00525340012323367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.005253400123235, diff to last: 0"
[1] "Final threshold is: 0.000116387969699806"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104200152910915, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.104939589225132, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104939626366368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104939626366368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.104939626366368"
[1] "Starting iterative with newton 0.104939626366368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267305015581798, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267522450791782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267522450935667, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0267522450791782"
[1] "Starting iterative with newton 0.0267522450791782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248549884565308, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248729577430369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02487295775243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0248729577430369"
[1] "Starting iterative with newton 0.0248729577430369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248105136489754, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248283989263268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024828398935622, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0248283989263268"
[1] "Starting iterative with newton 0.0248283989263268"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0248094594895491, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248273427787081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024827342788001, diff to last: 0"
[1] "Final threshold is: 0.000550044533306232"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.192905559772072"
[1] "Newton iter: 1, lambda:0.163560955932352, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.163659606919008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.163659608035996, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.163659608035996"
[1] "Starting iterative with newton 0.163659608035996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0388662797836208, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0389231166127879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0389231167343812, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0389231166127879"
[1] "Starting iterative with newton 0.0389231166127879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355948837201114, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356392623861247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03563926245513, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.03563926245513"
[1] "Starting iterative with newton 0.03563926245513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355083750090813, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355524581177825, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355524581857481, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355524581177825"
[1] "Starting iterative with newton 0.0355524581177825"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355060880781047, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355501633954049, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355501634633432, diff to last: 0"
[1] "Final threshold is: 0.000787606358363708"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157105051705483, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.159576978194676, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.159577586413252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159577586413288, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.159577586413252"
[1] "Starting iterative with newton 0.159577586413252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0460923470999548, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0461834063397304, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0461834066951505, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0461834063397304"
[1] "Starting iterative with newton 0.0461834063397304"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0428395683186503, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0429142827755526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0429142830028333, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0429142830028333"
[1] "Starting iterative with newton 0.0429142830028333"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0427460316170694, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428203090452624, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428203092695565, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0428203092695565"
[1] "Starting iterative with newton 0.0428203092695565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0427433430995498, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0428176079926047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0428176082168135, diff to last: 0"
[1] "Final threshold is: 0.000948615057821624"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.195283829716764"
[1] "Newton iter: 1, lambda:0.196059621368051, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.196059693675573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.196059693675573, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.196059693675573"
[1] "Starting iterative with newton 0.196059693675573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0597820127655514, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.05997804861516, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0599780507230761, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0599780507230761"
[1] "Starting iterative with newton 0.0599780507230761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0542686317054875, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0544222595907499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0544222608218997, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0544222595907499"
[1] "Starting iterative with newton 0.0544222595907499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.054042139479725, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541941722300055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541941734332262, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0541941734332262"
[1] "Starting iterative with newton 0.0541941734332262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0540328401214589, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541848076123814, diff to last: 0"
[1] "Newton iter: 3, lambda:0.054184808814467, diff to last: 0"
[1] "Final threshold is: 0.00120045296353665"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.297220612354451"
[1] "Newton iter: 1, lambda:0.289574279324401, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.289584982608173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289584982629164, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.289584982608173"
[1] "Starting iterative with newton 0.289584982608173"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109778419912646, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.110950496977197, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110950630460795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110950630460796, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.110950630460795"
[1] "Starting iterative with newton 0.110950630460795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982699516025139, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991516487206859, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991517196651325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099151719665133, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0991517196651325"
[1] "Starting iterative with newton 0.0991517196651325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0975078107424869, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0983721093714983, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0983721772490362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0983721772490366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0983721772490366"
[1] "Starting iterative with newton 0.0983721772490366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0974574213235549, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0983205777268295, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0983206454056604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0983206454056608, diff to last: 0"
[1] "Final threshold is: 0.00217827312405352"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.451307905963229"
[1] "Newton iter: 1, lambda:0.367992124355084, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.369565047709285, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369565616591959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369565616592033, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.369565616591959"
[1] "Starting iterative with newton 0.369565616591959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128316437158823, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130236032880372, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130236461875252, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130236461875273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130236461875252"
[1] "Starting iterative with newton 0.130236461875252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108306874502403, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109569336066427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109569507497314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109569507497317, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.109569507497314"
[1] "Starting iterative with newton 0.109569507497314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106575613181759, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107788866714978, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10778902386438, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107789023864382, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10778902386438"
[1] "Starting iterative with newton 0.10778902386438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10642650523841, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107635575364904, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107635731331247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107635731331249, diff to last: 0"
[1] "Final threshold is: 0.00238464688448035"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.307711658384636"
[1] "Newton iter: 1, lambda:0.422042924209386, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.425503250054811, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.425506359087145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425506359089653, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.425506359087145"
[1] "Starting iterative with newton 0.425506359087145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139140991929714, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141603030358693, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.141603800671342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141603800671417, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.141603800671417"
[1] "Starting iterative with newton 0.141603800671417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115090928045475, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116597765053663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.116598023361896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116598023361903, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116598023361896"
[1] "Starting iterative with newton 0.116598023361896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112993712231813, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114431013049944, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114431245632947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114431245632953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.114431245632947"
[1] "Starting iterative with newton 0.114431245632947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112812197753923, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.11424357814984, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114243808611363, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114243808611369, diff to last: 0"
[1] "Final threshold is: 0.0025310474403509"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.367814554511863"
[1] "Newton iter: 1, lambda:0.536637859710864, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.546824064535719, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.546859918081087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546859918524088, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.546859918081087"
[1] "Starting iterative with newton 0.546859918081087"
[1] "Starting newton at: 0.359433205876029"
[1] "Newton iter: 1, lambda:0.206823287786478, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.210840592837893, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.210843402432717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210843402434091, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210843402432717"
[1] "Starting iterative with newton 0.210843402432717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.168557253429981, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.172982745099659, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.172985792404237, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172985792405682, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.172985792404237"
[1] "Starting iterative with newton 0.172985792404237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164511054916896, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.168670199875635, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168672855783687, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16867285578477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16867285578477"
[1] "Starting iterative with newton 0.16867285578477"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164048976005903, diff to last: 0.164"
[1] "Newton iter: 2, lambda:0.168178404334975, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.168181018427714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168181018428761, diff to last: 0"
[1] "Final threshold is: 0.0037260149270333"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.30507210554791"
[1] "Starting iterative with newton 3.30507210554791"
[1] "Starting newton at: 0.664436007619868"
[1] "Newton iter: 1, lambda:0.599739666882357, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.601307297775912, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.601308237474725, diff to last: 0"
[1] "Newton iter: 4, lambda:0.601308237475062, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.601308237474725"
[1] "Starting iterative with newton 0.601308237474725"
[1] "Starting newton at: 0.390779818284441"
[1] "Newton iter: 1, lambda:0.246307221607447, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.250619685580407, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.250623572967795, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250623572970953, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.250623572967795"
[1] "Starting iterative with newton 0.250623572967795"
[1] "Starting newton at: 0.341872320352557"
[1] "Newton iter: 1, lambda:0.199146646132926, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.202896462409193, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.202899068413339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.202899068414598, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.202899068413339"
[1] "Starting iterative with newton 0.202899068413339"
[1] "Starting newton at: 0.343725420727759"
[1] "Newton iter: 1, lambda:0.19224159187481, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.196392046563417, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.196395183205671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196395183207462, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196395183207462"
[1] "Starting iterative with newton 0.196395183207462"
[1] "Starting newton at: 0.347502837230816"
[1] "Newton iter: 1, lambda:0.191091763122647, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.195504947810307, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195508485519224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195508485521497, diff to last: 0"
[1] "Final threshold is: 0.00433144918626994"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.36031390851896"
[1] "Starting iterative with newton 3.36031390851896"
[1] "Starting newton at: 0.633807182844321"
[1] "Newton iter: 1, lambda:0.586954495570232, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.587748825548511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.587749057202018, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587749057202038, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587749057202018"
[1] "Starting iterative with newton 0.587749057202018"
[1] "Starting newton at: 0.340440514893862"
[1] "Newton iter: 1, lambda:0.250180544256497, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.251856662263497, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.251857244286681, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251857244286751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.251857244286751"
[1] "Starting iterative with newton 0.251857244286751"
[1] "Starting newton at: 0.335235657542431"
[1] "Newton iter: 1, lambda:0.203281157855845, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.206494065370474, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.206495983467343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206495983468027, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.206495983467343"
[1] "Starting iterative with newton 0.206495983467343"
[1] "Starting newton at: 0.34469452711708"
[1] "Newton iter: 1, lambda:0.196307259946739, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.200304178732433, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.200307100506283, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200307100507845, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.200307100506283"
[1] "Starting iterative with newton 0.200307100506283"
[1] "Starting newton at: 0.346958438880265"
[1] "Newton iter: 1, lambda:0.195292555248493, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.199458371603308, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.199461538606394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199461538608224, diff to last: 0"
[1] "Final threshold is: 0.00441902824209551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.69894426899841"
[1] "Starting iterative with newton 2.69894426899841"
[1] "Starting newton at: 0.574143995115391"
[1] "Newton iter: 1, lambda:0.638124201311482, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.639874821682061, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.639876108992062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639876108992758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639876108992062"
[1] "Starting iterative with newton 0.639876108992062"
[1] "Starting newton at: 0.317998643700486"
[1] "Newton iter: 1, lambda:0.316395074645129, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.316395736778284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316395736778397, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316395736778397"
[1] "Starting iterative with newton 0.316395736778397"
[1] "Starting newton at: 0.313855046386065"
[1] "Newton iter: 1, lambda:0.263599874961495, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.264181696253116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.264181774483931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.264181774483933, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.264181774483931"
[1] "Starting iterative with newton 0.264181774483931"
[1] "Starting newton at: 0.325932660191198"
[1] "Newton iter: 1, lambda:0.254544478758591, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.255695574886374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.255695875479511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255695875479532, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255695875479511"
[1] "Starting iterative with newton 0.255695875479511"
[1] "Starting newton at: 0.324186846262321"
[1] "Newton iter: 1, lambda:0.253178920706629, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.254314423307301, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.254314714922448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254314714922467, diff to last: 0"
[1] "Final threshold is: 0.00563428877303737"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.03718521781576"
[1] "Starting iterative with newton 2.03718521781576"
[1] "Starting newton at: 0.853174609544149"
[1] "Newton iter: 1, lambda:0.692852998624568, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.704587995660596, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.704655207199304, diff to last: 0"
[1] "Newton iter: 4, lambda:0.704655209395523, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.704655207199304"
[1] "Starting iterative with newton 0.704655207199304"
[1] "Starting newton at: 0.28523009312904"
[1] "Newton iter: 1, lambda:0.418964077728923, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.425205132265754, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.425218550649329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425218550711302, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.425218550649329"
[1] "Starting iterative with newton 0.425218550649329"
[1] "Starting newton at: 0.290488506900649"
[1] "Newton iter: 1, lambda:0.363013572012607, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.364673806192392, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.364674671055623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.364674671055858, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364674671055623"
[1] "Starting iterative with newton 0.364674671055623"
[1] "Starting newton at: 0.297299623180846"
[1] "Newton iter: 1, lambda:0.350636935091121, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.351514309310229, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.351514545706519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.351514545706536, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.351514545706519"
[1] "Starting iterative with newton 0.351514545706519"
[1] "Starting newton at: 0.296643670445793"
[1] "Newton iter: 1, lambda:0.347847067090103, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.348651645871351, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.348651843729799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.348651843729811, diff to last: 0"
[1] "Final threshold is: 0.00772430792856254"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.29727643507966"
[1] "Starting iterative with newton 2.29727643507966"
[1] "Starting newton at: 0.576798718466094"
[1] "Newton iter: 1, lambda:0.66237297995088, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.665724501722937, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.665729521358262, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66572952136951, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665729521358262"
[1] "Starting iterative with newton 0.665729521358262"
[1] "Starting newton at: 0.304692821710942"
[1] "Newton iter: 1, lambda:0.370131986001858, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.371424603516415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.371425104712799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371425104712874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371425104712799"
[1] "Starting iterative with newton 0.371425104712799"
[1] "Starting newton at: 0.319862614991842"
[1] "Newton iter: 1, lambda:0.31601390282909, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.316017937393817, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316017937398252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.316017937393817"
[1] "Starting iterative with newton 0.316017937393817"
[1] "Starting newton at: 0.313753225943997"
[1] "Newton iter: 1, lambda:0.305494691658754, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.305512909416987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305512909505692, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305512909505692"
[1] "Starting iterative with newton 0.305512909505692"
[1] "Starting newton at: 0.311811202282622"
[1] "Newton iter: 1, lambda:0.303500224111826, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.303518606220856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303518606310836, diff to last: 0"
[1] "Final threshold is: 0.00672439058809322"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221547887024764"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.73331355569708"
[1] "Starting iterative with newton 1.73331355569708"
[1] "Starting newton at: 0.736283577746105"
[1] "Newton iter: 1, lambda:0.77532484932906, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.776190646665662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.77619106661876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.776191066618859, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.776191066618859"
[1] "Starting iterative with newton 0.776191066618859"
[1] "Starting newton at: 0.533684190362035"
[1] "Newton iter: 1, lambda:0.522203103254939, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.522258853149774, diff to last: 0"
[1] "Newton iter: 3, lambda:0.52225885446734, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.52225885446734"
[1] "Starting iterative with newton 0.52225885446734"
[1] "Starting newton at: 0.560642186727478"
[1] "Newton iter: 1, lambda:0.45009504466291, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.454740364726768, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.454748742646428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454748742673659, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454748742646428"
[1] "Starting iterative with newton 0.454748742646428"
[1] "Starting newton at: 0.568519059432028"
[1] "Newton iter: 1, lambda:0.429729303072047, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.436839170970156, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.436858320022225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436858320160997, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.436858320022225"
[1] "Starting iterative with newton 0.436858320022225"
[1] "Starting newton at: 0.571112638669427"
[1] "Newton iter: 1, lambda:0.424193609550714, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.432097478695729, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.432120987716118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432120987923882, diff to last: 0"
[1] "Final threshold is: 0.00957354917675602"
threshold is:
[{'ad': 0.00011638796969980558, 'da': 0.0005500445333062322, 'dd': 0.0007876063583637077}, {'ad': 0.0009486150578216241, 'da': 0.0012004529635366472, 'dd': 0.0021782731240535176}, {'ad': 0.002384646884480353, 'da': 0.0025310474403508984, 'dd': 0.0037260149270333005}, {'ad': 0.0043314491862699415, 'da': 0.004419028242095514, 'dd': 0.005634288773037374}, {'ad': 0.007724307928562538, 'da': 0.0067243905880932184, 'dd': 0.009573549176756024}]
Number of points in noise estimation: 128
Estimated noise: 0.056933697762557973
0.056933697762557973
threshold is:
[{'ad': 0.038172021652651544, 'da': 0.00856340816752752, 'dd': 0.009639030034573736}, {'ad': 0.008800699298936898, 'da': 0.007348209665785309, 'dd': 0.010857109852403096}, {'ad': 0.016394020655865482, 'da': 0.015481666962735882, 'dd': 0.026751413704873273}, {'ad': 0.029134834644762412, 'da': 0.02895499903906436, 'dd': 0.04616355533077381}, {'ad': 0.05530336803643088, 'da': 0.04942925078253966, 'dd': 0.2508194075760086}]
['baboon256', 0.075, 3, 0.0015795768744430378, 0.0018797935402049154, 0.0016164224587134062, 0.007617587195475944, 0.0022039312679453206, 0.0022647841313065352, 0.001371018875398531, 0.0015795768744430389, 28.014592331118028, 27.25889847158409, 27.91445124062387, 21.181825658814862, 26.568019535668608, 26.449731866092865, 28.629565660529405, 28.014592331118024]
baboon256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.056725991900528475
0.056725991900528475
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11522614665005, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116186645366227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116186711794092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116186711794093, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.116186711794092"
[1] "Starting iterative with newton 0.116186711794092"
[1] "Starting newton at: 0.0593622507678012"
[1] "Newton iter: 1, lambda:0.0416958928738493, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0417082522109386, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0417082522169876, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0417082522109386"
[1] "Starting iterative with newton 0.0417082522109386"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397382260035973, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397984905047698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397984906433808, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0397984906433808"
[1] "Starting iterative with newton 0.0397984906433808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396892014081148, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397492601151571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397492602526922, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0397492602526922"
[1] "Starting iterative with newton 0.0397492602526922"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396879374755678, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397479908838187, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397479910213262, diff to last: 0"
[1] "Final threshold is: 0.00225474421673803"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.244660644005706"
[1] "Newton iter: 1, lambda:0.246964696819061, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.246965491534504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246965491534598, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.246965491534598"
[1] "Starting iterative with newton 0.246965491534598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105733218399212, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.106728889827353, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106728977979026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106728977979027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.106728977979026"
[1] "Starting iterative with newton 0.106728977979026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0961077383847807, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0969077118702947, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0969077672228452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0969077672228455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0969077672228452"
[1] "Starting iterative with newton 0.0969077672228452"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0954146538327372, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0962015252023571, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0962015786487264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0962015786487267, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0962015786487267"
[1] "Starting iterative with newton 0.0962015786487267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0953647397333486, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.0961506723569461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0961507256681047, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0961507256681049, diff to last: 0"
[1] "Final threshold is: 0.00545424528547884"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.284374435938048, diff to last: 0.284"
[1] "Newton iter: 2, lambda:0.29997011153067, diff to last: 0.016"
[1] "Newton iter: 3, lambda:0.30001653750921, diff to last: 0"
[1] "Newton iter: 4, lambda:0.300016537920056, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.30001653750921"
[1] "Starting iterative with newton 0.30001653750921"
[1] "Starting newton at: 0.17083569252221"
[1] "Newton iter: 1, lambda:0.153847681077731, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.153884955207872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.153884955387478, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.153884955207872"
[1] "Starting iterative with newton 0.153884955207872"
[1] "Starting newton at: 0.184967390353084"
[1] "Newton iter: 1, lambda:0.139474434467164, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.139732630986592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.139732639320188, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.139732639320188"
[1] "Starting iterative with newton 0.139732639320188"
[1] "Starting newton at: 0.199119706240769"
[1] "Newton iter: 1, lambda:0.137862869904743, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.138329031003719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138329058073964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138329058073964, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.138329058073964"
[1] "Starting iterative with newton 0.138329058073964"
[1] "Starting newton at: 0.200523287486993"
[1] "Newton iter: 1, lambda:0.137699407348833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.138189516516942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.138189546429592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138189546429592, diff to last: 0"
[1] "Final threshold is: 0.00783893909150276"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.312106046473832"
[1] "Newton iter: 1, lambda:0.376165920929614, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.377143555281605, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.377143780989862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.377143780989874, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.377143780989862"
[1] "Starting iterative with newton 0.377143780989862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13790081441437, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140247669541928, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140248348634387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140248348634444, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.140248348634387"
[1] "Starting iterative with newton 0.140248348634387"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118380769100598, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119967766526848, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119968051647584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119968051647593, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.119968051647584"
[1] "Starting iterative with newton 0.119968051647584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116719310904885, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.11825012068526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118250383930177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118250383930184, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.118250383930184"
[1] "Starting iterative with newton 0.118250383930184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11657852034823, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.11810462954599, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118104891004691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118104891004698, diff to last: 0"
[1] "Final threshold is: 0.00669961709054487"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.46215495772291"
[1] "Newton iter: 1, lambda:0.497009159653481, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.497379515464895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.497379556930576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.497379556930576, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.497379556930576"
[1] "Starting iterative with newton 0.497379556930576"
[1] "Starting newton at: 0.223578783665661"
[1] "Newton iter: 1, lambda:0.202454085817823, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.202526545907738, diff to last: 0"
[1] "Newton iter: 3, lambda:0.202526546760802, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.202526545907738"
[1] "Starting iterative with newton 0.202526545907738"
[1] "Starting newton at: 0.270665439786275"
[1] "Newton iter: 1, lambda:0.171560491823351, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.173002037074182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.173002342952854, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173002342952868, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173002342952854"
[1] "Starting iterative with newton 0.173002342952854"
[1] "Starting newton at: 0.276830659112258"
[1] "Newton iter: 1, lambda:0.168203411611654, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.169918400169377, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169918829007478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169918829007505, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.169918829007478"
[1] "Starting iterative with newton 0.169918829007478"
[1] "Starting newton at: 0.279914173057634"
[1] "Newton iter: 1, lambda:0.167769169771608, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.169594995253733, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.169595480833886, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169595480833921, diff to last: 0"
[1] "Final threshold is: 0.00962047187215122"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 2.77092077105797"
[1] "Starting iterative with newton 2.77092077105797"
[1] "Starting newton at: 0.467787495196626"
[1] "Newton iter: 1, lambda:0.64361264241686, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.658041213563979, diff to last: 0.014"
[1] "Newton iter: 3, lambda:0.658134850785466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658134854712155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.658134850785466"
[1] "Starting iterative with newton 0.658134850785466"
[1] "Starting newton at: 0.242573921828244"
[1] "Newton iter: 1, lambda:0.321817650531131, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.323438525219567, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.323439199488668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323439199488785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.323439199488668"
[1] "Starting iterative with newton 0.323439199488668"
[1] "Starting newton at: 0.225656780377355"
[1] "Newton iter: 1, lambda:0.268462249328309, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.268888293669982, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268888335774702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268888335774702, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.268888335774702"
[1] "Starting iterative with newton 0.268888335774702"
[1] "Starting newton at: 0.267065064115219"
[1] "Newton iter: 1, lambda:0.259695269657919, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.25970764830467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259707648339609, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25970764830467"
[1] "Starting iterative with newton 0.25970764830467"
[1] "Starting newton at: 0.265503428515266"
[1] "Newton iter: 1, lambda:0.258143183941633, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.258155494642171, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258155494676627, diff to last: 0"
[1] "Final threshold is: 0.0146441265001033"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.39197220767379"
[1] "Starting iterative with newton 2.39197220767379"
[1] "Starting newton at: 0.769598578282764"
[1] "Newton iter: 1, lambda:0.655989215429384, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.661376154819741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.66138878835945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.661388788428815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.661388788428815"
[1] "Starting iterative with newton 0.661388788428815"
[1] "Starting newton at: 0.30504767119558"
[1] "Newton iter: 1, lambda:0.355448669379788, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.356197851281772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.356198016023869, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356198016023877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.356198016023869"
[1] "Starting iterative with newton 0.356198016023869"
[1] "Starting newton at: 0.282287904991139"
[1] "Newton iter: 1, lambda:0.298971840628523, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.299045539923057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299045541359604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.299045541359604"
[1] "Starting iterative with newton 0.299045541359604"
[1] "Starting newton at: 0.281651442939147"
[1] "Newton iter: 1, lambda:0.288379812394071, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.28839153967543, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288391539711042, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.288391539711042"
[1] "Starting iterative with newton 0.288391539711042"
[1] "Starting newton at: 0.279927121627224"
[1] "Newton iter: 1, lambda:0.286396078070619, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.286406874936558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286406874966622, diff to last: 0"
[1] "Final threshold is: 0.0162467140679068"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.0289840225979"
[1] "Starting iterative with newton 2.0289840225979"
[1] "Starting newton at: 0.761183759432966"
[1] "Newton iter: 1, lambda:0.668498766205795, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.672239703103369, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.672246006257809, diff to last: 0"
[1] "Newton iter: 4, lambda:0.672246006275682, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.672246006275682"
[1] "Starting iterative with newton 0.672246006275682"
[1] "Starting newton at: 0.498913803459928"
[1] "Newton iter: 1, lambda:0.415984916969528, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.418228061720576, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.418229727075652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41822972707657, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.418229727075652"
[1] "Starting iterative with newton 0.418229727075652"
[1] "Starting newton at: 0.300082430706922"
[1] "Newton iter: 1, lambda:0.363348836339971, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.364587188239709, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.364587659786091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36458765978616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.364587659786091"
[1] "Starting iterative with newton 0.364587659786091"
[1] "Starting newton at: 0.30672212429533"
[1] "Newton iter: 1, lambda:0.352438993443428, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.3530737655809, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.353073887427327, diff to last: 0"
[1] "Newton iter: 4, lambda:0.353073887427331, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.353073887427327"
[1] "Starting iterative with newton 0.353073887427327"
[1] "Starting newton at: 0.315785964739795"
[1] "Newton iter: 1, lambda:0.350238099723953, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.350596911697861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.350596950487915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350596950487915, diff to last: 0"
[1] "Final threshold is: 0.0198879597737274"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.63621568566375"
[1] "Starting iterative with newton 1.63621568566375"
[1] "Starting newton at: 0.823725121744425"
[1] "Newton iter: 1, lambda:0.820403097143345, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.820409576599635, diff to last: 0"
[1] "Newton iter: 3, lambda:0.820409576624318, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.820409576624318"
[1] "Starting iterative with newton 0.820409576624318"
[1] "Starting newton at: 0.510118229529027"
[1] "Newton iter: 1, lambda:0.581312282636277, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.583737370703764, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.583740143372372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583740143375994, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583740143375994"
[1] "Starting iterative with newton 0.583740143375994"
[1] "Starting newton at: 0.514558750740653"
[1] "Newton iter: 1, lambda:0.514031552461361, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.514031673332416, diff to last: 0"
[1] "Newton iter: 3, lambda:0.514031673332423, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.514031673332416"
[1] "Starting iterative with newton 0.514031673332416"
[1] "Starting newton at: 0.517731371541554"
[1] "Newton iter: 1, lambda:0.493406334422541, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.493656092803834, diff to last: 0"
[1] "Newton iter: 3, lambda:0.493656119255324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.493656119255324, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.493656119255324"
[1] "Starting iterative with newton 0.493656119255324"
[1] "Starting newton at: 0.498416917506641"
[1] "Newton iter: 1, lambda:0.487668257805012, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.487716784082242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.4877167850732, diff to last: 0"
[1] "Final threshold is: 0.027666218343601"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.3029492048039"
[1] "Starting iterative with newton 1.3029492048039"
[1] "Starting newton at: 0.801849704028951"
[1] "Newton iter: 1, lambda:0.861546099010303, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.863856108978464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.863859485905775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863859485912984, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863859485905775"
[1] "Starting iterative with newton 0.863859485905775"
[1] "Starting newton at: 0.613268694192977"
[1] "Newton iter: 1, lambda:0.713721191855585, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.719564473446342, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.719583713472992, diff to last: 0"
[1] "Newton iter: 4, lambda:0.71958371368117, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.71958371368117"
[1] "Starting iterative with newton 0.71958371368117"
[1] "Starting newton at: 0.644549960497959"
[1] "Newton iter: 1, lambda:0.670293470711628, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.670652969114644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.670653038694879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.670653038694882, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.670653038694879"
[1] "Starting iterative with newton 0.670653038694879"
[1] "Starting newton at: 0.652614384770179"
[1] "Newton iter: 1, lambda:0.653939773744021, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.653940705201852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.653940705202312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.653940705201852"
[1] "Starting iterative with newton 0.653940705201852"
[1] "Starting newton at: 0.647394328239335"
[1] "Newton iter: 1, lambda:0.648220554781484, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.648220914755486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.648220914755554, diff to last: 0"
[1] "Final threshold is: 0.0367709743601767"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.33722985894038"
[1] "Starting iterative with newton 1.33722985894038"
[1] "Starting newton at: 0.89843639925822"
[1] "Newton iter: 1, lambda:0.81891181304053, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.822561803072974, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.822569788805465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822569788843634, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.822569788805465"
[1] "Starting iterative with newton 0.822569788805465"
[1] "Starting newton at: 0.649783483466443"
[1] "Newton iter: 1, lambda:0.667884174021458, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.668055627285572, diff to last: 0"
[1] "Newton iter: 3, lambda:0.668055642587238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668055642587238, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.668055642587238"
[1] "Starting iterative with newton 0.668055642587238"
[1] "Starting newton at: 0.652496465462828"
[1] "Newton iter: 1, lambda:0.619741466347537, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.620269204605689, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.620269342900641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.62026934290065, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.620269342900641"
[1] "Starting iterative with newton 0.620269342900641"
[1] "Starting newton at: 0.63697656401423"
[1] "Newton iter: 1, lambda:0.604840367362581, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.605340977425618, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.605341099993638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.605341099993645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.605341099993645"
[1] "Starting iterative with newton 0.605341099993645"
[1] "Starting newton at: 0.643026761317113"
[1] "Newton iter: 1, lambda:0.599761831804823, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.600662073373462, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.600662467883846, diff to last: 0"
[1] "Newton iter: 4, lambda:0.600662467883922, diff to last: 0"
[1] "Final threshold is: 0.0340731742881348"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.04165122747058"
[1] "Starting iterative with newton 1.04165122747058"
[1] "Starting newton at: 0.990984770084529"
[1] "Newton iter: 1, lambda:0.955159722361441, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.956075246597593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.956075856579112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.956075856579383, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.956075856579383"
[1] "Starting iterative with newton 0.956075856579383"
[1] "Starting newton at: 0.968048463063462"
[1] "Newton iter: 1, lambda:0.920003684929752, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.921600787460871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.921602598897095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.921602598899423, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.921602598897095"
[1] "Starting iterative with newton 0.921602598897095"
[1] "Starting newton at: 0.965107445214847"
[1] "Newton iter: 1, lambda:0.905152338551298, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.907599331140275, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.907603541892224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.907603541904677, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.907603541904677"
[1] "Starting iterative with newton 0.907603541904677"
[1] "Starting newton at: 0.962962838275283"
[1] "Newton iter: 1, lambda:0.89913936970399, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.901895528584157, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.901900848988431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.90190084900823, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.901900848988431"
[1] "Starting iterative with newton 0.901900848988431"
[1] "Starting newton at: 0.956698334053548"
[1] "Newton iter: 1, lambda:0.89717124603967, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.899570686945708, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.899574711678546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899574711689857, diff to last: 0"
[1] "Final threshold is: 0.0510292678085974"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.799366912284075"
[1] "Starting iterative with newton 0.799366912284075"
[1] "Starting newton at: 1.03024808949059"
[1] "Newton iter: 1, lambda:1.13029292840917, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.1400504052755, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.14013863987774, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14013864704633, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14013863987774"
[1] "Starting iterative with newton 1.14013863987774"
[1] "Starting newton at: 1.33477972564465"
[1] "Newton iter: 1, lambda:1.33535766696406, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.3353580124207, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33535801242083, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.3353580124207"
[1] "Starting iterative with newton 1.3353580124207"
[1] "Starting newton at: 1.3442771969692"
[1] "Newton iter: 1, lambda:1.43497179649945, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.44468322681634, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.44478772822204, diff to last: 0"
[1] "Newton iter: 4, lambda:1.44478774021839, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44478774021839, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.44478774021839"
[1] "Starting iterative with newton 1.44478774021839"
[1] "Starting newton at: 1.33151575305775"
[1] "Newton iter: 1, lambda:1.47757736848207, diff to last: 0.146"
[1] "Newton iter: 2, lambda:1.50459480172902, diff to last: 0.027"
[1] "Newton iter: 3, lambda:1.50544404350402, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50544486256707, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50544486256783, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50544486256783"
[1] "Starting iterative with newton 1.50544486256783"
[1] "Starting newton at: 1.32183369168389"
[1] "Newton iter: 1, lambda:1.49681818077845, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.53694239787848, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.53887267579859, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53887698728646, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53887698730793, diff to last: 0"
[1] "Final threshold is: 0.0872943235179395"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.900069243250319"
[1] "Starting iterative with newton 0.900069243250319"
[1] "Starting newton at: 0.896667531544986"
[1] "Newton iter: 1, lambda:1.00387796099556, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.01332570462404, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.01339575404647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.01339575787707, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.01339575404647"
[1] "Starting iterative with newton 1.01339575404647"
[1] "Starting newton at: 1.20115615657998"
[1] "Newton iter: 1, lambda:1.04570536851249, diff to last: 0.155"
[1] "Newton iter: 2, lambda:1.06317329469921, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.06342195388395, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06342200376058, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06342200376058, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.06342200376058"
[1] "Starting iterative with newton 1.06342200376058"
[1] "Starting newton at: 1.19905440005743"
[1] "Newton iter: 1, lambda:1.07328323030749, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.08512285505962, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.08523833992073, diff to last: 0"
[1] "Newton iter: 4, lambda:1.08523835082951, diff to last: 0"
[1] "Newton iter: 5, lambda:1.08523835082951, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.08523833992073"
[1] "Starting iterative with newton 1.08523833992073"
[1] "Starting newton at: 1.19865920196918"
[1] "Newton iter: 1, lambda:1.08477427843895, diff to last: 0.114"
[1] "Newton iter: 2, lambda:1.09462215119274, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.0947024398295, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09470244513394, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.09470244513394"
[1] "Starting iterative with newton 1.09470244513394"
[1] "Starting newton at: 1.19553372997595"
[1] "Newton iter: 1, lambda:1.09024678667775, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.09873878775911, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.09879859668705, diff to last: 0"
[1] "Newton iter: 4, lambda:1.09879859963816, diff to last: 0"
[1] "Final threshold is: 0.0623304404633864"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.10286154558658"
[1] "Newton iter: 1, lambda:1.27742480891053, diff to last: 0.175"
[1] "Newton iter: 2, lambda:1.31436283000713, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.31590292720757, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.31590553039553, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31590553040295, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31590553040295"
[1] "Starting iterative with newton 1.31590553040295"
[1] "Starting newton at: 1.53636212653004"
[1] "Newton iter: 1, lambda:1.72321080787706, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.7795026268504, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.78417436062252, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.7842047664393, diff to last: 0"
[1] "Newton iter: 5, lambda:1.78420476772017, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.78420476772017"
[1] "Starting iterative with newton 1.78420476772017"
[1] "Starting newton at: 1.56737296609282"
[1] "Newton iter: 1, lambda:1.87259942488155, diff to last: 0.305"
[1] "Newton iter: 2, lambda:2.04875953623675, diff to last: 0.176"
[1] "Newton iter: 3, lambda:2.10840780951604, diff to last: 0.06"
[1] "Newton iter: 4, lambda:2.11461093079406, diff to last: 0.006"
[1] "Newton iter: 5, lambda:2.11467344170506, diff to last: 0"
[1] "Newton iter: 6, lambda:2.11467344799701, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.11467344170506"
[1] "Starting iterative with newton 2.11467344170506"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Iteration: 4 Threshold: 4.4054649080067"
[1] "Starting iterative with newton 4.4054649080067"
[1] "Starting newton at: 4.4054649080067"
[1] "Newton iter: 1, lambda:4.4054649080067, diff to last: 0"
[1] "Newton iter: 2, lambda:4.4054649080067, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.24990436668965"
threshold is:
[{'ad': 0.002254744216738028, 'da': 0.00545424528547884, 'dd': 0.007838939091502763}, {'ad': 0.006699617090544874, 'da': 0.009620471872151216, 'dd': 0.01464412650010325}, {'ad': 0.01624671406790684, 'da': 0.019887959773727426, 'dd': 0.027666218343601036}, {'ad': 0.03677097436017674, 'da': 0.034073174288134785, 'dd': 0.05102926780859745}, {'ad': 0.0872943235179395, 'da': 0.06233044046338636, 'dd': 0.2499043666896504}]
Number of points in noise estimation: 128
Estimated noise: 0.056725991900528475
0.056725991900528475
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 23.2580915812503"
[1] "Starting iterative with newton 23.2580915812503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.1018435774757"
[1] "Starting iterative with newton 11.1018435774757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.99744068037946"
[1] "Starting iterative with newton 5.99744068037946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.43805564549636"
[1] "Starting iterative with newton 5.43805564549636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.84358584594535"
[1] "Starting iterative with newton 3.84358584594535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.77092077105797"
[1] "Starting iterative with newton 2.77092077105797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.39197220767379"
[1] "Starting iterative with newton 2.39197220767379"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.0289840225979"
[1] "Starting iterative with newton 2.0289840225979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63621568566375"
[1] "Starting iterative with newton 1.63621568566375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.3029492048039"
[1] "Starting iterative with newton 1.3029492048039"
[1] "Starting newton at: 1.48394079608441"
[1] "Newton iter: 1, lambda:1.23192649662495, diff to last: 0.252"
[1] "Newton iter: 2, lambda:1.17282389737044, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.16813948702349, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.16810910488716, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16810910360768, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16810910488716"
[1] "Starting iterative with newton 1.16810910488716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.33722985894038"
[1] "Starting iterative with newton 1.33722985894038"
[1] "Starting newton at: 1.57120652469521"
[1] "Newton iter: 1, lambda:1.29207988784081, diff to last: 0.279"
[1] "Newton iter: 2, lambda:1.2301400132041, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.22545372374507, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.22542582635766, diff to last: 0"
[1] "Newton iter: 5, lambda:1.2254258253674, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2254258253674"
[1] "Starting iterative with newton 1.2254258253674"
[1] "Starting newton at: 1.43632660945828"
[1] "Newton iter: 1, lambda:1.163443713907, diff to last: 0.273"
[1] "Newton iter: 2, lambda:1.08292706958661, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.07260389490339, diff to last: 0.01"
[1] "Newton iter: 4, lambda:1.07242813595996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07242808503698, diff to last: 0"
[1] "Newton iter: 6, lambda:1.07242808503697, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.07242808503697"
[1] "Starting iterative with newton 1.07242808503697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04165122747058"
[1] "Starting iterative with newton 1.04165122747058"
[1] "Starting newton at: 1.1938065612991"
[1] "Newton iter: 1, lambda:1.11143122077763, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.10162159386098, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.10147526624462, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10147523363592, diff to last: 0"
[1] "Newton iter: 5, lambda:1.10147523363592, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.10147523363592"
[1] "Starting iterative with newton 1.10147523363592"
[1] "Starting newton at: 1.24200784621551"
[1] "Newton iter: 1, lambda:1.18896816583126, diff to last: 0.053"
[1] "Newton iter: 2, lambda:1.18541451262129, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.18539800305247, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18539800269565, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.18539800269565"
[1] "Starting iterative with newton 1.18539800269565"
[1] "Starting newton at: 1.34486315459049"
[1] "Newton iter: 1, lambda:1.31439244302465, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.31346745446384, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.31346657748074, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31346657747995, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.31346657747995"
[1] "Starting iterative with newton 1.31346657747995"
[1] "Starting newton at: 1.44297080908937"
[1] "Newton iter: 1, lambda:1.45224244616102, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.45217581112378, diff to last: 0"
[1] "Newton iter: 3, lambda:1.45217580772346, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.45217581112378"
[1] "Starting iterative with newton 1.45217581112378"
[1] "Starting newton at: 1.60417138195733"
[1] "Newton iter: 1, lambda:1.60264241850297, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.60264118389215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60264118389134, diff to last: 0"
[1] "Final threshold is: 0.0909114108168735"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.799366912284075"
[1] "Starting iterative with newton 0.799366912284075"
[1] "Starting newton at: 1.200510203112"
[1] "Newton iter: 1, lambda:1.2766661779102, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.27026352073977, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.27021997053496, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27021996850916, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27021996850916"
[1] "Starting iterative with newton 1.27021996850916"
[1] "Starting newton at: 1.8184989078251"
[1] "Newton iter: 1, lambda:1.80325705903648, diff to last: 0.015"
[1] "Newton iter: 2, lambda:1.80323051466613, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80323051457255, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.80323051466613"
[1] "Starting iterative with newton 1.80323051466613"
[1] "Starting newton at: 2.14737667800894"
[1] "Newton iter: 1, lambda:2.14590662435819, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.14590709750642, diff to last: 0"
[1] "Newton iter: 3, lambda:2.14590709750647, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.14590709750642"
[1] "Starting iterative with newton 2.14590709750642"
[1] "Starting newton at: 2.37260918999712"
[1] "Newton iter: 1, lambda:2.34245521241124, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.34278821966525, diff to last: 0"
[1] "Newton iter: 3, lambda:2.34278825813029, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34278825813029, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.34278825813029"
[1] "Starting iterative with newton 2.34278825813029"
[1] "Starting newton at: 2.44368503370456"
[1] "Newton iter: 1, lambda:2.44487344191585, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.44487400542328, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4448740054234, diff to last: 0"
[1] "Final threshold is: 0.138687903029461"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.900069243250319"
[1] "Starting iterative with newton 0.900069243250319"
[1] "Starting newton at: 1.19426189892684"
[1] "Newton iter: 1, lambda:1.17681401946405, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.17641644869367, diff to last: 0"
[1] "Newton iter: 3, lambda:1.17641624058046, diff to last: 0"
[1] "Newton iter: 4, lambda:1.1764162405804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.1764162405804"
[1] "Starting iterative with newton 1.1764162405804"
[1] "Starting newton at: 1.45560975692606"
[1] "Newton iter: 1, lambda:1.53115346177433, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.52728565121565, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5272766875472, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5272766874987, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5272766874987"
[1] "Starting iterative with newton 1.5272766874987"
[1] "Starting newton at: 1.81305007512277"
[1] "Newton iter: 1, lambda:1.81958534246722, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.81957654516147, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8195765451461, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.8195765451461"
[1] "Starting iterative with newton 1.8195765451461"
[1] "Starting newton at: 1.95376036191189"
[1] "Newton iter: 1, lambda:2.00150477179493, diff to last: 0.048"
[1] "Newton iter: 2, lambda:2.00135219330991, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00135219287155, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00135219287155"
[1] "Starting iterative with newton 2.00135219287155"
[1] "Starting newton at: 2.13692727227509"
[1] "Newton iter: 1, lambda:2.106666522694, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.10674863573974, diff to last: 0"
[1] "Newton iter: 3, lambda:2.1067486361657, diff to last: 0"
[1] "Final threshold is: 0.119507406071585"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0567259919005285"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.77948064742059"
[1] "Newton iter: 1, lambda:1.78615827643248, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.78615092783378, diff to last: 0"
[1] "Newton iter: 3, lambda:1.78615092782531, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.78615092783378"
[1] "Starting iterative with newton 1.78615092783378"
[1] "Starting newton at: 2.37501447146595"
[1] "Newton iter: 1, lambda:2.44762839561688, diff to last: 0.073"
[1] "Newton iter: 2, lambda:2.45075610320199, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.45076230299183, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45076230301624, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.45076230299183"
[1] "Starting iterative with newton 2.45076230299183"
[1] "Starting newton at: 2.69669518651672"
[1] "Newton iter: 1, lambda:2.75728873427339, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.76007407724511, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.76008001915694, diff to last: 0"
[1] "Newton iter: 4, lambda:2.76008001918399, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.76008001915694"
[1] "Starting iterative with newton 2.76008001915694"
[1] "Starting newton at: 2.94704392761909"
[1] "Newton iter: 1, lambda:2.92084913808713, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.92140301715048, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.92140326673175, diff to last: 0"
[1] "Newton iter: 4, lambda:2.9214032667318, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.92140326673175"
[1] "Starting iterative with newton 2.92140326673175"
[1] "Starting newton at: 3.03363469766836"
[1] "Newton iter: 1, lambda:2.99200872736506, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.9934257407732, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.99342741297282, diff to last: 0"
[1] "Newton iter: 4, lambda:2.99342741297515, diff to last: 0"
[1] "Final threshold is: 0.169805139183248"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.09091141081687347}, {'ad': 0.1386879030294606, 'da': 0.11950740607158464, 'dd': 0.16980513918324833}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.429823833734717. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022165789188068157
0.022165789188068157
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.5213778975193"
[1] "Starting iterative with newton 59.5213778975193"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.4114895938749"
[1] "Starting iterative with newton 28.4114895938749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.3484619280887"
[1] "Starting iterative with newton 15.3484619280887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.9169013060498"
[1] "Starting iterative with newton 13.9169013060498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.83638424583808"
[1] "Starting iterative with newton 9.83638424583808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.0912534574069"
[1] "Starting iterative with newton 7.0912534574069"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.12146018928272"
[1] "Starting iterative with newton 6.12146018928272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.19251222032494"
[1] "Starting iterative with newton 5.19251222032494"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18735182153778"
[1] "Starting iterative with newton 4.18735182153778"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.33446670503808"
[1] "Starting iterative with newton 3.33446670503808"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.42219667902598"
[1] "Starting iterative with newton 3.42219667902598"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.66576112365442"
[1] "Starting iterative with newton 2.66576112365442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.04571470959338"
[1] "Starting iterative with newton 2.04571470959338"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30342895393125"
[1] "Starting iterative with newton 2.30342895393125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.72613299630262"
[1] "Starting iterative with newton 1.72613299630262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.429823833734717. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.022165789188068157
0.022165789188068157
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0432480304345574, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0433083978514945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0433083979691115, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0433083978514945"
[1] "Starting iterative with newton 0.0433083978514945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0230683039096234, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0230762476153346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0230762476162765, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0230762476153346"
[1] "Starting iterative with newton 0.0230762476153346"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228477756382811, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.022855580081514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228555800824245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.022855580081514"
[1] "Starting iterative with newton 0.022855580081514"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228453343330155, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228531372464203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228531372473305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0228531372464203"
[1] "Starting iterative with newton 0.0228531372464203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0228453073029543, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0228531101994223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0228531102003325, diff to last: 0"
[1] "Final threshold is: 0.000506557222992259"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.143494373996391"
[1] "Newton iter: 1, lambda:0.124782995605175, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.124807945545067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124807945589491, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124807945589491"
[1] "Starting iterative with newton 0.124807945589491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0315147370260151, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0315539046628875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031553904723391, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.031553904723391"
[1] "Starting iterative with newton 0.031553904723391"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0284011932025518, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284313980343755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284313980685413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0284313980685413"
[1] "Starting iterative with newton 0.0284313980685413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028299532475285, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283294669416974, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0283294669751932, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0283294669416974"
[1] "Starting iterative with newton 0.0283294669416974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0282962168158637, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0283261424877875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0283261425212617, diff to last: 0"
[1] "Final threshold is: 0.000627871303637461"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.159050652291663, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.161590979116826, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.161591624458181, diff to last: 0"
[1] "Newton iter: 4, lambda:0.161591624458223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.161591624458223"
[1] "Starting iterative with newton 0.161591624458223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049613304756372, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497465072137091, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497465081739874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0497465072137091"
[1] "Starting iterative with newton 0.0497465072137091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445742781897372, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446763139467331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446763144814878, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0446763144814878"
[1] "Starting iterative with newton 0.0446763144814878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443492958251638, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444500562628429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444500567830341, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444500567830341"
[1] "Starting iterative with newton 0.0444500567830341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443392638981537, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444399676945093, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444399682140587, diff to last: 0"
[1] "Final threshold is: 0.000985046955441053"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.246255404225464"
[1] "Newton iter: 1, lambda:0.155011605168324, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.155796618116194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.15579667666061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155796676660611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.15579667666061"
[1] "Starting iterative with newton 0.15579667666061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0484662446787547, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0485668320719109, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0485668325052007, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0485668320719109"
[1] "Starting iterative with newton 0.0485668320719109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453146870521908, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453989469037032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453989471950502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0453989469037032"
[1] "Starting iterative with newton 0.0453989469037032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0452201087053907, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453039134376435, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453039137254952, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0453039137254952"
[1] "Starting iterative with newton 0.0453039137254952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0452172700904483, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453010611929879, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453010614807353, diff to last: 0"
[1] "Final threshold is: 0.00100413377239954"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.272172455577633"
[1] "Newton iter: 1, lambda:0.203348442173749, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.203916739475955, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.203916778498591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.203916778498591, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.203916778498591"
[1] "Starting iterative with newton 0.203916778498591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0751186239001667, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0755237933094558, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755238050912109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0755238050912109, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0755238050912109"
[1] "Starting iterative with newton 0.0755238050912109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.068109859864927, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0684280703969593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0684280773411207, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0684280773411207"
[1] "Starting iterative with newton 0.0684280773411207"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0677221545024019, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0680359189117901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0680359256454396, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0680359256454396"
[1] "Starting iterative with newton 0.0680359256454396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0677007276213516, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0680142474093213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0680142541314909, diff to last: 0"
[1] "Final threshold is: 0.00150758946986013"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.307952562946751"
[1] "Newton iter: 1, lambda:0.307291787675928, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307291870542296, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307291870542298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.307291870542296"
[1] "Starting iterative with newton 0.307291870542296"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0998027732094213, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100769233062921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100769323682024, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100769323682024, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100769323682024"
[1] "Starting iterative with newton 0.100769323682024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0852590279415716, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.0859050912431811, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0859051283486056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0859051283486057, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0859051283486056"
[1] "Starting iterative with newton 0.0859051283486056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842255944064199, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848519071517142, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848519417923426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848519417923427, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0848519417923426"
[1] "Starting iterative with newton 0.0848519417923426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0841524294268906, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.084777358591494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0847773930629593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0847773930629594, diff to last: 0"
[1] "Final threshold is: 0.00187915782254755"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326512106714016"
[1] "Newton iter: 1, lambda:0.363215517057574, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.363526544024249, diff to last: 0"
[1] "Newton iter: 3, lambda:0.36352656623219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36352656623219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.36352656623219"
[1] "Starting iterative with newton 0.36352656623219"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120430402518336, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.12195526629968, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.121955510478609, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121955510478615, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.121955510478609"
[1] "Starting iterative with newton 0.121955510478609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.103251547021599, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.104286378860076, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.104286482750034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104286482750035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.104286482750034"
[1] "Starting iterative with newton 0.104286482750034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101983631676211, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102986979122109, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102987076188248, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102987076188249, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.102987076188248"
[1] "Starting iterative with newton 0.102987076188248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101890334911169, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102891389926785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102891486506022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102891486506023, diff to last: 0"
[1] "Final threshold is: 0.00228067099913947"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.280497791238009"
[1] "Newton iter: 1, lambda:0.419654073296636, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.424819744617838, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.424826705612633, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42482670562526, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.424826705612633"
[1] "Starting iterative with newton 0.424826705612633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142715200589571, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145287761189859, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145288596556247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145288596556335, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.145288596556247"
[1] "Starting iterative with newton 0.145288596556247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120176772193144, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121815026318647, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12181533075825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121815330758261, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.121815330758261"
[1] "Starting iterative with newton 0.121815330758261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118253615332144, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.119825321745419, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.11982559939619, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119825599396199, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.11982559939619"
[1] "Starting iterative with newton 0.11982559939619"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.118090401327138, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.11965654735851, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.119656822833552, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119656822833561, diff to last: 0"
[1] "Final threshold is: 0.00265228790984254"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.656095498531836"
[1] "Newton iter: 1, lambda:0.540697942252818, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.545196617670588, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.545203696634797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.545203696652305, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.545203696634797"
[1] "Starting iterative with newton 0.545203696634797"
[1] "Starting newton at: 0.371644465693071"
[1] "Newton iter: 1, lambda:0.194127927149517, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.199278628683575, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199283015061342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199283015064522, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.199283015061342"
[1] "Starting iterative with newton 0.199283015061342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157207102124354, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160873015958753, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160875006821123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16087500682171, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.160875006821123"
[1] "Starting iterative with newton 0.160875006821123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153114120307642, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156545418692455, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156547140011928, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156547140012361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.156547140011928"
[1] "Starting iterative with newton 0.156547140011928"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152651942214846, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.156057368014094, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156059060927255, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156059060927673, diff to last: 0"
[1] "Final threshold is: 0.00345917224540142"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.33446670503808"
[1] "Starting iterative with newton 3.33446670503808"
[1] "Starting newton at: 0.633491700660057"
[1] "Newton iter: 1, lambda:0.609202141089641, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.60943067557894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.609430695961941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609430695961941, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.609430695961941"
[1] "Starting iterative with newton 0.609430695961941"
[1] "Starting newton at: 0.326171403115977"
[1] "Newton iter: 1, lambda:0.252717497067415, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.253833544585853, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253833803544845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253833803544859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.253833803544845"
[1] "Starting iterative with newton 0.253833803544845"
[1] "Starting newton at: 0.333473905235827"
[1] "Newton iter: 1, lambda:0.203706776416851, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.206795867985452, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.206797629609043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206797629609616, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.206797629609043"
[1] "Starting iterative with newton 0.206797629609043"
[1] "Starting newton at: 0.345509080055319"
[1] "Newton iter: 1, lambda:0.196485274689553, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.200489242266602, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.200492153109759, diff to last: 0"
[1] "Newton iter: 4, lambda:0.200492153111297, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.200492153109759"
[1] "Starting iterative with newton 0.200492153109759"
[1] "Starting newton at: 0.346181199257163"
[1] "Newton iter: 1, lambda:0.195561313938697, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.199642222090257, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.199645239093522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199645239095171, diff to last: 0"
[1] "Final threshold is: 0.00442529428214848"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.42219667902598"
[1] "Starting iterative with newton 3.42219667902598"
[1] "Starting newton at: 0.725075288969405"
[1] "Newton iter: 1, lambda:0.581764928375462, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.589059006381749, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.589078852482275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589078852628886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.589078852482275"
[1] "Starting iterative with newton 0.589078852482275"
[1] "Starting newton at: 0.365839235950734"
[1] "Newton iter: 1, lambda:0.238988440375442, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.242220362533514, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.242222480978722, diff to last: 0"
[1] "Newton iter: 4, lambda:0.242222480979632, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.242222480979632"
[1] "Starting iterative with newton 0.242222480979632"
[1] "Starting newton at: 0.383521278133658"
[1] "Newton iter: 1, lambda:0.188762928935624, diff to last: 0.195"
[1] "Newton iter: 2, lambda:0.195537250485328, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.195545529615935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195545529628299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.195545529615935"
[1] "Starting iterative with newton 0.195545529615935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183298725200286, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.18926165990009, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.189267964697493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189267964704541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.189267964697493"
[1] "Starting iterative with newton 0.189267964697493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.182519850325597, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.188418117579086, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.188424271881043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188424271887742, diff to last: 0"
[1] "Final threshold is: 0.00417657268843044"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.66576112365442"
[1] "Starting iterative with newton 2.66576112365442"
[1] "Starting newton at: 0.584131239997774"
[1] "Newton iter: 1, lambda:0.644053914476473, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.645606405014341, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.645607429273476, diff to last: 0"
[1] "Newton iter: 4, lambda:0.645607429273921, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.645607429273476"
[1] "Starting iterative with newton 0.645607429273476"
[1] "Starting newton at: 0.350101735396143"
[1] "Newton iter: 1, lambda:0.311730287154512, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.312111823775736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312111861624374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312111861624374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.312111861624374"
[1] "Starting iterative with newton 0.312111861624374"
[1] "Starting newton at: 0.338425994453248"
[1] "Newton iter: 1, lambda:0.254517123000575, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.256135877406684, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.256136482912905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25613648291299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.256136482912905"
[1] "Starting iterative with newton 0.256136482912905"
[1] "Starting newton at: 0.353885900030652"
[1] "Newton iter: 1, lambda:0.244053248359093, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.246765026913665, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.246766690629276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246766690629902, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.246766690629276"
[1] "Starting iterative with newton 0.246766690629276"
[1] "Starting newton at: 0.361599067362747"
[1] "Newton iter: 1, lambda:0.241994506815346, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.245196828483205, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.245199140279904, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245199140281108, diff to last: 0"
[1] "Final threshold is: 0.0054350324525666"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.04571470959338"
[1] "Starting iterative with newton 2.04571470959338"
[1] "Starting newton at: 0.84822557544737"
[1] "Newton iter: 1, lambda:0.701673682758439, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.711676380604888, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.711725917517537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.711725918728373, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.711725917517537"
[1] "Starting iterative with newton 0.711725917517537"
[1] "Starting newton at: 0.296357349989631"
[1] "Newton iter: 1, lambda:0.422241250178056, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.427799568027128, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.427810272051978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.427810272091644, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.427810272091644"
[1] "Starting iterative with newton 0.427810272091644"
[1] "Starting newton at: 0.299814010105522"
[1] "Newton iter: 1, lambda:0.364691980383199, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.366024341205008, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3660249000818, diff to last: 0"
[1] "Newton iter: 4, lambda:0.366024900081899, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.3660249000818"
[1] "Starting iterative with newton 0.3660249000818"
[1] "Starting newton at: 0.301696787625093"
[1] "Newton iter: 1, lambda:0.351753100571882, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.352527887685222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.352528072563264, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352528072563275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.352528072563264"
[1] "Starting iterative with newton 0.352528072563264"
[1] "Starting newton at: 0.304083550622099"
[1] "Newton iter: 1, lambda:0.348958077774369, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.349577468312927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.349577585893282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.349577585893287, diff to last: 0"
[1] "Final threshold is: 0.00774866307378438"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.30342895393125"
[1] "Starting iterative with newton 2.30342895393125"
[1] "Starting newton at: 0.567791914697799"
[1] "Newton iter: 1, lambda:0.665280372449444, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.669665900856436, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.669674541403235, diff to last: 0"
[1] "Newton iter: 4, lambda:0.669674541436729, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.669674541436729"
[1] "Starting iterative with newton 0.669674541436729"
[1] "Starting newton at: 0.292474854855148"
[1] "Newton iter: 1, lambda:0.370172255887181, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.372008168716851, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.372009186382451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.372009186382764, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.372009186382764"
[1] "Starting iterative with newton 0.372009186382764"
[1] "Starting newton at: 0.329259668388453"
[1] "Newton iter: 1, lambda:0.314541513324259, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.314600785929014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314600786891476, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314600786891476"
[1] "Starting iterative with newton 0.314600786891476"
[1] "Starting newton at: 0.328510391625231"
[1] "Newton iter: 1, lambda:0.303276466466325, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.303447117567833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303447125387966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.303447117567833"
[1] "Starting iterative with newton 0.303447117567833"
[1] "Starting newton at: 0.330577335139179"
[1] "Newton iter: 1, lambda:0.301044706960381, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.301277459799289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30127747428961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.30127747428961, diff to last: 0"
[1] "Final threshold is: 0.00667805298221713"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221657891880682"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.72613299630262"
[1] "Starting iterative with newton 1.72613299630262"
[1] "Starting newton at: 0.715964988026009"
[1] "Newton iter: 1, lambda:0.778592374671611, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.780851449602331, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.780854327029702, diff to last: 0"
[1] "Newton iter: 4, lambda:0.780854327034366, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.780854327029702"
[1] "Starting iterative with newton 0.780854327029702"
[1] "Starting newton at: 0.539151206916458"
[1] "Newton iter: 1, lambda:0.52748774532232, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.527545872667204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.527545874114411, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.527545872667204"
[1] "Starting iterative with newton 0.527545872667204"
[1] "Starting newton at: 0.564263158342169"
[1] "Newton iter: 1, lambda:0.454741673152045, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.459349348000317, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.459357679567788, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459357679595009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.459357679567788"
[1] "Starting iterative with newton 0.459357679567788"
[1] "Starting newton at: 0.568232983828101"
[1] "Newton iter: 1, lambda:0.434361761260814, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.441050088531532, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.441067211830418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.441067211942549, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.441067211830418"
[1] "Starting iterative with newton 0.441067211830418"
[1] "Starting newton at: 0.572194653005202"
[1] "Newton iter: 1, lambda:0.428504314972409, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.436144435809727, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.436166629322958, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436166629510038, diff to last: 0"
[1] "Final threshold is: 0.00966797755644295"
threshold is:
[{'ad': 0.0005065572229922592, 'da': 0.0006278713036374611, 'dd': 0.0009850469554410525}, {'ad': 0.0010041337723995444, 'da': 0.0015075894698601267, 'dd': 0.0018791578225475472}, {'ad': 0.0022806709991394654, 'da': 0.002652287909842541, 'dd': 0.0034591722454014213}, {'ad': 0.004425294282148479, 'da': 0.00417657268843044, 'dd': 0.0054350324525666}, {'ad': 0.007748663073784378, 'da': 0.006678052982217127, 'dd': 0.009667977556442952}]
Number of points in noise estimation: 128
Estimated noise: 0.056725991900528475
0.056725991900528475
threshold is:
[{'ad': 0.011080282783546558, 'da': 0.01208978140848651, 'dd': 0.010713907126912559}, {'ad': 0.008660632503045385, 'da': 0.008424070440052459, 'dd': 0.00951395577727962}, {'ad': 0.017106384176168055, 'da': 0.014615871632071663, 'dd': 0.026030255298007426}, {'ad': 0.024558105856725354, 'da': 0.027682233609147337, 'dd': 0.0375287331608324}, {'ad': 0.05737680935601541, 'da': 0.0478882044395626, 'dd': 0.2499043666896504}]
['baboon256', 0.075, 4, 0.0015826870633583825, 0.001870819358300903, 0.0016224024137244475, 0.007608840471303173, 0.0022174169137437446, 0.0022626395142627633, 0.0013742659342724454, 0.0015826870633583831, 28.006049474824447, 27.279681448786906, 27.89841416225932, 21.186815213218466, 26.541526441359807, 26.453846327166023, 28.619292187963033, 28.006049474824444]
peppers256 0.025 0
Number of points in noise estimation: 128
Estimated noise: 0.012924562834494885
0.012924562834494885
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124825349847402, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124835238417203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124835238417265, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124835238417265"
[1] "Starting iterative with newton 0.0124835238417265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00507628015900652, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00507646310829654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00507646310829677, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00507646310829654"
[1] "Starting iterative with newton 0.00507646310829654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00502598757645419, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00502616640583939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00502616640583962, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00502616640583939"
[1] "Starting iterative with newton 0.00502616640583939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00502564683737873, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00502582563900029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00502582563900052, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00502582563900029"
[1] "Starting iterative with newton 0.00502582563900029"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00502564452886167, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00502582333029514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00502582333029536, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 6.49565694274698e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669467222484, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679156976306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679156976364, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679156976306"
[1] "Starting iterative with newton 0.0124679156976306"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00364167659010091, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00364176017541489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00364176017541493, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00364176017541489"
[1] "Starting iterative with newton 0.00364176017541489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00359145840327578, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0035915392213816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00359153922138164, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0035915392213816"
[1] "Starting iterative with newton 0.0035915392213816"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00359117385112173, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0035912546536887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00359125465368874, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0035912546536887"
[1] "Starting iterative with newton 0.0035912546536887"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00359117223879831, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.00359125304127725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00359125304127729, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.64153755865586e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384016339693081, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0384346015025489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0384346015268425, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0384346015025489"
[1] "Starting iterative with newton 0.0384346015025489"
[1] "Starting newton at: 0.0458787041583101"
[1] "Newton iter: 1, lambda:0.0332833633692144, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0332865721995045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332865721997128, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332865721995045"
[1] "Starting iterative with newton 0.0332865721995045"
[1] "Starting newton at: 0.0510267334613545"
[1] "Newton iter: 1, lambda:0.0332193364436105, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0332257547520752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332257547529094, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0332257547520752"
[1] "Starting iterative with newton 0.0332257547520752"
[1] "Starting newton at: 0.0510875509087838"
[1] "Newton iter: 1, lambda:0.0332185693198975, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0332250321500086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332250321508545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0332250321500086"
[1] "Starting iterative with newton 0.0332250321500086"
[1] "Starting newton at: 0.0510882735108503"
[1] "Newton iter: 1, lambda:0.0332185602038171, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.03322502356384, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033225023564686, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000429418904728424"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0369731591862711"
[1] "Newton iter: 1, lambda:0.0751262192815419, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0751903355964848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0751903357774298, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0751903355964848"
[1] "Starting iterative with newton 0.0751903355964848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0213376211203821, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0213471912496344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0213471912515596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0213471912496344"
[1] "Starting iterative with newton 0.0213471912496344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020492293358124, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0205009049198689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0205009049213897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0205009049213897"
[1] "Starting iterative with newton 0.0205009049213897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204790015684206, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204875986189797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204875986204948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0204875986204948"
[1] "Starting iterative with newton 0.0204875986204948"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0204787925794074, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0204873894019405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0204873894034555, diff to last: 0"
[1] "Final threshold is: 0.000264790551659725"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119439361523971, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120474863738153, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120474941294786, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120474941294786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.120474941294786"
[1] "Starting iterative with newton 0.120474941294786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421263082017094, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0422042736530244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0422042739200352, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0422042736530244"
[1] "Starting iterative with newton 0.0422042736530244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392573880375021, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393231783392263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393231785239829, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0393231785239829"
[1] "Starting iterative with newton 0.0393231785239829"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391524328701457, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392177992685966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392177994507781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0392177992685966"
[1] "Starting iterative with newton 0.0392177992685966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391485950662111, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.039213945992795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392139461748828, diff to last: 0"
[1] "Final threshold is: 0.000506823111325774"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.34610308916962"
[1] "Newton iter: 1, lambda:0.193694150782235, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.196424147982206, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196425039304952, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196425039305047, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.196425039304952"
[1] "Starting iterative with newton 0.196425039304952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0623833844565075, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0626202087784183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0626202121914457, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0626202087784183"
[1] "Starting iterative with newton 0.0626202087784183"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0564206154588619, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0566033531541688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0566033550712932, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0566033531541688"
[1] "Starting iterative with newton 0.0566033531541688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0561536175555935, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0563341426938006, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0563341445597531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0563341445597531"
[1] "Starting iterative with newton 0.0563341445597531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0561416752381071, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.056322101816298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0563221036799889, diff to last: 0"
[1] "Final threshold is: 0.000727938567982952"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.445927574489976"
[1] "Newton iter: 1, lambda:0.262462372575922, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.267708750359218, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.267713171742489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.267713171745627, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.267713171742489"
[1] "Starting iterative with newton 0.267713171742489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0944814521611504, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.095223949778778, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09522399559796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0952239955979602, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.09522399559796"
[1] "Starting iterative with newton 0.09522399559796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0843001248209942, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0848599232919712, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0848599479655052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0848599479655052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0848599479655052"
[1] "Starting iterative with newton 0.0848599479655052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0836824660652124, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0842322116261489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0842322353407815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0842322353407816, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0842322353407815"
[1] "Starting iterative with newton 0.0842322353407815"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0836450340272888, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0841941740364058, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0841941976939431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0841941976939432, diff to last: 0"
[1] "Final threshold is: 0.00108817319839525"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.225206254519254"
[1] "Newton iter: 1, lambda:0.332414648877894, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.33466449759535, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.334665472343603, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334665472343786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.334665472343603"
[1] "Starting iterative with newton 0.334665472343603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130860631361314, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.132793417299749, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132793838131444, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132793838131464, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.132793838131444"
[1] "Starting iterative with newton 0.132793838131444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115128701257578, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116539031971527, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116539243368153, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116539243368158, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.116539243368153"
[1] "Starting iterative with newton 0.116539243368153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113840484484366, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115212509545219, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115212708621246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11521270862125, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115212708621246"
[1] "Starting iterative with newton 0.115212708621246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113735231863891, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115104155951008, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115104354047278, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115104354047283, diff to last: 0"
[1] "Final threshold is: 0.00148767345640805"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.26899208610034"
[1] "Starting iterative with newton 3.26899208610034"
[1] "Starting newton at: 0.509447356607996"
[1] "Newton iter: 1, lambda:0.531379333838234, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.531527330657402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.531527337353912, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.531527337353912"
[1] "Starting iterative with newton 0.531527337353912"
[1] "Starting newton at: 0.230862055478796"
[1] "Newton iter: 1, lambda:0.270291848081888, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.270621098015459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270621120902335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.270621120902335, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.270621120902335"
[1] "Starting iterative with newton 0.270621120902335"
[1] "Starting newton at: 0.254059190637038"
[1] "Newton iter: 1, lambda:0.2352172092216, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.235287259480028, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235287260449477, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.235287259480028"
[1] "Starting iterative with newton 0.235287259480028"
[1] "Starting newton at: 0.255712528112032"
[1] "Newton iter: 1, lambda:0.230196394914729, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.230323588718254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.230323591884104, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.230323591884104"
[1] "Starting iterative with newton 0.230323591884104"
[1] "Starting newton at: 0.260676195707956"
[1] "Newton iter: 1, lambda:0.229432561481373, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.22962293382088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.229622940903267, diff to last: 0"
[1] "Final threshold is: 0.00296777603640902"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.97511889816985"
[1] "Starting iterative with newton 2.97511889816985"
[1] "Starting newton at: 0.612347647803945"
[1] "Newton iter: 1, lambda:0.561296905861737, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.562163893901459, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56216414805368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562164148053702, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.562164148053702"
[1] "Starting iterative with newton 0.562164148053702"
[1] "Starting newton at: 0.262034938973625"
[1] "Newton iter: 1, lambda:0.307588548003932, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.308069925201827, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308069978709708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.308069978709708, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.308069978709708"
[1] "Starting iterative with newton 0.308069978709708"
[1] "Starting newton at: 0.245524405831379"
[1] "Newton iter: 1, lambda:0.272328435660718, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.272485552614385, diff to last: 0"
[1] "Newton iter: 3, lambda:0.272485558000835, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.272485552614385"
[1] "Starting iterative with newton 0.272485552614385"
[1] "Starting newton at: 0.250411106989281"
[1] "Newton iter: 1, lambda:0.267227743483293, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.267289015594085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267289016406378, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267289016406378"
[1] "Starting iterative with newton 0.267289016406378"
[1] "Starting newton at: 0.254138407395145"
[1] "Newton iter: 1, lambda:0.266492672738803, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.266525688429856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266525688665408, diff to last: 0"
[1] "Final threshold is: 0.00344472800711868"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32528193061474"
[1] "Starting iterative with newton 2.32528193061474"
[1] "Starting newton at: 0.476179919411681"
[1] "Newton iter: 1, lambda:0.582730655086574, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.586880972342219, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.586887090191647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.586887090204923, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.586887090191647"
[1] "Starting iterative with newton 0.586887090191647"
[1] "Starting newton at: 0.460787702180281"
[1] "Newton iter: 1, lambda:0.360578496182483, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.363305163674168, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.363307216700418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.363307216701581, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.363307216701581"
[1] "Starting iterative with newton 0.363307216701581"
[1] "Starting newton at: 0.262470101098066"
[1] "Newton iter: 1, lambda:0.323583967276509, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.324570928949275, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324571184808105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324571184808123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.324571184808123"
[1] "Starting iterative with newton 0.324571184808123"
[1] "Starting newton at: 0.271237958567433"
[1] "Newton iter: 1, lambda:0.317082847591178, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.317632191275944, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.317632269798857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.317632269798858, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.317632269798857"
[1] "Starting iterative with newton 0.317632269798857"
[1] "Starting newton at: 0.276931974403391"
[1] "Newton iter: 1, lambda:0.315985384318705, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.316383086744498, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316383127828879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316383127828879, diff to last: 0"
[1] "Final threshold is: 0.00408911361539838"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.23174885804356"
[1] "Starting iterative with newton 1.23174885804356"
[1] "Starting newton at: 0.780083660023855"
[1] "Newton iter: 1, lambda:0.767953719649223, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.768028962895425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.76802896580569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.768028962895425"
[1] "Starting iterative with newton 0.768028962895425"
[1] "Starting newton at: 0.572046599288838"
[1] "Newton iter: 1, lambda:0.65312941822705, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.656351702016017, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.656356675291395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656356675303229, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.656356675303229"
[1] "Starting iterative with newton 0.656356675303229"
[1] "Starting newton at: 0.561037723064404"
[1] "Newton iter: 1, lambda:0.624635940948094, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.626563880866315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.626565622214982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626565622216401, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.626565622214982"
[1] "Starting iterative with newton 0.626565622214982"
[1] "Starting newton at: 0.570630591091213"
[1] "Newton iter: 1, lambda:0.617402579211768, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.618434098719428, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.618434594022308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618434594022423, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.618434594022423"
[1] "Starting iterative with newton 0.618434594022423"
[1] "Starting newton at: 0.568495778350522"
[1] "Newton iter: 1, lambda:0.61517592025016, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.61620153985807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.616202028678651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.616202028678763, diff to last: 0"
[1] "Final threshold is: 0.00796414183840045"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.15040029555572"
[1] "Starting iterative with newton 1.15040029555572"
[1] "Starting newton at: 0.816955349023908"
[1] "Newton iter: 1, lambda:0.782154683108859, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.782787389356748, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.782787601753923, diff to last: 0"
[1] "Newton iter: 4, lambda:0.782787601753947, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.782787601753947"
[1] "Starting iterative with newton 0.782787601753947"
[1] "Starting newton at: 0.806637336333814"
[1] "Newton iter: 1, lambda:0.685264199176031, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.692270076172201, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.692294630915787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.692294631216687, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.692294631216687"
[1] "Starting iterative with newton 0.692294631216687"
[1] "Starting newton at: 0.550723015959698"
[1] "Newton iter: 1, lambda:0.661864511807002, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.668116432570948, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.668135640899492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.668135641080437, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.668135641080437"
[1] "Starting iterative with newton 0.668135641080437"
[1] "Starting newton at: 0.551054787616917"
[1] "Newton iter: 1, lambda:0.656002812980331, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.661539532186852, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.66155452039539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.661554520505028, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.66155452039539"
[1] "Starting iterative with newton 0.66155452039539"
[1] "Starting newton at: 0.551998843080327"
[1] "Newton iter: 1, lambda:0.654470875276431, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.659738622815006, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65975217079676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.659752170886221, diff to last: 0"
[1] "Final threshold is: 0.00852700838665713"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.03318232989888"
[1] "Starting iterative with newton 1.03318232989888"
[1] "Starting newton at: 0.775111530454136"
[1] "Newton iter: 1, lambda:0.823011661957397, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.824344600142785, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.824345611967477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.824345611968059, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.824345611968059"
[1] "Starting iterative with newton 0.824345611968059"
[1] "Starting newton at: 0.752942999104772"
[1] "Newton iter: 1, lambda:0.767470635438548, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.767587302849073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.767587310330003, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.767587302849073"
[1] "Starting iterative with newton 0.767587302849073"
[1] "Starting newton at: 0.763712827311623"
[1] "Newton iter: 1, lambda:0.751309073082001, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.751392334850758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.751392338621242, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.751392338621242"
[1] "Starting iterative with newton 0.751392338621242"
[1] "Starting newton at: 0.761511831974359"
[1] "Newton iter: 1, lambda:0.746590704691779, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.746710707175765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746710714984136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.746710707175765"
[1] "Starting iterative with newton 0.746710707175765"
[1] "Starting newton at: 0.761926480117703"
[1] "Newton iter: 1, lambda:0.745201835791036, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.745352359073279, diff to last: 0"
[1] "Newton iter: 3, lambda:0.745352371347796, diff to last: 0"
[1] "Newton iter: 4, lambda:0.745352371347796, diff to last: 0"
[1] "Final threshold is: 0.00963335355732436"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.35462103482511"
[1] "Newton iter: 1, lambda:1.11635469131211, diff to last: 0.238"
[1] "Newton iter: 2, lambda:1.15955680351008, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.16135429931844, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.16135732825357, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16135732826216, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16135732825357"
[1] "Starting iterative with newton 1.16135732825357"
[1] "Starting newton at: 1.30235474914957"
[1] "Newton iter: 1, lambda:1.42319838857426, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.44068337880744, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.44102259957649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4410227253102, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44102272531022, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.44102272531022"
[1] "Starting iterative with newton 1.44102272531022"
[1] "Starting newton at: 1.84631388992542"
[1] "Newton iter: 1, lambda:1.4840484808945, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.58188526368028, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.59415607250258, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.59433500048848, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59433503806762, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59433503806763, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59433503806762"
[1] "Starting iterative with newton 1.59433503806762"
[1] "Starting newton at: 1.86346408039683"
[1] "Newton iter: 1, lambda:1.61846782197756, diff to last: 0.245"
[1] "Newton iter: 2, lambda:1.67184259794497, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.6754991476457, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.67551545989635, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67551546021971, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67551546021971"
[1] "Starting iterative with newton 1.67551546021971"
[1] "Starting newton at: 1.8845159422235"
[1] "Newton iter: 1, lambda:1.67327077263319, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.71528407019452, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.71756689010691, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.71757334993628, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71757334998787, diff to last: 0"
[1] "Final threshold is: 0.0221988846841053"
threshold is:
[{'ad': 6.495656942746984e-05, 'da': 4.641537558655862e-05, 'dd': 0.00042941890472842373}, {'ad': 0.00026479055165972543, 'da': 0.0005068231113257737, 'dd': 0.0007279385679829521}, {'ad': 0.001088173198395253, 'da': 0.0014876734564080497, 'dd': 0.0029677760364090217}, {'ad': 0.003444728007118682, 'da': 0.004089113615398377, 'dd': 0.00796414183840045}, {'ad': 0.008527008386657129, 'da': 0.009633353557324356, 'dd': 0.02219888468410531}]
Number of points in noise estimation: 128
Estimated noise: 0.012924562834494885
0.012924562834494885
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 104.202556126196"
[1] "Starting iterative with newton 104.202556126196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 74.9158773656558"
[1] "Starting iterative with newton 74.9158773656558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.663955701639"
[1] "Starting iterative with newton 66.663955701639"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.6795724820195"
[1] "Starting iterative with newton 38.6795724820195"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.0827762038559"
[1] "Starting iterative with newton 29.0827762038559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.0673170632103"
[1] "Starting iterative with newton 14.0673170632103"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.0119563542624"
[1] "Starting iterative with newton 10.0119563542624"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.09236109548526"
[1] "Starting iterative with newton 8.09236109548526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.26899208610034"
[1] "Starting iterative with newton 3.26899208610034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.97511889816985"
[1] "Starting iterative with newton 2.97511889816985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32528193061474"
[1] "Starting iterative with newton 2.32528193061474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.23174885804356"
[1] "Starting iterative with newton 1.23174885804356"
[1] "Starting newton at: 1.4709554619484"
[1] "Newton iter: 1, lambda:1.35098827801862, diff to last: 0.12"
[1] "Newton iter: 2, lambda:1.33892493060246, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.33878209169848, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33878207145923, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33878207145923, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33878207145923"
[1] "Starting iterative with newton 1.33878207145923"
[1] "Starting newton at: 1.56352124113639"
[1] "Newton iter: 1, lambda:1.43776002255135, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.42719744716055, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.427106080918, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4271060739958, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.427106080918"
[1] "Starting iterative with newton 1.427106080918"
[1] "Starting newton at: 1.64262226202418"
[1] "Newton iter: 1, lambda:1.51728837260539, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.50884170106786, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.50879276354268, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5087927618791, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.5087927618791"
[1] "Starting iterative with newton 1.5087927618791"
[1] "Starting newton at: 1.70710166380211"
[1] "Newton iter: 1, lambda:1.58546374374509, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.57891361768462, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.57888859392905, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57888859355949, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.57888859355949"
[1] "Starting iterative with newton 1.57888859355949"
[1] "Starting newton at: 1.76182772210747"
[1] "Newton iter: 1, lambda:1.63642945077783, diff to last: 0.125"
[1] "Newton iter: 2, lambda:1.63059697673061, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.6305795245322, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63057952437405, diff to last: 0"
[1] "Final threshold is: 0.0210745275194132"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15040029555572"
[1] "Starting iterative with newton 1.15040029555572"
[1] "Starting newton at: 1.3537181132382"
[1] "Newton iter: 1, lambda:1.33963425966816, diff to last: 0.014"
[1] "Newton iter: 2, lambda:1.33943905366005, diff to last: 0"
[1] "Newton iter: 3, lambda:1.33943901570285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33943901570285, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33943901570285"
[1] "Starting iterative with newton 1.33943901570285"
[1] "Starting newton at: 1.55053463872446"
[1] "Newton iter: 1, lambda:1.51922390614002, diff to last: 0.031"
[1] "Newton iter: 2, lambda:1.51859089976441, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.51859062767876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.51859062767871, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.51859062767876"
[1] "Starting iterative with newton 1.51859062767876"
[1] "Starting newton at: 1.7218001461104"
[1] "Newton iter: 1, lambda:1.66098921469537, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.65947473620504, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.65947364405419, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65947364405362, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65947364405362"
[1] "Starting iterative with newton 1.65947364405362"
[1] "Starting newton at: 1.89086337877955"
[1] "Newton iter: 1, lambda:1.76721202377565, diff to last: 0.124"
[1] "Newton iter: 2, lambda:1.76387886380385, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.7638749924993, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76387499249402, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76387499249402"
[1] "Starting iterative with newton 1.76387499249402"
[1] "Starting newton at: 1.99256126737814"
[1] "Newton iter: 1, lambda:1.82943504055004, diff to last: 0.163"
[1] "Newton iter: 2, lambda:1.82627205951763, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.82626923483074, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82626923482847, diff to last: 0"
[1] "Final threshold is: 0.0236037314782454"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.03318232989888"
[1] "Starting iterative with newton 1.03318232989888"
[1] "Starting newton at: 1.21985742575155"
[1] "Newton iter: 1, lambda:1.32787634867554, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.31546880746742, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.31531165941888, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31531163395319, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31531163395318, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31531163395319"
[1] "Starting iterative with newton 1.31531163395319"
[1] "Starting newton at: 1.4979168633168"
[1] "Newton iter: 1, lambda:1.58673907836201, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.58167720709771, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.58166300256853, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58166300245555, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58166300245555"
[1] "Starting iterative with newton 1.58166300245555"
[1] "Starting newton at: 1.78273138703322"
[1] "Newton iter: 1, lambda:1.7780191478225, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.77801252512946, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77801252511616, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77801252512946"
[1] "Starting iterative with newton 1.77801252512946"
[1] "Starting newton at: 1.97914746728873"
[1] "Newton iter: 1, lambda:1.89413207732228, diff to last: 0.085"
[1] "Newton iter: 2, lambda:1.8934174568784, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.89341736323378, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89341736323378, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89341736323378"
[1] "Starting iterative with newton 1.89341736323378"
[1] "Starting newton at: 2.08478371388062"
[1] "Newton iter: 1, lambda:1.95516059229234, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.955001911503, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95500190824941, diff to last: 0"
[1] "Final threshold is: 0.0252675450467781"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129245628344949"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66955183191035"
[1] "Newton iter: 1, lambda:1.59580615351038, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.59358843427663, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.59358598731618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.59358598731319, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.59358598731319"
[1] "Starting iterative with newton 1.59358598731319"
[1] "Starting newton at: 2.12616933451306"
[1] "Newton iter: 1, lambda:2.17073969015106, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.17126354485151, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.17126362837119, diff to last: 0"
[1] "Newton iter: 4, lambda:2.17126362837119, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.17126362837119"
[1] "Starting iterative with newton 2.17126362837119"
[1] "Starting newton at: 2.38784680702507"
[1] "Newton iter: 1, lambda:2.44843682566754, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.45007067988706, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.450071962814, diff to last: 0"
[1] "Newton iter: 4, lambda:2.45007196281479, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.450071962814"
[1] "Starting iterative with newton 2.450071962814"
[1] "Starting newton at: 2.55802656204516"
[1] "Newton iter: 1, lambda:2.59045565905872, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.59101425031786, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59101441975582, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59101441975584, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59101441975582"
[1] "Starting iterative with newton 2.59101441975582"
[1] "Starting newton at: 2.67865920216566"
[1] "Newton iter: 1, lambda:2.65758711460891, diff to last: 0.021"
[1] "Newton iter: 2, lambda:2.65784140745293, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65784144419148, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65784144419148, diff to last: 0"
[1] "Final threshold is: 0.0343514387495774"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.021074527519413203}, {'ad': 0.023603731478245394, 'da': 0.02526754504677813, 'dd': 0.03435143874957744}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.482835122939956. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005305137825848577
0.005305137825848577
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 253.861921853572"
[1] "Starting iterative with newton 253.861921853572"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 182.51268790719"
[1] "Starting iterative with newton 182.51268790719"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 162.409066935787"
[1] "Starting iterative with newton 162.409066935787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 94.2325310606414"
[1] "Starting iterative with newton 94.2325310606414"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 70.8524793864642"
[1] "Starting iterative with newton 70.8524793864642"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.2712912019663"
[1] "Starting iterative with newton 34.2712912019663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.3914792121705"
[1] "Starting iterative with newton 24.3914792121705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.7148939181974"
[1] "Starting iterative with newton 19.7148939181974"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.96403317109152"
[1] "Starting iterative with newton 7.96403317109152"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.24808900385898"
[1] "Starting iterative with newton 7.24808900385898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.66493339225144"
[1] "Starting iterative with newton 5.66493339225144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.00082976817946"
[1] "Starting iterative with newton 3.00082976817946"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.80264554716883"
[1] "Starting iterative with newton 2.80264554716883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5170750281369"
[1] "Starting iterative with newton 2.5170750281369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64321558530624"
[1] "Starting iterative with newton 1.64321558530624"
[1] "Starting newton at: 1.89972854145894"
[1] "Newton iter: 1, lambda:1.48082043859798, diff to last: 0.419"
[1] "Newton iter: 2, lambda:1.41220619637979, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.4079454621211, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.40792795446151, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40792795416502, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40792795446151"
[1] "Starting iterative with newton 1.40792795446151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.482835122939956. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005305137825848577
0.005305137825848577
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0114516112332885, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0114524898109313, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0114524898109365, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0114524898109313"
[1] "Starting iterative with newton 0.0114524898109313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.6594306676879e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:5.65943077454337e-05, diff to last: 0"
[1] "Iteration: 2 Threshold: 5.6594306676879e-05"
[1] "Starting iterative with newton 5.6594306676879e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.45114252352285e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:5.45114261961655e-05, diff to last: 0"
[1] "Iteration: 3 Threshold: 5.45114261961655e-05"
[1] "Starting iterative with newton 5.45114261961655e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.45110509846906e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:5.4511051945609e-05, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.89188638505642e-07"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00780048733425094, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00780094726315095, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00780094726315255, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00780094726315095"
[1] "Starting iterative with newton 0.00780094726315095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.69196976596962e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:7.6919697695607e-06, diff to last: 0"
[1] "Iteration: 2 Threshold: 7.69196976596962e-06"
[1] "Starting iterative with newton 7.69196976596962e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.46469226281354e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:7.4646922661081e-06, diff to last: 0"
[1] "Iteration: 3 Threshold: 7.46469226281354e-06"
[1] "Starting iterative with newton 7.46469226281354e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.46468572693145e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:7.464685730226e-06, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.9601186608016e-08"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374008387876343, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.037427030940366, diff to last: 0"
[1] "Newton iter: 3, lambda:0.037427030953204, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.037427030940366"
[1] "Starting iterative with newton 0.037427030940366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0225148024424276, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0225238953120962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0225238953135792, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0225238953120962"
[1] "Starting iterative with newton 0.0225238953120962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223238880886862, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0223328044625994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223328044640216, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0223328044625994"
[1] "Starting iterative with newton 0.0223328044625994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223214271856469, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0223303412999771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223303413013986, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0223303412999771"
[1] "Starting iterative with newton 0.0223303412999771"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223213954624673, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.022330309547672, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223303095490935, diff to last: 0"
[1] "Final threshold is: 0.000118465369844262"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0306423363909353, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.030659000809219, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0306590008141466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0306590008141466"
[1] "Starting iterative with newton 0.0306590008141466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.009471491920984, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00947221224839914, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00947221224840331, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00947221224839914"
[1] "Starting iterative with newton 0.00947221224839914"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016963313446, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933086645725201, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0093308664572559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0093308664572559"
[1] "Starting iterative with newton 0.0093308664572559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00932922269801022, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00932991936621778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00932991936622166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00932991936622166"
[1] "Starting iterative with newton 0.00932991936622166"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00932921635286885, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00932991302003177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00932991302003565, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.94964744744683e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0646764491664402, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0648504954610476, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648504967199218, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0648504967199218"
[1] "Starting iterative with newton 0.0648504967199218"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011676366507421, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116782462895071, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116782462895558, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116782462895071"
[1] "Starting iterative with newton 0.0116782462895071"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110492833662917, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110509191731659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110509191732018, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110509191731659"
[1] "Starting iterative with newton 0.0110509191731659"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110419615675428, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110435946481779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110435946482137, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110435946481779"
[1] "Starting iterative with newton 0.0110435946481779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110418760908409, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110435091396656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110435091397014, diff to last: 0"
[1] "Final threshold is: 5.85873380671342e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0825644785256914, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0829434895455846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0829434975192959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0829434975192959"
[1] "Starting iterative with newton 0.0829434975192959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023810161180515, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0238230173028473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0238230173065952, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0238230173028473"
[1] "Starting iterative with newton 0.0238230173028473"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0227135999459025, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0227251000563142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0227251000592621, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0227251000563142"
[1] "Starting iterative with newton 0.0227251000563142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226932942175371, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0227047699889928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0227047699919273, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0227047699919273"
[1] "Starting iterative with newton 0.0227047699919273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0226929182431583, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0227043935642237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.022704393567158, diff to last: 0"
[1] "Final threshold is: 0.000120449937110516"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124351062539734, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125527775021273, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125527879995961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125527879995962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.125527879995961"
[1] "Starting iterative with newton 0.125527879995961"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362001142760075, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.036245642003553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362456420755649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.036245642003553"
[1] "Starting iterative with newton 0.036245642003553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338929651922223, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339314360154723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.033931436065038, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.033931436065038"
[1] "Starting iterative with newton 0.033931436065038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033833117663429, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338714157599149, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338714158089891, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0338714157599149"
[1] "Starting iterative with newton 0.0338714157599149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338315654721554, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338698590956319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338698591446934, diff to last: 0"
[1] "Final threshold is: 0.000179684270904676"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166048124931823, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.16886256486542, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.168863367617159, diff to last: 0"
[1] "Newton iter: 4, lambda:0.168863367617224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.168863367617159"
[1] "Starting iterative with newton 0.168863367617159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0488454605857859, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489582423360888, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489582429373575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0489582429373575"
[1] "Starting iterative with newton 0.0489582429373575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446796330788121, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0447693109658422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0447693113271334, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0447693109658422"
[1] "Starting iterative with newton 0.0447693109658422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445351459597498, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446240821594752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446240825141668, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0446240821594752"
[1] "Starting iterative with newton 0.0446240821594752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445301376897197, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.044619048251514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446190486059788, diff to last: 0"
[1] "Final threshold is: 0.00023671020063247"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.33488394263047"
[1] "Newton iter: 1, lambda:0.305983879337891, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.306135807006432, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306135811223657, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.306135807006432"
[1] "Starting iterative with newton 0.306135807006432"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104858173301139, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105913374954225, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105913481728395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105913481728396, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105913481728395"
[1] "Starting iterative with newton 0.105913481728395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0911056411256106, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0918474296853759, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0918474788469454, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0918474788469456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0918474788469456"
[1] "Starting iterative with newton 0.0918474788469456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901353142845042, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908575590514548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0908576054122938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090857605412294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0908576054122938"
[1] "Starting iterative with newton 0.0908576054122938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0900670085866514, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0907878899445003, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0907879361133208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.090787936113321, diff to last: 0"
[1] "Final threshold is: 0.000481642514005502"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.351533919599512"
[1] "Newton iter: 1, lambda:0.358476216687226, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.358486285305318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.35848628532647, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.358486285305318"
[1] "Starting iterative with newton 0.358486285305318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131918110641717, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133873230065438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133873658793723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133873658793744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.133873658793723"
[1] "Starting iterative with newton 0.133873658793723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115403021077693, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116797355752756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116797559114546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.11679755911455, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.11679755911455"
[1] "Starting iterative with newton 0.11679755911455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114118022152181, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115473913078918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115474104323737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115474104323741, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.115474104323737"
[1] "Starting iterative with newton 0.115474104323737"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.114018248556976, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115371184392536, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115371374723033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115371374723037, diff to last: 0"
[1] "Final threshold is: 0.000612061044063314"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.316528107541051"
[1] "Newton iter: 1, lambda:0.419802064264552, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.422502223962698, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.42250403419341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422504034194223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.42250403419341"
[1] "Starting iterative with newton 0.42250403419341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14771665667816, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.15051969815916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150520706002744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150520706002875, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150520706002875"
[1] "Starting iterative with newton 0.150520706002875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125559479333427, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127398304491942, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.127398698680723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127398698680741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.127398698680723"
[1] "Starting iterative with newton 0.127398698680723"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123646944532769, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125415014626957, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125415375987336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125415375987351, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125415375987336"
[1] "Starting iterative with newton 0.125415375987336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123482683360746, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125244763303195, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125245121957321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125245121957336, diff to last: 0"
[1] "Final threshold is: 0.000664442633998881"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.00082976817946"
[1] "Starting iterative with newton 3.00082976817946"
[1] "Starting newton at: 0.657191277168282"
[1] "Newton iter: 1, lambda:0.585817790890823, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.587648688170957, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.587649921474365, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587649921474925, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587649921474365"
[1] "Starting iterative with newton 0.587649921474365"
[1] "Starting newton at: 0.324016354512624"
[1] "Newton iter: 1, lambda:0.283831511020492, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.284196672205663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284196702467489, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28419670246749, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28419670246749"
[1] "Starting iterative with newton 0.28419670246749"
[1] "Starting newton at: 0.309821795996633"
[1] "Newton iter: 1, lambda:0.239319858317405, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.240346521344064, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240346740086064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240346740086074, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.240346740086074"
[1] "Starting iterative with newton 0.240346740086074"
[1] "Starting newton at: 0.307914803113639"
[1] "Newton iter: 1, lambda:0.232739967094938, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.23389107982995, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.233891351027152, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233891351027167, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.233891351027152"
[1] "Starting iterative with newton 0.233891351027152"
[1] "Starting newton at: 0.309936579034135"
[1] "Newton iter: 1, lambda:0.231693811479413, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.232937999912961, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.232938316087387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232938316087407, diff to last: 0"
[1] "Final threshold is: 0.00123576987176467"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.80264554716883"
[1] "Starting iterative with newton 2.80264554716883"
[1] "Starting newton at: 0.619519872220493"
[1] "Newton iter: 1, lambda:0.595611859751821, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.595822713296094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.595822729819752, diff to last: 0"
[1] "Newton iter: 4, lambda:0.595822729819752, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.595822729819752"
[1] "Starting iterative with newton 0.595822729819752"
[1] "Starting newton at: 0.307065591229248"
[1] "Newton iter: 1, lambda:0.307882526182658, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.307882688691268, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307882688691274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.307882688691268"
[1] "Starting iterative with newton 0.307882688691268"
[1] "Starting newton at: 0.294969382507078"
[1] "Newton iter: 1, lambda:0.263352842078273, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.263576509450339, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263576520670145, diff to last: 0"
[1] "Newton iter: 4, lambda:0.263576520670145, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263576520670145"
[1] "Starting iterative with newton 0.263576520670145"
[1] "Starting newton at: 0.304252979809791"
[1] "Newton iter: 1, lambda:0.256082364367443, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.256594020993782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256594078919995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256594078919996, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.256594078919995"
[1] "Starting iterative with newton 0.256594078919995"
[1] "Starting newton at: 0.302439286481136"
[1] "Newton iter: 1, lambda:0.254994402505437, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.255489734944586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255489789116697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255489789116697, diff to last: 0"
[1] "Final threshold is: 0.00135540854436107"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5170750281369"
[1] "Starting iterative with newton 2.5170750281369"
[1] "Starting newton at: 0.592703663044113"
[1] "Newton iter: 1, lambda:0.612858548057485, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.61301763567649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.613017645528519, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.613017645528519"
[1] "Starting iterative with newton 0.613017645528519"
[1] "Starting newton at: 0.278977045921018"
[1] "Newton iter: 1, lambda:0.340769527132867, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.341792990606862, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341793269707507, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341793269707528, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.341793269707507"
[1] "Starting iterative with newton 0.341793269707507"
[1] "Starting newton at: 0.281210615866583"
[1] "Newton iter: 1, lambda:0.296965353722613, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.297026780520581, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297026781453187, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.297026780520581"
[1] "Starting iterative with newton 0.297026780520581"
[1] "Starting newton at: 0.279301485731207"
[1] "Newton iter: 1, lambda:0.289404429205759, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.289429348199247, diff to last: 0"
[1] "Newton iter: 3, lambda:0.289429348350727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.289429348199247"
[1] "Starting iterative with newton 0.289429348199247"
[1] "Starting newton at: 0.281342633808657"
[1] "Newton iter: 1, lambda:0.288122865628294, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.288134060944094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288134060974601, diff to last: 0"
[1] "Final threshold is: 0.00152859090579172"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00530513782584858"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.64321558530624"
[1] "Starting iterative with newton 1.64321558530624"
[1] "Starting newton at: 0.761013309994739"
[1] "Newton iter: 1, lambda:0.741515557000077, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.741711065275306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741711085078066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741711085078066, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.741711085078066"
[1] "Starting iterative with newton 0.741711085078066"
[1] "Starting newton at: 0.504595606800087"
[1] "Newton iter: 1, lambda:0.52824835241653, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.528480562406333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.528480584681106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.528480584681106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.528480584681106"
[1] "Starting iterative with newton 0.528480584681106"
[1] "Starting newton at: 0.515796905528667"
[1] "Newton iter: 1, lambda:0.474735526817508, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.475383642949341, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.475383805689343, diff to last: 0"
[1] "Newton iter: 4, lambda:0.475383805689353, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.475383805689343"
[1] "Starting iterative with newton 0.475383805689343"
[1] "Starting newton at: 0.518267682824585"
[1] "Newton iter: 1, lambda:0.46076996621512, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.462016068472663, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.462016660086139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.462016660086273, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.462016660086139"
[1] "Starting iterative with newton 0.462016660086139"
[1] "Starting newton at: 0.519623198253458"
[1] "Newton iter: 1, lambda:0.457179932724523, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.458642082080722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.458642893167065, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458642893167315, diff to last: 0"
[1] "Final threshold is: 0.00243316376109723"
threshold is:
[{'ad': 2.8918863850564224e-07, 'da': 3.9601186608016044e-08, 'dd': 0.00011846536984426249}, {'ad': 4.949647447446827e-05, 'da': 5.858733806713418e-05, 'dd': 0.0001204499371105164}, {'ad': 0.00017968427090467608, 'da': 0.00023671020063246992, 'dd': 0.000481642514005502}, {'ad': 0.000612061044063314, 'da': 0.0006644426339988811, 'dd': 0.0012357698717646666}, {'ad': 0.0013554085443610662, 'da': 0.0015285909057917153, 'dd': 0.002433163761097225}]
Number of points in noise estimation: 128
Estimated noise: 0.012924562834494885
0.012924562834494885
threshold is:
[{'ad': 0.017487028885664557, 'da': 0.020437772774224455, 'dd': 0.0010897126167977444}, {'ad': 0.001319979320656195, 'da': 0.002581079956513334, 'dd': 7.646820070417171e-05}, {'ad': 0.0015238827903880647, 'da': 0.0012986248283132504, 'dd': 0.0029437361218447758}, {'ad': 0.0034332608369869178, 'da': 0.003958839781327425, 'dd': 0.00691488061673004}, {'ad': 0.007955071505408973, 'da': 0.008765379542990153, 'dd': 0.014199225697960028}]
['peppers256', 0.025, 0, 0.00016704784070915673, 0.00012028698768891332, 0.00012494812644608656, 0.0007802442306008901, 0.00012001811285042364, 0.00015445025128036914, 0.00015010346283423498, 0.00016704784070915673, 37.77159133759217, 39.197813508858815, 39.03270251584162, 31.077694339762616, 39.207532063075575, 38.11211380793486, 38.23609288619802, 37.77159133759217]
peppers256 0.025 1
Number of points in noise estimation: 128
Estimated noise: 0.013108159934325042
0.013108159934325042
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124671849754954, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124681544085045, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124681544085103, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124681544085045"
[1] "Starting iterative with newton 0.0124681544085045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00249651538652382, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00249654819023762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00249654819023762, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00249654819023762"
[1] "Starting iterative with newton 0.00249654819023762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00245214433174674, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245217568168612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245217568168613, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00245217568168612"
[1] "Starting iterative with newton 0.00245217568168612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0024519481136772, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245197945727097, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245197945727098, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00245197945727097"
[1] "Starting iterative with newton 0.00245197945727097"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00245194724598444, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245197858955015, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245197858955016, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.21409275073641e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186374612389769, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186422078644413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186422078647492, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0186422078647492"
[1] "Starting iterative with newton 0.0186422078647492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00941438799105242, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0094150423039886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00941504230399177, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0094150423039886"
[1] "Starting iterative with newton 0.0094150423039886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00934896791753663, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00934961431274847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00934961431275157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00934961431275157"
[1] "Starting iterative with newton 0.00934961431275157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00934850283278817, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00934914917169137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00934914917169446, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00934914917169446"
[1] "Starting iterative with newton 0.00934914917169446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00934849952634507, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00934914586484795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00934914586485104, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000122550099245761"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0426185397394937, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426666518352333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426666518965163, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0426666518965163"
[1] "Starting iterative with newton 0.0426666518965163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026974091147041, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.026989093219746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269890932243853, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.026989093219746"
[1] "Starting iterative with newton 0.026989093219746"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267598595736483, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267746085127841, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267746085172634, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0267746085127841"
[1] "Starting iterative with newton 0.0267746085127841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267569286214511, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267716741004112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267716741048883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0267716741048883"
[1] "Starting iterative with newton 0.0267716741048883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0267568885225438, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0267716339541651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0267716339586422, diff to last: 0"
[1] "Final threshold is: 0.000350926859574403"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0722878170387546, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0725406257571462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0725406288457494, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0725406257571462"
[1] "Starting iterative with newton 0.0725406257571462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196536022868419, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196621434489156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196621434505287, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0196621434489156"
[1] "Starting iterative with newton 0.0196621434489156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018699348894757, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0187068825521524, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0187068825533752, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0187068825521524"
[1] "Starting iterative with newton 0.0187068825521524"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.018682249122184, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186897654000375, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186897654012541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0186897654000375"
[1] "Starting iterative with newton 0.0186897654000375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186819427615203, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0186894587282159, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186894587294324, diff to last: 0"
[1] "Final threshold is: 0.000244984414095421"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123793035506762, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125012087189445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.125012204884488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12501220488449, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.12501220488449"
[1] "Starting iterative with newton 0.12501220488449"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420982463762439, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421656689519924, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421656691249093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0421656689519924"
[1] "Starting iterative with newton 0.0421656689519924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0397484873371512, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0398069799661073, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0398069800927629, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0398069799661073"
[1] "Starting iterative with newton 0.0398069799661073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396812441947828, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397394932449736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397394933704779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0397394933704779"
[1] "Starting iterative with newton 0.0397394933704779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0396793200354054, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0397375621251231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0397375622505946, diff to last: 0"
[1] "Final threshold is: 0.000520886321380991"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.239546500108678"
[1] "Newton iter: 1, lambda:0.197950552926137, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.198152625515846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.198152630304177, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.198152625515846"
[1] "Starting iterative with newton 0.198152625515846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0720786067353087, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0724332757476973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0724332843307419, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0724332757476973"
[1] "Starting iterative with newton 0.0724332757476973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0654013827401442, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0656815758010691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0656815809423325, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0656815809423325"
[1] "Starting iterative with newton 0.0656815809423325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0650420996644675, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0653185752826153, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0653185802767153, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0653185752826153"
[1] "Starting iterative with newton 0.0653185752826153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.065022781987397, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0652990585556013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0652990635418866, diff to last: 0"
[1] "Final threshold is: 0.000855950503107677"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.246102592684935"
[1] "Newton iter: 1, lambda:0.268811029547851, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.268894377764108, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268894378883962, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.268894377764108"
[1] "Starting iterative with newton 0.268894377764108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940691535642589, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0948168670478016, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948169142443511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0948169142443512, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0948169142443511"
[1] "Starting iterative with newton 0.0948169142443511"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0831044608941297, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0836580055724098, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0836580301180767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0836580301180768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0836580301180768"
[1] "Starting iterative with newton 0.0836580301180768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0823940302055982, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0829361988488949, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0829362223120741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0829362223120741, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0829362223120741"
[1] "Starting iterative with newton 0.0829362223120741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082348061299708, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0828894986866489, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0828895220811479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0828895220811479, diff to last: 0"
[1] "Final threshold is: 0.00108652911231945"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.326267587023844"
[1] "Newton iter: 1, lambda:0.347834687719797, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.347928532634319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.347928534404282, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.347928534404282"
[1] "Starting iterative with newton 0.347928534404282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13132289673911, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133328540730111, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133329007853309, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133329007853334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.133329007853334"
[1] "Starting iterative with newton 0.133329007853334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11424188040663, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.115655416539036, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.115655632789892, diff to last: 0"
[1] "Newton iter: 4, lambda:0.115655632789898, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.115655632789892"
[1] "Starting iterative with newton 0.115655632789892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112819486326916, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114189527929399, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114189729833146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114189729833151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.114189729833146"
[1] "Starting iterative with newton 0.114189729833146"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11270145097415, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.1140679213572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114068122106912, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114068122106916, diff to last: 0"
[1] "Final threshold is: 0.00149522318798558"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.31814084929279"
[1] "Starting iterative with newton 3.31814084929279"
[1] "Starting newton at: 0.583275763600385"
[1] "Newton iter: 1, lambda:0.531895520846068, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.53269837888946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.53269857809243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.532698578092442, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.53269857809243"
[1] "Starting iterative with newton 0.53269857809243"
[1] "Starting newton at: 0.301585683208626"
[1] "Newton iter: 1, lambda:0.260115498137526, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.260470854975921, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260470881157398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260470881157398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.260470881157398"
[1] "Starting iterative with newton 0.260470881157398"
[1] "Starting newton at: 0.224074607447793"
[1] "Newton iter: 1, lambda:0.225980351540785, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.225981045207167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225981045207259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.225981045207167"
[1] "Starting iterative with newton 0.225981045207167"
[1] "Starting newton at: 0.220690108261966"
[1] "Newton iter: 1, lambda:0.221535460224214, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.221535595208978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.221535595208981, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.221535595208978"
[1] "Starting iterative with newton 0.221535595208978"
[1] "Starting newton at: 0.221376615101082"
[1] "Newton iter: 1, lambda:0.220960635036902, diff to last: 0"
[1] "Newton iter: 2, lambda:0.220960667673771, diff to last: 0"
[1] "Newton iter: 3, lambda:0.220960667673771, diff to last: 0"
[1] "Final threshold is: 0.00289638777106303"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.83955599048613"
[1] "Starting iterative with newton 2.83955599048613"
[1] "Starting newton at: 0.638353464886585"
[1] "Newton iter: 1, lambda:0.55484021590368, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.557115895412884, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.55711763099078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.557117630991789, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.55711763099078"
[1] "Starting iterative with newton 0.55711763099078"
[1] "Starting newton at: 0.239583614937651"
[1] "Newton iter: 1, lambda:0.309694104207274, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.310873006536572, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.310873337585774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3108733375858, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3108733375858"
[1] "Starting iterative with newton 0.3108733375858"
[1] "Starting newton at: 0.265489821304856"
[1] "Newton iter: 1, lambda:0.27390992589961, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.273925889082844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.273925889140177, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.273925889082844"
[1] "Starting iterative with newton 0.273925889082844"
[1] "Starting newton at: 0.267068557311992"
[1] "Newton iter: 1, lambda:0.268180268143142, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.268180543664204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268180543664221, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.268180543664204"
[1] "Starting iterative with newton 0.268180543664204"
[1] "Starting newton at: 0.262399508543416"
[1] "Newton iter: 1, lambda:0.267277390301062, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.267282688541405, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267282688547653, diff to last: 0"
[1] "Final threshold is: 0.00350358422907712"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.25154987777448"
[1] "Starting iterative with newton 2.25154987777448"
[1] "Starting newton at: 0.51691146021309"
[1] "Newton iter: 1, lambda:0.582151377453006, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.583694932977938, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.583695781437867, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583695781438123, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.583695781438123"
[1] "Starting iterative with newton 0.583695781438123"
[1] "Starting newton at: 0.458015071197084"
[1] "Newton iter: 1, lambda:0.367143308474525, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.369410053791124, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369411486412218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36941148641279, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.36941148641279"
[1] "Starting iterative with newton 0.36941148641279"
[1] "Starting newton at: 0.255983904855801"
[1] "Newton iter: 1, lambda:0.331070496725527, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.332581855394818, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.332582463117182, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332582463117281, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.332582463117281"
[1] "Starting iterative with newton 0.332582463117281"
[1] "Starting newton at: 0.252411515429876"
[1] "Newton iter: 1, lambda:0.324652656396984, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.326038710118633, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326039216802092, diff to last: 0"
[1] "Newton iter: 4, lambda:0.32603921680216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326039216802092"
[1] "Starting iterative with newton 0.326039216802092"
[1] "Starting newton at: 0.256429282618135"
[1] "Newton iter: 1, lambda:0.323671792538949, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.324870223088431, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.324870601278574, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324870601278612, diff to last: 0"
[1] "Final threshold is: 0.00425845579951989"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.24660414354291"
[1] "Starting iterative with newton 1.24660414354291"
[1] "Starting newton at: 0.78098454281673"
[1] "Newton iter: 1, lambda:0.773588225943572, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.773616575492058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.773616575909871, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773616575492058"
[1] "Starting iterative with newton 0.773616575492058"
[1] "Starting newton at: 0.560471678914226"
[1] "Newton iter: 1, lambda:0.654116200830938, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.658456934805926, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.65846602565324, diff to last: 0"
[1] "Newton iter: 4, lambda:0.658466025693057, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.65846602565324"
[1] "Starting iterative with newton 0.65846602565324"
[1] "Starting newton at: 0.561781525462491"
[1] "Newton iter: 1, lambda:0.625474849448719, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.627418478136092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627420257338185, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627420257339675, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.627420257339675"
[1] "Starting iterative with newton 0.627420257339675"
[1] "Starting newton at: 0.556896515476325"
[1] "Newton iter: 1, lambda:0.617124620069405, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.61884882208054, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618850212859737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618850212860641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.618850212860641"
[1] "Starting iterative with newton 0.618850212860641"
[1] "Starting newton at: 0.55065513818685"
[1] "Newton iter: 1, lambda:0.614530055918648, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.616467277508162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.616469030011537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61646903001297, diff to last: 0"
[1] "Final threshold is: 0.00808077463994944"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.11625277559321"
[1] "Starting iterative with newton 1.11625277559321"
[1] "Starting newton at: 0.83217579570464"
[1] "Newton iter: 1, lambda:0.776979192609039, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.778553879794143, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.77855519369335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.778555193694264, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.77855519369335"
[1] "Starting iterative with newton 0.77855519369335"
[1] "Starting newton at: 0.803408785205384"
[1] "Newton iter: 1, lambda:0.690070797544867, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.696209341821698, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.696228213639077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.696228213817061, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.696228213817061"
[1] "Starting iterative with newton 0.696228213817061"
[1] "Starting newton at: 0.797559928466389"
[1] "Newton iter: 1, lambda:0.666595371403701, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.674616850379752, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.674648579820718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.674648580315852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.674648579820718"
[1] "Starting iterative with newton 0.674648579820718"
[1] "Starting newton at: 0.797099179347982"
[1] "Newton iter: 1, lambda:0.660132923642964, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.668851339144867, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.668888666800233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.66888866748254, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.66888866748254"
[1] "Starting iterative with newton 0.66888866748254"
[1] "Starting newton at: 0.798064702813279"
[1] "Newton iter: 1, lambda:0.658237219901878, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.667303529504019, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.667343852694219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.667343853489504, diff to last: 0"
[1] "Final threshold is: 0.00874764995230448"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.00878593985926"
[1] "Starting iterative with newton 1.00878593985926"
[1] "Starting newton at: 0.754520023690278"
[1] "Newton iter: 1, lambda:0.828371507275457, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.831601773042348, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.831607772574238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831607772594903, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.831607772594903"
[1] "Starting iterative with newton 0.831607772594903"
[1] "Starting newton at: 0.744085846951552"
[1] "Newton iter: 1, lambda:0.782349625587087, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.783178874021677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.783179257696394, diff to last: 0"
[1] "Newton iter: 4, lambda:0.783179257696476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.783179257696394"
[1] "Starting iterative with newton 0.783179257696394"
[1] "Starting newton at: 0.741314797238972"
[1] "Newton iter: 1, lambda:0.768920215824697, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.769346240302497, diff to last: 0"
[1] "Newton iter: 3, lambda:0.769346340683091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769346340683096, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.769346340683096"
[1] "Starting iterative with newton 0.769346340683096"
[1] "Starting newton at: 0.741652364574357"
[1] "Newton iter: 1, lambda:0.765042589424915, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.765347158831344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.765347210004022, diff to last: 0"
[1] "Newton iter: 4, lambda:0.765347210004024, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.765347210004024"
[1] "Starting iterative with newton 0.765347210004024"
[1] "Starting newton at: 0.741492443539416"
[1] "Newton iter: 1, lambda:0.763907647342293, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.764187038977805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.76418708200764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.764187082007641, diff to last: 0"
[1] "Final threshold is: 0.0100170864907013"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.34178699933924"
[1] "Newton iter: 1, lambda:1.1206908819177, diff to last: 0.221"
[1] "Newton iter: 2, lambda:1.15850524734297, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.15987694595743, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.15987870820342, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15987870820633, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15987870820342"
[1] "Starting iterative with newton 1.15987870820342"
[1] "Starting newton at: 1.30675947343068"
[1] "Newton iter: 1, lambda:1.42299906635088, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.43912951442372, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.43941793514813, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43941802606543, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43941802606544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43941802606543"
[1] "Starting iterative with newton 1.43941802606543"
[1] "Starting newton at: 1.89418173892098"
[1] "Newton iter: 1, lambda:1.41797189635584, diff to last: 0.476"
[1] "Newton iter: 2, lambda:1.56399980175686, diff to last: 0.146"
[1] "Newton iter: 3, lambda:1.59231981415548, diff to last: 0.028"
[1] "Newton iter: 4, lambda:1.59329221855849, diff to last: 0.001"
[1] "Newton iter: 5, lambda:1.59329333435728, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59329333435875, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59329333435728"
[1] "Starting iterative with newton 1.59329333435728"
[1] "Starting newton at: 1.87872781553749"
[1] "Newton iter: 1, lambda:1.60621254137882, diff to last: 0.273"
[1] "Newton iter: 2, lambda:1.67026130478446, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.67562113619248, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.6756565396375, diff to last: 0"
[1] "Newton iter: 5, lambda:1.6756565411733, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.6756565411733"
[1] "Starting iterative with newton 1.6756565411733"
[1] "Starting newton at: 1.86878736306831"
[1] "Newton iter: 1, lambda:1.68389423103356, diff to last: 0.185"
[1] "Newton iter: 2, lambda:1.71760974498912, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.7190829562037, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.71908567314716, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71908567315638, diff to last: 0"
[1] "Final threshold is: 0.0225340499444197"
threshold is:
[{'ad': 3.214092750736413e-05, 'da': 0.00012255009924576056, 'dd': 0.0003509268595744031}, {'ad': 0.00024498441409542094, 'da': 0.0005208863213809914, 'dd': 0.0008559505031076772}, {'ad': 0.0010865291123194534, 'da': 0.0014952231879855784, 'dd': 0.0028963877710630323}, {'ad': 0.00350358422907712, 'da': 0.004258455799519888, 'dd': 0.008080774639949445}, {'ad': 0.008747649952304478, 'da': 0.010017086490701307, 'dd': 0.02253404994441974}]
Number of points in noise estimation: 128
Estimated noise: 0.013108159934325042
0.013108159934325042
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 102.356913105982"
[1] "Starting iterative with newton 102.356913105982"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 73.8974947437039"
[1] "Starting iterative with newton 73.8974947437039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 66.5289703354591"
[1] "Starting iterative with newton 66.5289703354591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 37.9561653369376"
[1] "Starting iterative with newton 37.9561653369376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.627224015125"
[1] "Starting iterative with newton 28.627224015125"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.2841805046248"
[1] "Starting iterative with newton 13.2841805046248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.99922694991756"
[1] "Starting iterative with newton 9.99922694991756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.73385659455801"
[1] "Starting iterative with newton 7.73385659455801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.31814084929279"
[1] "Starting iterative with newton 3.31814084929279"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.83955599048613"
[1] "Starting iterative with newton 2.83955599048613"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25154987777448"
[1] "Starting iterative with newton 2.25154987777448"
[1] "Starting newton at: 2.72794731064472"
[1] "Newton iter: 1, lambda:1.80892662500964, diff to last: 0.919"
[1] "Newton iter: 2, lambda:1.88513254294041, diff to last: 0.076"
[1] "Newton iter: 3, lambda:1.88253231535459, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.88252966073639, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88252966073361, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88252966073361"
[1] "Starting iterative with newton 1.88252966073361"
[1] "Starting newton at: 2.29033524640382"
[1] "Newton iter: 1, lambda:1.6566682154081, diff to last: 0.634"
[1] "Newton iter: 2, lambda:1.63194157272441, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.63156320559681, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63156311399604, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63156311399604, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63156311399604"
[1] "Starting iterative with newton 1.63156311399604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.24660414354291"
[1] "Starting iterative with newton 1.24660414354291"
[1] "Starting newton at: 1.46323721744109"
[1] "Newton iter: 1, lambda:1.34445709529806, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.33232435381031, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.33217703592023, diff to last: 0"
[1] "Newton iter: 4, lambda:1.33217701397906, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33217701397906, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.33217701397906"
[1] "Starting iterative with newton 1.33217701397906"
[1] "Starting newton at: 1.53235071809817"
[1] "Newton iter: 1, lambda:1.42334879284932, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.41478203759803, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.41471974923334, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41471974590885, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41471974923334"
[1] "Starting iterative with newton 1.41471974923334"
[1] "Starting newton at: 1.62246049953249"
[1] "Newton iter: 1, lambda:1.50930669099344, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.50200007530281, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.50196252715643, diff to last: 0"
[1] "Newton iter: 4, lambda:1.5019625261543, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50196252715643"
[1] "Starting iterative with newton 1.50196252715643"
[1] "Starting newton at: 1.7088523935428"
[1] "Newton iter: 1, lambda:1.57628817708008, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.56843657844372, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.56839948351638, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56839948267698, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.56839948267698"
[1] "Starting iterative with newton 1.56839948267698"
[1] "Starting newton at: 1.79683293572188"
[1] "Newton iter: 1, lambda:1.64527856759333, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.63764035173825, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.63761084889595, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6376108484487, diff to last: 0"
[1] "Final threshold is: 0.0214660649116513"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.11625277559321"
[1] "Starting iterative with newton 1.11625277559321"
[1] "Starting newton at: 1.31871383347927"
[1] "Newton iter: 1, lambda:1.35606005903698, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.35466826936892, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.35466638571816, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35466638571471, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35466638571816"
[1] "Starting iterative with newton 1.35466638571816"
[1] "Starting newton at: 1.56802966781708"
[1] "Newton iter: 1, lambda:1.56554800323791, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.56554425431022, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56554425430163, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56554425430163"
[1] "Starting iterative with newton 1.56554425430163"
[1] "Starting newton at: 1.78733263081317"
[1] "Newton iter: 1, lambda:1.71552455077796, diff to last: 0.072"
[1] "Newton iter: 2, lambda:1.71381002453014, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.71380882006193, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71380882006133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71380882006133"
[1] "Starting iterative with newton 1.71380882006133"
[1] "Starting newton at: 1.95056173091155"
[1] "Newton iter: 1, lambda:1.810290398705, diff to last: 0.14"
[1] "Newton iter: 2, lambda:1.80713903781434, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.80713602687794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80713602687516, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80713602687516"
[1] "Starting iterative with newton 1.80713602687516"
[1] "Starting newton at: 2.04738565004668"
[1] "Newton iter: 1, lambda:1.86007773565612, diff to last: 0.187"
[1] "Newton iter: 2, lambda:1.85754569054662, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.85754406655876, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85754406655808, diff to last: 0"
[1] "Final threshold is: 0.0243489847095087"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.00878593985926"
[1] "Starting iterative with newton 1.00878593985926"
[1] "Starting newton at: 1.39109565819607"
[1] "Newton iter: 1, lambda:1.33098365770572, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.32758470830541, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.32757312729394, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32757312715911, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32757312715911"
[1] "Starting iterative with newton 1.32757312715911"
[1] "Starting newton at: 1.52408944887149"
[1] "Newton iter: 1, lambda:1.63502203855337, diff to last: 0.111"
[1] "Newton iter: 2, lambda:1.62777260211591, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.627747501529, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62774750122299, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62774750122299"
[1] "Starting iterative with newton 1.62774750122299"
[1] "Starting newton at: 1.82172560804262"
[1] "Newton iter: 1, lambda:1.82645942404907, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.82645394922585, diff to last: 0"
[1] "Newton iter: 3, lambda:1.82645394921868, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82645394922585"
[1] "Starting iterative with newton 1.82645394922585"
[1] "Starting newton at: 2.01862113769119"
[1] "Newton iter: 1, lambda:1.94351572052706, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.94321387853662, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9432138670516, diff to last: 0"
[1] "Newton iter: 4, lambda:1.9432138670516, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9432138670516"
[1] "Starting iterative with newton 1.9432138670516"
[1] "Starting newton at: 2.14748733292099"
[1] "Newton iter: 1, lambda:2.00760948262788, diff to last: 0.14"
[1] "Newton iter: 2, lambda:2.00858243293935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.00858236371827, diff to last: 0"
[1] "Newton iter: 4, lambda:2.00858236371827, diff to last: 0"
[1] "Final threshold is: 0.0263288188648837"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.013108159934325"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.67996317408148"
[1] "Newton iter: 1, lambda:1.58584183332048, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.58236288443452, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.58235672919894, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58235672917952, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.58235672919894"
[1] "Starting iterative with newton 1.58235672919894"
[1] "Starting newton at: 2.1022487920689"
[1] "Newton iter: 1, lambda:2.16304878584884, diff to last: 0.061"
[1] "Newton iter: 2, lambda:2.16392986748023, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16393009630295, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16393009630297, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.16393009630295"
[1] "Starting iterative with newton 2.16393009630295"
[1] "Starting newton at: 2.50935655145171"
[1] "Newton iter: 1, lambda:2.44451653340061, diff to last: 0.065"
[1] "Newton iter: 2, lambda:2.4466202419561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.44662232754211, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44662232754417, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.44662232754211"
[1] "Starting iterative with newton 2.44662232754211"
[1] "Starting newton at: 2.54200370830956"
[1] "Newton iter: 1, lambda:2.58327482162311, diff to last: 0.041"
[1] "Newton iter: 2, lambda:2.5841508742272, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5841512811068, diff to last: 0"
[1] "Newton iter: 4, lambda:2.58415128110689, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5841512811068"
[1] "Starting iterative with newton 2.5841512811068"
[1] "Starting newton at: 2.68128711888869"
[1] "Newton iter: 1, lambda:2.65575383919884, diff to last: 0.026"
[1] "Newton iter: 2, lambda:2.65611986201107, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65611993648766, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65611993648767, diff to last: 0"
[1] "Final threshold is: 0.0348168449322296"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.02146606491165134}, {'ad': 0.024348984709508727, 'da': 0.02632881886488367, 'dd': 0.03481684493222958}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.47957807064007. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005389650988365863
0.005389650988365863
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 248.942053998163"
[1] "Starting iterative with newton 248.942053998163"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 179.725956641232"
[1] "Starting iterative with newton 179.725956641232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 161.804982420128"
[1] "Starting iterative with newton 161.804982420128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 92.3131176405013"
[1] "Starting iterative with newton 92.3131176405013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 69.624217166571"
[1] "Starting iterative with newton 69.624217166571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.3084301797919"
[1] "Starting iterative with newton 32.3084301797919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.3191008772301"
[1] "Starting iterative with newton 24.3191008772301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 18.8094979377019"
[1] "Starting iterative with newton 18.8094979377019"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.07004405870344"
[1] "Starting iterative with newton 8.07004405870344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.90607873239087"
[1] "Starting iterative with newton 6.90607873239087"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.47599018223747"
[1] "Starting iterative with newton 5.47599018223747"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.03186357031761"
[1] "Starting iterative with newton 3.03186357031761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.71483625585308"
[1] "Starting iterative with newton 2.71483625585308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.45346636873474"
[1] "Starting iterative with newton 2.45346636873474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64042524065438"
[1] "Starting iterative with newton 1.64042524065438"
[1] "Starting newton at: 1.90598302834668"
[1] "Newton iter: 1, lambda:1.48568654603191, diff to last: 0.42"
[1] "Newton iter: 2, lambda:1.41688388170866, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.41262587812142, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41260849628028, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41260849598977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41260849598977"
[1] "Starting iterative with newton 1.41260849598977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.47957807064007. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005389650988365863
0.005389650988365863
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00399869692226679, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0039988016005542, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00399880160055427, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0039988016005542"
[1] "Starting iterative with newton 0.0039988016005542"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.21263914748445e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:8.21263914754056e-07, diff to last: 0"
[1] "Iteration: 2 Threshold: 8.21263914748445e-07"
[1] "Starting iterative with newton 8.21263914748445e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.06975211316972e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:8.06975211322303e-07, diff to last: 0"
[1] "Iteration: 3 Threshold: 8.06975211316972e-07"
[1] "Starting iterative with newton 8.06975211316972e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.06975160673223e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:8.06975160678555e-07, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.34931447230914e-09"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462628023, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152368513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152368571, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152368513"
[1] "Starting iterative with newton 0.0124679152368513"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00222385297164852, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0022238774302365, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00222387743023651, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0022238774302365"
[1] "Starting iterative with newton 0.0022238774302365"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00218183821522692, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00218186151166453, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00218186151166453, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00218186151166453"
[1] "Starting iterative with newton 0.00218186151166453"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00218166706513974, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00218169035690998, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00218169035690998, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00218169035690998"
[1] "Starting iterative with newton 0.00218169035690998"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00218166636796758, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00218168965971882, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00218168965971882, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.17585458308111e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357248311092018, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0357496482326906, diff to last: 0"
[1] "Newton iter: 3, lambda:0.03574964824466, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0357496482326906"
[1] "Starting iterative with newton 0.0357496482326906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0148420655046438, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0148446137359684, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148446137360436, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0148446137359684"
[1] "Starting iterative with newton 0.0148446137359684"
[1] "Starting newton at: 0.00698579127203058"
[1] "Newton iter: 1, lambda:0.0147526511950835, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0147533417844213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0147533417844268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0147533417844268"
[1] "Starting iterative with newton 0.0147533417844268"
[1] "Starting newton at: 0.00707706322357222"
[1] "Newton iter: 1, lambda:0.0147522678890199, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0147529422449185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0147529422449237, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0147529422449237"
[1] "Starting iterative with newton 0.0147529422449237"
[1] "Starting newton at: 0.00707746276307536"
[1] "Newton iter: 1, lambda:0.0147522662105651, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.0147529404958284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0147529404958336, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.95132003246721e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0318894588349769, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319126919425402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319126919548679, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0319126919548679"
[1] "Starting iterative with newton 0.0319126919548679"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00600913993226753, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0060093711339567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00600937113395704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0060093711339567"
[1] "Starting iterative with newton 0.0060093711339567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0058708704510328, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00587108836502574, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00587108836502604, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00587108836502574"
[1] "Starting iterative with newton 0.00587108836502574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00587013386567342, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00587035171026774, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00587035171026804, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00587035171026774"
[1] "Starting iterative with newton 0.00587035171026774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00587012994180985, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00587034778603452, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00587034778603482, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.16391257470523e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0560996557689935, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0562108875866768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0562108880235818, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0562108880235818"
[1] "Starting iterative with newton 0.0562108880235818"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0176157690343914, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0176211338720898, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0176211338725874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0176211338720898"
[1] "Starting iterative with newton 0.0176211338720898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171057768002939, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171107582213628, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171107582217852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0171107582217852"
[1] "Starting iterative with newton 0.0171107582217852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0170990509720726, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171040274502686, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171040274506901, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0171040274502686"
[1] "Starting iterative with newton 0.0171040274502686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0170989622723637, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171039386853943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171039386858158, diff to last: 0"
[1] "Final threshold is: 9.21842600406846e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0971761191094321, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0977720393367221, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0977720616858404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0977720616858404, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0977720616858404"
[1] "Starting iterative with newton 0.0977720616858404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023279897995621, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232935909057796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232935909105171, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0232935909057796"
[1] "Starting iterative with newton 0.0232935909057796"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217822168758332, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217937522927875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217937522960228, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0217937522927875"
[1] "Starting iterative with newton 0.0217937522927875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217523218533309, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217638165953533, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217638165985633, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0217638165985633"
[1] "Starting iterative with newton 0.0217638165985633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0217517252853161, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0217632192165846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0217632192197942, diff to last: 0"
[1] "Final threshold is: 0.000117296155960688"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12764618172463, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.128914011522883, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.128914136046853, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128914136046854, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.128914136046853"
[1] "Starting iterative with newton 0.128914136046853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0316809469781856, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.031714696864508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0317146969028115, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.031714696864508"
[1] "Starting iterative with newton 0.031714696864508"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290842251315842, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0291114012511985, diff to last: 0"
[1] "Newton iter: 3, lambda:0.029111401274927, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0291114012511985"
[1] "Starting iterative with newton 0.0291114012511985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290156671848545, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290426812948955, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290426813183124, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0290426812948955"
[1] "Starting iterative with newton 0.0290426812948955"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0290138582064884, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0290408680496058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0290408680730146, diff to last: 0"
[1] "Final threshold is: 0.000156520143186561"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166839517804389, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.169803543292341, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16980447220583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169804472205921, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.169804472205921"
[1] "Starting iterative with newton 0.169804472205921"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0487120877439617, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0488204652769052, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0488204658133586, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0488204652769052"
[1] "Starting iterative with newton 0.0488204652769052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0445861104767644, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446728488783287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446728492066006, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0446728488783287"
[1] "Starting iterative with newton 0.0446728488783287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444445795706084, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0445306306126197, diff to last: 0"
[1] "Newton iter: 3, lambda:0.044530630935194, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0445306306126197"
[1] "Starting iterative with newton 0.0445306306126197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444397264160682, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0445257539511262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0445257542735067, diff to last: 0"
[1] "Final threshold is: 0.000239978275527941"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.453650194306333"
[1] "Newton iter: 1, lambda:0.288811502394559, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.293579927096841, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.293584027036319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.293584027039348, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.293584027036319"
[1] "Starting iterative with newton 0.293584027036319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111324116632558, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112467750296675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112467870793129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112467870793131, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112467870793131"
[1] "Starting iterative with newton 0.112467870793131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0998281493082179, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100706430515675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100706498419245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100706498419245, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100706498419245"
[1] "Starting iterative with newton 0.100706498419245"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.099060338711421, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0999224837818644, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0999225490125738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0999225490125742, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0999225490125742"
[1] "Starting iterative with newton 0.0999225490125742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0990090764455614, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0998701509159624, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0998702159714059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0998702159714063, diff to last: 0"
[1] "Final threshold is: 0.000538265608218602"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.275288698819091"
[1] "Newton iter: 1, lambda:0.367286735163102, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.369148033318366, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369148783613222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369148783613344, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.369148783613222"
[1] "Starting iterative with newton 0.369148783613222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127151626074391, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128946232311566, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128946589283837, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128946589283852, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128946589283852"
[1] "Starting iterative with newton 0.128946589283852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.109184264676808, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110407051844662, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11040720510964, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110407205109643, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.11040720510964"
[1] "Starting iterative with newton 0.11040720510964"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107779797356973, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.108963660470711, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.108963803216138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10896380321614, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.108963803216138"
[1] "Starting iterative with newton 0.108963803216138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107670329230857, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.10885119240764, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10885133435941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.108851334359412, diff to last: 0"
[1] "Final threshold is: 0.000586670701815135"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.293564761495439"
[1] "Newton iter: 1, lambda:0.42631095320228, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.43088858601843, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.430893894867745, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430893894874878, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.430893894874878"
[1] "Starting iterative with newton 0.430893894874878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15601702435597, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159266940435223, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159268347717339, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159268347717603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.159268347717339"
[1] "Starting iterative with newton 0.159268347717339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133382596906466, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.13555040116916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135550973282039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135550973282079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135550973282039"
[1] "Starting iterative with newton 0.135550973282039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131368757191184, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.133454126907981, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13345465198109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133454651981123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.13345465198109"
[1] "Starting iterative with newton 0.13345465198109"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131190450879755, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.1332686248692, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133269145942777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13326914594281, diff to last: 0"
[1] "Final threshold is: 0.000718274184149162"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.03186357031761"
[1] "Starting iterative with newton 3.03186357031761"
[1] "Starting newton at: 0.621440062745012"
[1] "Newton iter: 1, lambda:0.591720470844976, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.592042086919692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.592042124939068, diff to last: 0"
[1] "Newton iter: 4, lambda:0.592042124939069, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.592042124939069"
[1] "Starting iterative with newton 0.592042124939069"
[1] "Starting newton at: 0.325436710405884"
[1] "Newton iter: 1, lambda:0.280120056515517, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.280585437980856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280585487254727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.280585487254728, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.280585487254727"
[1] "Starting iterative with newton 0.280585487254727"
[1] "Starting newton at: 0.333742576149334"
[1] "Newton iter: 1, lambda:0.23288827740764, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.234975635479866, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.234976535522321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234976535522488, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.234976535522321"
[1] "Starting iterative with newton 0.234976535522321"
[1] "Starting newton at: 0.326319781161863"
[1] "Newton iter: 1, lambda:0.226202234436521, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.228228982065438, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.228229817702859, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228229817703001, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228229817702859"
[1] "Starting iterative with newton 0.228229817702859"
[1] "Starting newton at: 0.326193138757971"
[1] "Newton iter: 1, lambda:0.225170311915135, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.227229157157458, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.227230017500675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227230017500826, diff to last: 0"
[1] "Final threshold is: 0.00122469048840891"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.71483625585308"
[1] "Starting iterative with newton 2.71483625585308"
[1] "Starting newton at: 0.606514288309411"
[1] "Newton iter: 1, lambda:0.593050503174949, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.593116960835637, diff to last: 0"
[1] "Newton iter: 3, lambda:0.593116962461554, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.593116962461554"
[1] "Starting iterative with newton 0.593116962461554"
[1] "Starting newton at: 0.287936188156048"
[1] "Newton iter: 1, lambda:0.316745882084407, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.316952917469626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.316952928132502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.316952928132502, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.316952928132502"
[1] "Starting iterative with newton 0.316952928132502"
[1] "Starting newton at: 0.288907983476623"
[1] "Newton iter: 1, lambda:0.274123927649675, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.274174192415729, diff to last: 0"
[1] "Newton iter: 3, lambda:0.274174192997423, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.274174192997423"
[1] "Starting iterative with newton 0.274174192997423"
[1] "Starting newton at: 0.286152819718396"
[1] "Newton iter: 1, lambda:0.26731286566758, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.267393435442314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267393436917862, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.267393435442314"
[1] "Starting iterative with newton 0.267393435442314"
[1] "Starting newton at: 0.283177360671471"
[1] "Newton iter: 1, lambda:0.266249864307931, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.266314783816671, diff to last: 0"
[1] "Newton iter: 3, lambda:0.266314784772695, diff to last: 0"
[1] "Final threshold is: 0.00143534373781396"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.45346636873474"
[1] "Starting iterative with newton 2.45346636873474"
[1] "Starting newton at: 0.563228890415258"
[1] "Newton iter: 1, lambda:0.617179739608427, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.618341251555513, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.618341781634902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618341781635013, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618341781634902"
[1] "Starting iterative with newton 0.618341781634902"
[1] "Starting newton at: 0.281089987112208"
[1] "Newton iter: 1, lambda:0.346185707440982, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.347352281516993, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.347352653807622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34735265380766, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.347352653807622"
[1] "Starting iterative with newton 0.347352653807622"
[1] "Starting newton at: 0.287963870525016"
[1] "Newton iter: 1, lambda:0.301094249784674, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.301137929475565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301137929958426, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.301137929958426"
[1] "Starting iterative with newton 0.301137929958426"
[1] "Starting newton at: 0.291433124811579"
[1] "Newton iter: 1, lambda:0.293086721917813, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.29308740431875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293087404318867, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29308740431875"
[1] "Starting iterative with newton 0.29308740431875"
[1] "Starting newton at: 0.28265895606213"
[1] "Newton iter: 1, lambda:0.291659781552402, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.291679960798113, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291679960899469, diff to last: 0"
[1] "Final threshold is: 0.00157205318954834"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00538965098836586"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.64042524065438"
[1] "Starting iterative with newton 1.64042524065438"
[1] "Starting newton at: 0.77089558794549"
[1] "Newton iter: 1, lambda:0.73825744767314, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.738801452649885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.738801605671746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.738801605671758, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.738801605671758"
[1] "Starting iterative with newton 0.738801605671758"
[1] "Starting newton at: 0.5138756665526"
[1] "Newton iter: 1, lambda:0.526251271806627, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.526314448816338, diff to last: 0"
[1] "Newton iter: 3, lambda:0.526314450458593, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.526314448816338"
[1] "Starting iterative with newton 0.526314448816338"
[1] "Starting newton at: 0.533169958795288"
[1] "Newton iter: 1, lambda:0.471944491235508, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.473374767606597, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.473375557670599, diff to last: 0"
[1] "Newton iter: 4, lambda:0.47337555767084, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47337555767084"
[1] "Starting iterative with newton 0.47337555767084"
[1] "Starting newton at: 0.52698406029198"
[1] "Newton iter: 1, lambda:0.458268335551335, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.460038513965299, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.460039704228316, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460039704228854, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.460039704228316"
[1] "Starting iterative with newton 0.460039704228316"
[1] "Starting newton at: 0.525002039077456"
[1] "Newton iter: 1, lambda:0.454832478676173, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.456670274358158, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.456671551856199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456671551856816, diff to last: 0"
[1] "Final threshold is: 0.00246130028082366"
threshold is:
[{'ad': 4.349314472309138e-09, 'da': 1.1758545830811103e-05, 'dd': 7.95132003246721e-05}, {'ad': 3.1639125747052304e-05, 'da': 9.218426004068465e-05, 'dd': 0.00011729615596068836}, {'ad': 0.00015652014318656067, 'da': 0.000239978275527941, 'dd': 0.000538265608218602}, {'ad': 0.0005866707018151353, 'da': 0.0007182741841491624, 'dd': 0.0012246904884089074}, {'ad': 0.0014353437378139646, 'da': 0.0015720531895483413, 'dd': 0.00246130028082366}]
Number of points in noise estimation: 128
Estimated noise: 0.013108159934325042
0.013108159934325042
threshold is:
[{'ad': 0.023671923965569164, 'da': 0.010074662360909342, 'dd': 0.000117658263927789}, {'ad': 0.0027921206566960954, 'da': 0.0001245003826743224, 'dd': 0.0017427426820726677}, {'ad': 0.0006903572839540573, 'da': 0.0014187219500225272, 'dd': 0.003919131619575819}, {'ad': 0.003601427479550057, 'da': 0.003578302424946652, 'dd': 0.006721925010914863}, {'ad': 0.0075779818446150005, 'da': 0.00956639356646501, 'dd': 0.01428370422955685}]
['peppers256', 0.025, 1, 0.00016762895313993483, 0.00012010959451726398, 0.0001241737882078211, 0.0007919564811024284, 0.00011997000414103873, 0.00015520349234208862, 0.0001501014565816119, 0.00016762895313993497, 37.75650967191852, 39.20422299179332, 39.05970069522587, 31.012986827240834, 39.20927326156149, 38.09098510604676, 38.23615093351086, 37.75650967191852]
peppers256 0.025 2
Number of points in noise estimation: 128
Estimated noise: 0.01294587097821776
0.01294587097821776
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124773581188276, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124783410182418, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124783410182479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124783410182479"
[1] "Starting iterative with newton 0.0124783410182479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00150976141447546, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00150977040031456, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00150977040031456"
[1] "Starting iterative with newton 0.00150977040031456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00147602566329772, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00147603413279676, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00147602566329772"
[1] "Starting iterative with newton 0.00147602566329772"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00147592277336882, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00147593124132094, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00147592277336882"
[1] "Starting iterative with newton 0.00147592277336882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00147592245965904, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00147593092760644, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.91071017365998e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124670247743351, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679939129153, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679939129211, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679939129211"
[1] "Starting iterative with newton 0.0124679939129211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00124268899085293, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00124269437539089, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00124268899085293"
[1] "Starting iterative with newton 0.00124268899085293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00121301454152979, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00121301959260597, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00121301959260597"
[1] "Starting iterative with newton 0.00121301959260597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00121293685348493, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00121294190370496, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00121293685348493"
[1] "Starting iterative with newton 0.00121293685348493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00121293663684156, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00121294168705921, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.57025212053041e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0497389200185756, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0498009187794935, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0498009188757232, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0498009187794935"
[1] "Starting iterative with newton 0.0498009187794935"
[1] "Starting newton at: 0.04843231873816"
[1] "Newton iter: 1, lambda:0.0332123874484275, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0332172463743523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0332172463748477, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0332172463743523"
[1] "Starting iterative with newton 0.0332172463743523"
[1] "Starting newton at: 0.0650159911433011"
[1] "Newton iter: 1, lambda:0.0329909860618695, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0330125115222927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330125115320252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0330125115222927"
[1] "Starting iterative with newton 0.0330125115222927"
[1] "Starting newton at: 0.0652207259953608"
[1] "Newton iter: 1, lambda:0.0329881368214147, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.033009942396019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330099424060066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.033009942396019"
[1] "Starting iterative with newton 0.033009942396019"
[1] "Starting newton at: 0.0652232951216345"
[1] "Newton iter: 1, lambda:0.0329881010496293, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0330099101508019, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330099101607927, diff to last: 0"
[1] "Final threshold is: 0.000427342037814842"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640408484902604, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0642100011971741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642100023767042, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0642100011971741"
[1] "Starting iterative with newton 0.0642100011971741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208453084017174, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208546368703441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208546368722123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0208546368722123"
[1] "Starting iterative with newton 0.0208546368722123"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020094754273014, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201032699031648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201032699046941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0201032699046941"
[1] "Starting iterative with newton 0.0201032699046941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0200817876408154, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.020090289620085, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0200902896216089, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0200902896216089"
[1] "Starting iterative with newton 0.0200902896216089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0200815636447456, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0200900653883162, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02009006538984, diff to last: 0"
[1] "Final threshold is: 0.000260083394480827"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.200864307535877"
[1] "Newton iter: 1, lambda:0.123689442199468, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.124130176186839, diff to last: 0"
[1] "Newton iter: 3, lambda:0.124130190639081, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124130190639081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.124130176186839"
[1] "Starting iterative with newton 0.124130176186839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443421158581028, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444252134534674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444252137452819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0444252137452819"
[1] "Starting iterative with newton 0.0444252137452819"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419398940211974, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420118043998707, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042011804611275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420118043998707"
[1] "Starting iterative with newton 0.0420118043998707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418669419194271, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419385292675165, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419385294768123, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0419385292675165"
[1] "Starting iterative with newton 0.0419385292675165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418647267577734, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419363043123904, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419363045216225, diff to last: 0"
[1] "Final threshold is: 0.000542901984931483"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.274880530830857"
[1] "Newton iter: 1, lambda:0.189578590935426, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.190433703352698, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.190433789890592, diff to last: 0"
[1] "Newton iter: 4, lambda:0.190433789890593, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.190433789890592"
[1] "Starting iterative with newton 0.190433789890592"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0638534100970837, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0640792378226237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0640792406465523, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0640792378226237"
[1] "Starting iterative with newton 0.0640792378226237"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0588613067081755, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0590458558902962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0590458577040833, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0590458558902962"
[1] "Starting iterative with newton 0.0590458558902962"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0586589451370626, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0588419413242798, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0588419431048873, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0588419413242798"
[1] "Starting iterative with newton 0.0588419413242798"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0586507424019508, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0588336758241258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0588336776033995, diff to last: 0"
[1] "Final threshold is: 0.00076165319942767"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.265833700204298"
[1] "Newton iter: 1, lambda:0.270928967960389, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.270933161405629, diff to last: 0"
[1] "Newton iter: 3, lambda:0.270933161408468, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.270933161405629"
[1] "Starting iterative with newton 0.270933161405629"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928545760340992, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935670884572101, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935671303849415, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935671303849416, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0935671303849415"
[1] "Starting iterative with newton 0.0935671303849415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.082540941297588, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.0830714681001069, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0830714900096751, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0830714900096751, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0830714900096751"
[1] "Starting iterative with newton 0.0830714900096751"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0819251992052983, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824459333184, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.082445954349895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.082445954349895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.082445954349895"
[1] "Starting iterative with newton 0.082445954349895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0818884744071997, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0824086281900382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0824086491701197, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0824086491701197, diff to last: 0"
[1] "Final threshold is: 0.00106685173964558"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.275525116984668"
[1] "Newton iter: 1, lambda:0.338488571689387, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.33926599677918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.339266114064947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33926611406495, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.339266114064947"
[1] "Starting iterative with newton 0.339266114064947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122273148594447, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123900801500407, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123901089611805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123901089611814, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.123901089611805"
[1] "Starting iterative with newton 0.123901089611805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106230614988365, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107370836199569, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107370967501041, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107370967501043, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107370967501043"
[1] "Starting iterative with newton 0.107370967501043"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104996793585907, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106103965114721, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106104088173149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10610408817315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10610408817315"
[1] "Starting iterative with newton 0.10610408817315"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1049021962026, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.106006859339024, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.106006981783845, diff to last: 0"
[1] "Newton iter: 4, lambda:0.106006981783847, diff to last: 0"
[1] "Final threshold is: 0.00137235270896394"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.34881380254968"
[1] "Starting iterative with newton 3.34881380254968"
[1] "Starting newton at: 0.483011652222974"
[1] "Newton iter: 1, lambda:0.531980793691863, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.532718789280755, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.532718954572059, diff to last: 0"
[1] "Newton iter: 4, lambda:0.532718954572067, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.532718954572059"
[1] "Starting iterative with newton 0.532718954572059"
[1] "Starting newton at: 0.248823560237476"
[1] "Newton iter: 1, lambda:0.27723994921803, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.277411969998251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27741197628607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.277411969998251"
[1] "Starting iterative with newton 0.277411969998251"
[1] "Starting newton at: 0.196984942025699"
[1] "Newton iter: 1, lambda:0.24340861793035, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.243840566487526, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243840603772943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.243840603772943, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.243840603772943"
[1] "Starting iterative with newton 0.243840603772943"
[1] "Starting newton at: 0.199223718018033"
[1] "Newton iter: 1, lambda:0.238942913646609, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.239256230877038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.239256250325558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239256250325558, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.239256250325558"
[1] "Starting iterative with newton 0.239256250325558"
[1] "Starting newton at: 0.201619522107712"
[1] "Newton iter: 1, lambda:0.238358973940927, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.238626676873592, diff to last: 0"
[1] "Newton iter: 3, lambda:0.238626691054568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238626691054568, diff to last: 0"
[1] "Final threshold is: 0.00308923035435147"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.89870369980985"
[1] "Starting iterative with newton 2.89870369980985"
[1] "Starting newton at: 0.623647342874223"
[1] "Newton iter: 1, lambda:0.555409934964997, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.556936298320251, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.556937078664565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.556937078664769, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.556937078664565"
[1] "Starting iterative with newton 0.556937078664565"
[1] "Starting newton at: 0.293139587006913"
[1] "Newton iter: 1, lambda:0.305493385084285, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.305529016042455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305529016338471, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305529016338471"
[1] "Starting iterative with newton 0.305529016338471"
[1] "Starting newton at: 0.233260226982296"
[1] "Newton iter: 1, lambda:0.269140486593136, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.269423978330025, diff to last: 0"
[1] "Newton iter: 3, lambda:0.269423995979123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269423995979123, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269423995979123"
[1] "Starting iterative with newton 0.269423995979123"
[1] "Starting newton at: 0.241397433596643"
[1] "Newton iter: 1, lambda:0.263953134618575, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.26406401771566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.264064020390784, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.264064020390784"
[1] "Starting iterative with newton 0.264064020390784"
[1] "Starting newton at: 0.241152668721652"
[1] "Newton iter: 1, lambda:0.263159026779481, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.263264422605743, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263264425019293, diff to last: 0"
[1] "Final threshold is: 0.00340818727945446"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.31281632989879"
[1] "Starting iterative with newton 2.31281632989879"
[1] "Starting newton at: 0.507423735456282"
[1] "Newton iter: 1, lambda:0.588233540280809, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.590634972320881, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.590637044858965, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590637044860508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590637044860508"
[1] "Starting iterative with newton 0.590637044860508"
[1] "Starting newton at: 0.233782575943273"
[1] "Newton iter: 1, lambda:0.357297357816363, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.361578647902861, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.361583727525993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36158372753314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361583727525993"
[1] "Starting iterative with newton 0.361583727525993"
[1] "Starting newton at: 0.233537086108148"
[1] "Newton iter: 1, lambda:0.320294617018399, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.322283201811642, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.322284238754193, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322284238754474, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322284238754193"
[1] "Starting iterative with newton 0.322284238754193"
[1] "Starting newton at: 0.246873791563025"
[1] "Newton iter: 1, lambda:0.31415436473305, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.315336119701452, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.315336482158115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.315336482158149, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.315336482158115"
[1] "Starting iterative with newton 0.315336482158115"
[1] "Starting newton at: 0.245834375588196"
[1] "Newton iter: 1, lambda:0.312928988911461, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.314101994642415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.314102351099647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314102351099679, diff to last: 0"
[1] "Final threshold is: 0.00406632851129088"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.21982549578974"
[1] "Starting iterative with newton 1.21982549578974"
[1] "Starting newton at: 0.802882378431737"
[1] "Newton iter: 1, lambda:0.760285948197356, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.761190386646775, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.76119080205862, diff to last: 0"
[1] "Newton iter: 4, lambda:0.761190802058707, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.761190802058707"
[1] "Starting iterative with newton 0.761190802058707"
[1] "Starting newton at: 0.542173704234879"
[1] "Newton iter: 1, lambda:0.649370830316279, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.654969337487259, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.65498417796165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65498417806574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.65498417796165"
[1] "Starting iterative with newton 0.65498417796165"
[1] "Starting newton at: 0.557456669033921"
[1] "Newton iter: 1, lambda:0.62534432247483, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.627520368045261, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.627522563157346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627522563159578, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.627522563157346"
[1] "Starting iterative with newton 0.627522563157346"
[1] "Starting newton at: 0.561171927043823"
[1] "Newton iter: 1, lambda:0.618692967147543, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.620242141273083, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.620243247598202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620243247598767, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.620243247598202"
[1] "Starting iterative with newton 0.620243247598202"
[1] "Starting newton at: 0.561722008164617"
[1] "Newton iter: 1, lambda:0.616879204548341, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.618300624495702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.618301554486149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618301554486547, diff to last: 0"
[1] "Final threshold is: 0.00800445215000917"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.13967292532996"
[1] "Starting iterative with newton 1.13967292532996"
[1] "Starting newton at: 0.84042669333385"
[1] "Newton iter: 1, lambda:0.775364980353791, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.777538960850176, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.777541461293771, diff to last: 0"
[1] "Newton iter: 4, lambda:0.777541461297076, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.777541461293771"
[1] "Starting iterative with newton 0.777541461293771"
[1] "Starting newton at: 0.568149096055556"
[1] "Newton iter: 1, lambda:0.682393023824083, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.689099273667483, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.689121664937319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.689121665186362, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.689121664937319"
[1] "Starting iterative with newton 0.689121664937319"
[1] "Starting newton at: 0.562256376762785"
[1] "Newton iter: 1, lambda:0.660970803147483, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.665863249541299, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.665874951295431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665874951362267, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.665874951362267"
[1] "Starting iterative with newton 0.665874951362267"
[1] "Starting newton at: 0.557389223806458"
[1] "Newton iter: 1, lambda:0.654890592722122, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.65963724950608, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.659648211044189, diff to last: 0"
[1] "Newton iter: 4, lambda:0.659648211102557, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.659648211044189"
[1] "Starting iterative with newton 0.659648211044189"
[1] "Starting newton at: 0.559112814658813"
[1] "Newton iter: 1, lambda:0.653521717129297, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.6579625185773, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.657972099629203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.657972099673737, diff to last: 0"
[1] "Final threshold is: 0.00851802190964324"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.04112339029916"
[1] "Starting iterative with newton 1.04112339029916"
[1] "Starting newton at: 0.766400330092879"
[1] "Newton iter: 1, lambda:0.820761082325608, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.822479703241027, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.822481383294531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822481383296135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.822481383296135"
[1] "Starting iterative with newton 0.822481383296135"
[1] "Starting newton at: 0.767440368748304"
[1] "Newton iter: 1, lambda:0.763183535929076, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.76319344016781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.763193440221518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.76319344016781"
[1] "Starting iterative with newton 0.76319344016781"
[1] "Starting newton at: 0.770824239465021"
[1] "Newton iter: 1, lambda:0.745957315622624, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.746288805337436, diff to last: 0"
[1] "Newton iter: 3, lambda:0.746288864840638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.74628886484064, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.746288864840638"
[1] "Starting iterative with newton 0.746288864840638"
[1] "Starting newton at: 0.770693072457103"
[1] "Newton iter: 1, lambda:0.740930950561819, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.741403345016856, diff to last: 0"
[1] "Newton iter: 3, lambda:0.741403465468334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.741403465468341, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.741403465468334"
[1] "Starting iterative with newton 0.741403465468334"
[1] "Starting newton at: 0.770744565334217"
[1] "Newton iter: 1, lambda:0.739465048833129, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.739986036042863, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.739986182412431, diff to last: 0"
[1] "Newton iter: 4, lambda:0.739986182412442, diff to last: 0"
[1] "Final threshold is: 0.00957976564317524"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.01311937427374"
[1] "Newton iter: 1, lambda:1.13500832139481, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.14984001176237, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.15004742042731, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15004746059047, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15004746059048, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15004746059047"
[1] "Starting iterative with newton 1.15004746059047"
[1] "Starting newton at: 1.29531648672119"
[1] "Newton iter: 1, lambda:1.41151243578907, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.42763134295331, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.42791961848411, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42791970940444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42791970940445, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42791970940444"
[1] "Starting iterative with newton 1.42791970940444"
[1] "Starting newton at: 1.83713433702051"
[1] "Newton iter: 1, lambda:1.47360409447467, diff to last: 0.364"
[1] "Newton iter: 2, lambda:1.5724652217673, diff to last: 0.099"
[1] "Newton iter: 3, lambda:1.58507212066489, diff to last: 0.013"
[1] "Newton iter: 4, lambda:1.58526222185606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58526226454169, diff to last: 0"
[1] "Newton iter: 6, lambda:1.58526226454169, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58526226454169"
[1] "Starting iterative with newton 1.58526226454169"
[1] "Starting newton at: 1.81403978851962"
[1] "Newton iter: 1, lambda:1.64143065349525, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.67090504115328, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.67200441556797, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.67200589990898, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67200589991168, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.67200589990898"
[1] "Starting iterative with newton 1.67200589990898"
[1] "Starting newton at: 1.81512206045112"
[1] "Newton iter: 1, lambda:1.70559068604568, diff to last: 0.11"
[1] "Newton iter: 2, lambda:1.71868932121475, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.71890701269054, diff to last: 0"
[1] "Newton iter: 4, lambda:1.71890707196125, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71890707196126, diff to last: 0"
[1] "Final threshold is: 0.0222527491771564"
threshold is:
[{'ad': 1.910710173659978e-05, 'da': 1.5702521205304146e-05, 'dd': 0.00042734203781484185}, {'ad': 0.0002600833944808266, 'da': 0.0005429019849314833, 'dd': 0.00076165319942767}, {'ad': 0.0010668517396455813, 'da': 0.0013723527089639404, 'dd': 0.0030892303543514714}, {'ad': 0.0034081872794544557, 'da': 0.0040663285112908796, 'dd': 0.008004452150009167}, {'ad': 0.008518021909643238, 'da': 0.00957976564317524, 'dd': 0.02225274917715644}]
Number of points in noise estimation: 128
Estimated noise: 0.01294587097821776
0.01294587097821776
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 104.191221188062"
[1] "Starting iterative with newton 104.191221188062"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 74.0997361227127"
[1] "Starting iterative with newton 74.0997361227127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.1457652667526"
[1] "Starting iterative with newton 67.1457652667526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.5427256085343"
[1] "Starting iterative with newton 38.5427256085343"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 28.4391209758362"
[1] "Starting iterative with newton 28.4391209758362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.6283836521211"
[1] "Starting iterative with newton 13.6283836521211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.1456526003903"
[1] "Starting iterative with newton 10.1456526003903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.9448905414873"
[1] "Starting iterative with newton 7.9448905414873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.34881380254968"
[1] "Starting iterative with newton 3.34881380254968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.89870369980985"
[1] "Starting iterative with newton 2.89870369980985"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31281632989879"
[1] "Starting iterative with newton 2.31281632989879"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.21982549578974"
[1] "Starting iterative with newton 1.21982549578974"
[1] "Starting newton at: 1.4195643310418"
[1] "Newton iter: 1, lambda:1.37278719074717, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.37083497771357, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.37083140124649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.37083140123446, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.37083140123446"
[1] "Starting iterative with newton 1.37083140123446"
[1] "Starting newton at: 1.57575933785823"
[1] "Newton iter: 1, lambda:1.52447076264418, diff to last: 0.051"
[1] "Newton iter: 2, lambda:1.52283501667575, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52283320393979, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52283320393755, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52283320393755"
[1] "Starting iterative with newton 1.52283320393755"
[1] "Starting newton at: 1.73852432823461"
[1] "Newton iter: 1, lambda:1.65047160363931, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.64736803875541, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.64736324665662, diff to last: 0"
[1] "Newton iter: 4, lambda:1.64736324664512, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.64736324664512"
[1] "Starting iterative with newton 1.64736324664512"
[1] "Starting newton at: 1.90852112345513"
[1] "Newton iter: 1, lambda:1.74040692290322, diff to last: 0.168"
[1] "Newton iter: 2, lambda:1.73453541028432, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.73452207353314, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73452207346324, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.73452207346324"
[1] "Starting iterative with newton 1.73452207346324"
[1] "Starting newton at: 1.99244724935974"
[1] "Newton iter: 1, lambda:1.79744069380294, diff to last: 0.195"
[1] "Newton iter: 2, lambda:1.79266650273753, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.79265912756445, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79265912754658, diff to last: 0"
[1] "Final threshold is: 0.0232075337731425"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.13967292532996"
[1] "Starting iterative with newton 1.13967292532996"
[1] "Starting newton at: 1.34990845218112"
[1] "Newton iter: 1, lambda:1.34591694976406, diff to last: 0.004"
[1] "Newton iter: 2, lambda:1.34590124193821, diff to last: 0"
[1] "Newton iter: 3, lambda:1.34590124169414, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.34590124193821"
[1] "Starting iterative with newton 1.34590124193821"
[1] "Starting newton at: 1.56205817544294"
[1] "Newton iter: 1, lambda:1.53226011553796, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.53169921418699, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53169900551362, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53169900551359, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53169900551359"
[1] "Starting iterative with newton 1.53169900551359"
[1] "Starting newton at: 1.74529702287071"
[1] "Newton iter: 1, lambda:1.67120310954258, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.66908347932105, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66908138046054, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66908138045847, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66908138045847"
[1] "Starting iterative with newton 1.66908138045847"
[1] "Starting newton at: 1.89410016190795"
[1] "Newton iter: 1, lambda:1.76793570151652, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.76445167356924, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.76444740535228, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76444740534581, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76444740534581"
[1] "Starting iterative with newton 1.76444740534581"
[1] "Starting newton at: 2.00333130217879"
[1] "Newton iter: 1, lambda:1.82453816890993, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.82094493488421, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.82094117302267, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8209411730185, diff to last: 0"
[1] "Final threshold is: 0.023573669484876"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04112339029916"
[1] "Starting iterative with newton 1.04112339029916"
[1] "Starting newton at: 1.22650606841045"
[1] "Newton iter: 1, lambda:1.32473355580045, diff to last: 0.098"
[1] "Newton iter: 2, lambda:1.31442338003675, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.31431410066139, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31431408828381, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31431408828381, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31431408828381"
[1] "Starting iterative with newton 1.31431408828381"
[1] "Starting newton at: 1.51087988961294"
[1] "Newton iter: 1, lambda:1.57726861311045, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.57445733744106, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.57445282042915, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57445282041742, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57445282042915"
[1] "Starting iterative with newton 1.57445282042915"
[1] "Starting newton at: 1.7582240514123"
[1] "Newton iter: 1, lambda:1.75760881778157, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.75760869268133, diff to last: 0"
[1] "Newton iter: 3, lambda:1.75760869268133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75760869268133"
[1] "Starting iterative with newton 1.75760869268133"
[1] "Starting newton at: 1.95431080625548"
[1] "Newton iter: 1, lambda:1.87838251341018, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.87765088523105, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.87765077637114, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87765077637114, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.87765077637114"
[1] "Starting iterative with newton 1.87765077637114"
[1] "Starting newton at: 2.07756756952588"
[1] "Newton iter: 1, lambda:1.9446967245685, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.94435874035418, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94435872400784, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94435872400784, diff to last: 0"
[1] "Final threshold is: 0.0251714171763776"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0129458709782178"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43874431780154"
[1] "Newton iter: 1, lambda:1.55221089138211, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.54349393439563, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.54345116491089, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54345116386261, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54345116491089"
[1] "Starting iterative with newton 1.54345116491089"
[1] "Starting newton at: 2.06303533761695"
[1] "Newton iter: 1, lambda:2.11543048954888, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.11597026192134, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.11597033419936, diff to last: 0"
[1] "Newton iter: 4, lambda:2.11597033419936, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.11597033419936"
[1] "Starting iterative with newton 2.11597033419936"
[1] "Starting newton at: 2.45105824177874"
[1] "Newton iter: 1, lambda:2.40607849745045, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.40703402764856, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40703443694079, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40703443694087, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40703443694079"
[1] "Starting iterative with newton 2.40703443694079"
[1] "Starting newton at: 2.50280093761799"
[1] "Newton iter: 1, lambda:2.55644115420708, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.5578673897998, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.55786844676555, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55786844676613, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55786844676613"
[1] "Starting iterative with newton 2.55786844676613"
[1] "Starting newton at: 2.66337054745345"
[1] "Newton iter: 1, lambda:2.62655579109646, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.62731145545293, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.62731176843716, diff to last: 0"
[1] "Newton iter: 4, lambda:2.62731176843721, diff to last: 0"
[1] "Final threshold is: 0.0340128391737406"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.023207533773142483}, {'ad': 0.023573669484876044, 'da': 0.02517141717637758, 'dd': 0.03401283917374055}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484326608721358. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005277978368976179
0.005277978368976179
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 255.561128194855"
[1] "Starting iterative with newton 255.561128194855"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 181.752473447651"
[1] "Starting iterative with newton 181.752473447651"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 164.695713606286"
[1] "Starting iterative with newton 164.695713606286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 94.5379306231837"
[1] "Starting iterative with newton 94.5379306231837"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 69.7557218216716"
[1] "Starting iterative with newton 69.7557218216716"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.427817256522"
[1] "Starting iterative with newton 33.427817256522"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.8853444202255"
[1] "Starting iterative with newton 24.8853444202255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.4872962137791"
[1] "Starting iterative with newton 19.4872962137791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.2139994496212"
[1] "Starting iterative with newton 8.2139994496212"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.1099654978503"
[1] "Starting iterative with newton 7.1099654978503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.67289589119573"
[1] "Starting iterative with newton 5.67289589119573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.99199852300602"
[1] "Starting iterative with newton 2.99199852300602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.79539960516201"
[1] "Starting iterative with newton 2.79539960516201"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5536764535532"
[1] "Starting iterative with newton 2.5536764535532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65439429109722"
[1] "Starting iterative with newton 1.65439429109722"
[1] "Starting newton at: 1.93050235580502"
[1] "Newton iter: 1, lambda:1.50517548215118, diff to last: 0.425"
[1] "Newton iter: 2, lambda:1.43801973872987, diff to last: 0.067"
[1] "Newton iter: 3, lambda:1.43408940454593, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.4340750571781, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43407505698636, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43407505698636"
[1] "Starting iterative with newton 1.43407505698636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484326608721358. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005277978368976179
0.005277978368976179
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00114160236993308, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.00114160667067285, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00114160236993308"
[1] "Starting iterative with newton 0.00114160236993308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.27376572060378e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:3.27376572060383e-08, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.27376572060378e-08"
[1] "Starting iterative with newton 3.27376572060378e-08"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.25487231050335e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:3.2548723105034e-08, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.71791456486162e-10"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000676885997398739, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000676887055986071, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.000676885997398739"
[1] "Starting iterative with newton 0.000676885997398739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.00572209441781e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:1.00572209441781e-08, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00572209441781e-08"
[1] "Starting iterative with newton 1.00572209441781e-08"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.00212224042569e-08, diff to last: 0"
[1] "Newton iter: 2, lambda:1.00212224042569e-08, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.28917950803672e-11"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374012476478396, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374274465951159, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374274466079637, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374274465951159"
[1] "Starting iterative with newton 0.0374274465951159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220993926147958, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221078377344395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221078377356726, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0221078377356726"
[1] "Starting iterative with newton 0.0221078377356726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219068373672123, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219151169265787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0219151169277612, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0219151169265787"
[1] "Starting iterative with newton 0.0219151169265787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219044009164618, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219126783958781, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02191267839706, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0219126783958781"
[1] "Starting iterative with newton 0.0219126783958781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0219043700853963, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0219126475384951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.021912647539677, diff to last: 0"
[1] "Final threshold is: 0.000115654479715176"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0294695154722178, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294862568043916, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294862568097939, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0294862568043916"
[1] "Starting iterative with newton 0.0294862568043916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00655764740990818, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00655796790260868, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00655796790260945, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00655796790260868"
[1] "Starting iterative with newton 0.00655796790260868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00643979714444491, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00644010109138287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00644010109138354, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00644010109138287"
[1] "Starting iterative with newton 0.00644010109138287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00643919373381829, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00643949759762396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00643949759762464, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00643949759762396"
[1] "Starting iterative with newton 0.00643949759762396"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00643919064433911, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00643949450771919, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00643949450771986, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.39875127188828e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606075770486499, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0607516793476489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0607516801615498, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0607516793476489"
[1] "Starting iterative with newton 0.0607516793476489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0203389299257174, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0203457160116725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0203457160124279, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0203457160116725"
[1] "Starting iterative with newton 0.0203457160116725"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198413372334382, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198477475109429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.019847747511612, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0198477475109429"
[1] "Starting iterative with newton 0.0198477475109429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198351295936749, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198415352798204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0198415352804884, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0198415352804884"
[1] "Starting iterative with newton 0.0198415352804884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0198350521412864, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0198414577701603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0198414577708284, diff to last: 0"
[1] "Final threshold is: 0.000104722784919861"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0816208245122921, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.0819349393951147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0819349440373009, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0819349440373009"
[1] "Starting iterative with newton 0.0819349440373009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271668404786518, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.027184893440039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271848934480107, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.027184893440039"
[1] "Starting iterative with newton 0.027184893440039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261073756639981, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261237794036745, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261237794101502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0261237794036745"
[1] "Starting iterative with newton 0.0261237794036745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260867064586459, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261030790732285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261030790796776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0261030790732285"
[1] "Starting iterative with newton 0.0261030790732285"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026086303195319, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261026752030292, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261026752094778, diff to last: 0"
[1] "Final threshold is: 0.000137769355093999"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121896909056356, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123001050101933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123001140368119, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12300114036812, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123001140368119"
[1] "Starting iterative with newton 0.123001140368119"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0355793939126485, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356211103397688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356211103971179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0356211103971179"
[1] "Starting iterative with newton 0.0356211103971179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334456313201333, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334812592776521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334812593180817, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0334812593180817"
[1] "Starting iterative with newton 0.0334812593180817"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0333931635122435, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334286500394652, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334286500795409, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0334286500394652"
[1] "Starting iterative with newton 0.0334286500394652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033391873465747, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0334273565204088, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0334273565604759, diff to last: 0"
[1] "Final threshold is: 0.000176428864858246"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153921766376562, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156280502456926, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.156281053240916, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156281053240946, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.156281053240916"
[1] "Starting iterative with newton 0.156281053240916"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453119334027565, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0453989974110363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0453989977324621, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0453989974110363"
[1] "Starting iterative with newton 0.0453989974110363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419397910109041, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420111167534262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420111169597222, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420111167534262"
[1] "Starting iterative with newton 0.0420111167534262"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418363453534407, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419072215219662, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419072217253882, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0419072217253882"
[1] "Starting iterative with newton 0.0419072217253882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418331726184711, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.041904035028733, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419040352320674, diff to last: 0"
[1] "Final threshold is: 0.000221168591527667"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.357171217867967"
[1] "Newton iter: 1, lambda:0.311110820581768, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.311501322006166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311501350284228, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311501350284229, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.311501350284229"
[1] "Starting iterative with newton 0.311501350284229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.115307979442828, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.116637605441532, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.116637781985281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.116637781985284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.116637781985284"
[1] "Starting iterative with newton 0.116637781985284"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.101544230938655, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.102517767071751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.102517856480046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.102517856480047, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.102517856480046"
[1] "Starting iterative with newton 0.102517856480046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10053422207919, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101484286509097, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101484371286421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101484371286422, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.101484371286421"
[1] "Starting iterative with newton 0.101484371286421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100460251769492, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101408610861749, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101408695307824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101408695307824, diff to last: 0"
[1] "Final threshold is: 0.000535232900260789"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.443733629364687"
[1] "Newton iter: 1, lambda:0.354944435766264, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.3565714182922, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.356571974438003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.356571974438068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.356571974438003"
[1] "Starting iterative with newton 0.356571974438003"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128417594046322, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130205958826723, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130206305121, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130206305121013, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.130206305121"
[1] "Starting iterative with newton 0.130206305121"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112353101514221, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113630170882547, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113630335728423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113630335728426, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.113630335728423"
[1] "Starting iterative with newton 0.113630335728423"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111149120483393, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112392405227556, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112392560653135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112392560653137, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.112392560653137"
[1] "Starting iterative with newton 0.112392560653137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111059060777214, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112299842474592, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112299997214457, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112299997214459, diff to last: 0"
[1] "Final threshold is: 0.000592716956134002"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.291894068870099"
[1] "Newton iter: 1, lambda:0.415320526744254, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.419166846920931, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.419170500191973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419170500195266, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419170500191973"
[1] "Starting iterative with newton 0.419170500191973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149014598877275, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.15183347934788, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15183448593067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151834485930799, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.151834485930799"
[1] "Starting iterative with newton 0.151834485930799"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127068088196039, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128952628620018, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128953042695583, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128953042695603, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.128953042695583"
[1] "Starting iterative with newton 0.128953042695583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125146583687114, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126960744991329, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126961125846501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126961125846517, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.126961125846517"
[1] "Starting iterative with newton 0.126961125846517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.124978982874952, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126787088005735, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126787466073919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126787466073935, diff to last: 0"
[1] "Final threshold is: 0.000669181503395444"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.99199852300602"
[1] "Starting iterative with newton 2.99199852300602"
[1] "Starting newton at: 0.571711573750674"
[1] "Newton iter: 1, lambda:0.588034810112807, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.588131289613546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.58813129296771, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.588131289613546"
[1] "Starting iterative with newton 0.588131289613546"
[1] "Starting newton at: 0.309746748903402"
[1] "Newton iter: 1, lambda:0.285671613115854, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.285804198268521, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285804202297819, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.285804198268521"
[1] "Starting iterative with newton 0.285804198268521"
[1] "Starting newton at: 0.285122092489028"
[1] "Newton iter: 1, lambda:0.241511888119296, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.241908443677438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241908476553748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241908476553748, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.241908476553748"
[1] "Starting iterative with newton 0.241908476553748"
[1] "Starting newton at: 0.285251650963665"
[1] "Newton iter: 1, lambda:0.234896035849078, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.235417154643634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.235417210616502, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235417210616503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235417210616503"
[1] "Starting iterative with newton 0.235417210616503"
[1] "Starting newton at: 0.28410803258415"
[1] "Newton iter: 1, lambda:0.233938014302402, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.234454223636335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.234454278443146, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234454278443146, diff to last: 0"
[1] "Final threshold is: 0.00123744461013684"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.79539960516201"
[1] "Starting iterative with newton 2.79539960516201"
[1] "Starting newton at: 0.61495767139855"
[1] "Newton iter: 1, lambda:0.590621914038439, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.590837413209602, diff to last: 0"
[1] "Newton iter: 3, lambda:0.590837430236224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590837430236224, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590837430236224"
[1] "Starting iterative with newton 0.590837430236224"
[1] "Starting newton at: 0.297206176136232"
[1] "Newton iter: 1, lambda:0.310236402981662, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.310277763296674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310277763712879, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.310277763296674"
[1] "Starting iterative with newton 0.310277763296674"
[1] "Starting newton at: 0.289490301976387"
[1] "Newton iter: 1, lambda:0.267679028650068, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.267785886899571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267785889468635, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.267785886899571"
[1] "Starting iterative with newton 0.267785886899571"
[1] "Starting newton at: 0.287605668862116"
[1] "Newton iter: 1, lambda:0.261035685108431, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.261192221590931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261192227034639, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261192227034639"
[1] "Starting iterative with newton 0.261192227034639"
[1] "Starting newton at: 0.287385392279996"
[1] "Newton iter: 1, lambda:0.259999168144108, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.260165133056022, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26016513916312, diff to last: 0"
[1] "Final threshold is: 0.00137314594463149"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5536764535532"
[1] "Starting iterative with newton 2.5536764535532"
[1] "Starting newton at: 0.584694851862626"
[1] "Newton iter: 1, lambda:0.610816958311622, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.611083267452447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.611083294917651, diff to last: 0"
[1] "Newton iter: 4, lambda:0.611083294917652, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.611083294917651"
[1] "Starting iterative with newton 0.611083294917651"
[1] "Starting newton at: 0.290191935686022"
[1] "Newton iter: 1, lambda:0.333082669871542, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.333570286489029, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333570349251101, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333570349251102, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.333570349251102"
[1] "Starting iterative with newton 0.333570349251102"
[1] "Starting newton at: 0.293942381859582"
[1] "Newton iter: 1, lambda:0.287313438076317, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.287324144218215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287324144246155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.287324144246155"
[1] "Starting iterative with newton 0.287324144246155"
[1] "Starting newton at: 0.295066290739184"
[1] "Newton iter: 1, lambda:0.27939490933086, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.279453861002838, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27945386183804, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.279453861002838"
[1] "Starting iterative with newton 0.279453861002838"
[1] "Starting newton at: 0.296458543095961"
[1] "Newton iter: 1, lambda:0.278028574256502, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.278109890846441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278109892431679, diff to last: 0"
[1] "Final threshold is: 0.00146785798808584"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00527797836897618"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.65439429109722"
[1] "Starting iterative with newton 1.65439429109722"
[1] "Starting newton at: 0.802776794895689"
[1] "Newton iter: 1, lambda:0.724428602289715, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.727454958285312, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.727459615989864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.727459616000885, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.727459616000885"
[1] "Starting iterative with newton 0.727459616000885"
[1] "Starting newton at: 0.486130397231194"
[1] "Newton iter: 1, lambda:0.517707525565326, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.518110048186536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.518110113201301, diff to last: 0"
[1] "Newton iter: 4, lambda:0.518110113201303, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.518110113201301"
[1] "Starting iterative with newton 0.518110113201301"
[1] "Starting newton at: 0.502547980217549"
[1] "Newton iter: 1, lambda:0.46778384659489, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.468236874598565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.468236952025113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.468236952025115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.468236952025115"
[1] "Starting iterative with newton 0.468236952025115"
[1] "Starting newton at: 0.504180504986497"
[1] "Newton iter: 1, lambda:0.455286561580784, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.45616700831299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.456167296344475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456167296344506, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.456167296344475"
[1] "Starting iterative with newton 0.456167296344475"
[1] "Starting newton at: 0.506497934179552"
[1] "Newton iter: 1, lambda:0.452152232581364, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.453234884337415, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.453235318250927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453235318250996, diff to last: 0"
[1] "Final threshold is: 0.00239216620578443"
threshold is:
[{'ad': 1.7179145648616211e-10, 'da': 5.289179508036718e-11, 'dd': 0.000115654479715176}, {'ad': 3.398751271888277e-05, 'da': 0.00010472278491986063, 'dd': 0.00013776935509399874}, {'ad': 0.00017642886485824571, 'da': 0.00022116859152766734, 'dd': 0.0005352329002607892}, {'ad': 0.0005927169561340016, 'da': 0.0006691815033954441, 'dd': 0.0012374446101368443}, {'ad': 0.0013731459446314942, 'da': 0.0014678579880858394, 'dd': 0.0023921662057844253}]
Number of points in noise estimation: 128
Estimated noise: 0.01294587097821776
0.01294587097821776
threshold is:
[{'ad': 0.026762893137252775, 'da': 0.027962215712308062, 'dd': 0.0012717148186761618}, {'ad': 0.000553205234230969, 'da': 0.0019155065077478548, 'dd': 0.0006460801395249387}, {'ad': 0.00040303002744446204, 'da': 0.0021144340059686497, 'dd': 0.00366246317162245}, {'ad': 0.003908228334678743, 'da': 0.004148438585085185, 'dd': 0.007931960748340055}, {'ad': 0.007721290652420776, 'da': 0.009101481402291164, 'dd': 0.013758331497614674}]
['peppers256', 0.025, 2, 0.00017031657609576655, 0.00012317847508902063, 0.00012731967514345092, 0.0007798864676915535, 0.00012205943214422834, 0.00015846024667993963, 0.00015332526564630394, 0.00017031657609576674, 37.68743082180711, 39.094651766422814, 38.95104478153349, 31.07968615314399, 39.13428654838231, 38.00079672329329, 38.14386274195506, 37.687430821807105]
peppers256 0.025 3
Number of points in noise estimation: 128
Estimated noise: 0.012752660979356751
0.012752660979356751
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00210011964582169, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00210014105822692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00210014105822693, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00210014105822692"
[1] "Starting iterative with newton 0.00210014105822692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.41620365314667e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.41620365314701e-07, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41620365314667e-07"
[1] "Starting iterative with newton 1.41620365314667e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.40207958723773e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.40207958723806e-07, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.78802456421193e-09"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130042706883029, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130056562769446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130056562769603, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0130056562769603"
[1] "Starting iterative with newton 0.0130056562769603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0064548202856808, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00645513181751241, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00645513181751314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00645513181751241"
[1] "Starting iterative with newton 0.00645513181751241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00640634995228149, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00640665650029988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00640665650030058, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00640665650029988"
[1] "Starting iterative with newton 0.00640665650029988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00640599159668887, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00640629810797175, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00640629810797245, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00640629810797175"
[1] "Starting iterative with newton 0.00640629810797175"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0064059889472788, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.00640629545829008, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00640629545829079, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.16973141131663e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0423247710498532, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423723719794806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423723720396612, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0423723720396612"
[1] "Starting iterative with newton 0.0423723720396612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321427824089218, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0321642249242714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0321642249338093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0321642249242714"
[1] "Starting iterative with newton 0.0321642249242714"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0319774175861237, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319986913717464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319986913811575, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0319986913717464"
[1] "Starting iterative with newton 0.0319986913717464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0319747167068821, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319959877308768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319959877402859, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0319959877308768"
[1] "Starting iterative with newton 0.0319959877308768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.031974672588633, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.0319959435675156, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0319959435769247, diff to last: 0"
[1] "Final threshold is: 0.000408033421151148"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.135128029745138"
[1] "Newton iter: 1, lambda:0.0791204315058271, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0792740564526442, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792740576107002, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792740564526442"
[1] "Starting iterative with newton 0.0792740564526442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0193696193472638, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0193774672639034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0193774672651918, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0193774672639034"
[1] "Starting iterative with newton 0.0193774672639034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0184002602895823, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0184071124221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0184071124230503, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0184071124221"
[1] "Starting iterative with newton 0.0184071124221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0183846581834912, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0183914950225862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0183914950235318, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0183914950225862"
[1] "Starting iterative with newton 0.0183914950225862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0183844071031361, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0183912436963046, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0183912436972501, diff to last: 0"
[1] "Final threshold is: 0.000234537295847705"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.139246479946908"
[1] "Newton iter: 1, lambda:0.123479744306108, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.123497309316764, diff to last: 0"
[1] "Newton iter: 3, lambda:0.123497309338585, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123497309316764"
[1] "Starting iterative with newton 0.123497309316764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444579866485774, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0445432670660263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0445432673797672, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0445432670660263"
[1] "Starting iterative with newton 0.0445432670660263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0416082442905017, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416811691552929, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416811693792734, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0416811691552929"
[1] "Starting iterative with newton 0.0416811691552929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415048952057986, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0415773926649032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415773928860662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0415773928860662"
[1] "Starting iterative with newton 0.0415773928860662"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415011480180005, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0415736300071788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415736302282401, diff to last: 0"
[1] "Final threshold is: 0.000530174409162764"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.191586127361018, diff to last: 0.192"
[1] "Newton iter: 2, lambda:0.195771023813746, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195773001468028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195773001468469, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.195773001468469"
[1] "Starting iterative with newton 0.195773001468469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0698242716982764, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0701358726687636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0701358788737727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0701358726687636"
[1] "Starting iterative with newton 0.0701358726687636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0640205850621643, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0642705058219492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0642705096304735, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0642705058219492"
[1] "Starting iterative with newton 0.0642705058219492"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637478170350266, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639950632919395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639950670111325, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0639950670111325"
[1] "Starting iterative with newton 0.0639950670111325"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637350046461322, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0639821257514613, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0639821294665031, diff to last: 0"
[1] "Final threshold is: 0.000815942405823626"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.207455155921407"
[1] "Newton iter: 1, lambda:0.269000570230311, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.269613707873779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.269613768298223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269613768298223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.269613768298223"
[1] "Starting iterative with newton 0.269613768298223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0989034616462595, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997307738246875, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.099730831639515, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997308316395153, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0997308316395153"
[1] "Starting iterative with newton 0.0997308316395153"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0885249870241529, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0891590291396677, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0891590616366417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0891590616366418, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0891590616366417"
[1] "Starting iterative with newton 0.0891590616366417"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0878660510150238, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0884888755844062, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0884889068513465, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0884889068513466, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0884889068513465"
[1] "Starting iterative with newton 0.0884889068513465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.087824237324444, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0884463541382261, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0884463853284196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0884463853284197, diff to last: 0"
[1] "Final threshold is: 0.00112792676694289"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.26900263662499"
[1] "Newton iter: 1, lambda:0.329800594897065, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.330513002200696, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.330513099096531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330513099096533, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.330513099096531"
[1] "Starting iterative with newton 0.330513099096531"
[1] "Starting newton at: 0.221098494120982"
[1] "Newton iter: 1, lambda:0.136586110983223, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.137385181942401, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.137385253568553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137385253568554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.137385253568554"
[1] "Starting iterative with newton 0.137385253568554"
[1] "Starting newton at: 0.243944205220599"
[1] "Newton iter: 1, lambda:0.121613581390628, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123190901239398, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123191164332215, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123191164332222, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.123191164332215"
[1] "Starting iterative with newton 0.123191164332215"
[1] "Starting newton at: 0.243746871565948"
[1] "Newton iter: 1, lambda:0.120520339332335, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.122113976900862, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12211424430418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122114244304187, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12211424430418"
[1] "Starting iterative with newton 0.12211424430418"
[1] "Starting newton at: 0.244823791593984"
[1] "Newton iter: 1, lambda:0.12040811098198, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.12203206162956, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122032339211229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122032339211237, diff to last: 0"
[1] "Final threshold is: 0.00155623705047866"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.29452648649061"
[1] "Starting iterative with newton 3.29452648649061"
[1] "Starting newton at: 0.594829168461729"
[1] "Newton iter: 1, lambda:0.524183476733759, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.525665714077511, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.525666381121224, diff to last: 0"
[1] "Newton iter: 4, lambda:0.525666381121359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.525666381121359"
[1] "Starting iterative with newton 0.525666381121359"
[1] "Starting newton at: 0.222777424052865"
[1] "Newton iter: 1, lambda:0.27187833796837, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.272383720587014, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.272383773917938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.272383773917939, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.272383773917938"
[1] "Starting iterative with newton 0.272383773917938"
[1] "Starting newton at: 0.184295252253304"
[1] "Newton iter: 1, lambda:0.238995408143416, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.239584691767709, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.239584759938263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239584759938264, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.239584759938263"
[1] "Starting iterative with newton 0.239584759938263"
[1] "Starting newton at: 0.195888253859312"
[1] "Newton iter: 1, lambda:0.234865565991898, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.235161985996116, diff to last: 0"
[1] "Newton iter: 3, lambda:0.235162003100066, diff to last: 0"
[1] "Newton iter: 4, lambda:0.235162003100066, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.235162003100066"
[1] "Starting iterative with newton 0.235162003100066"
[1] "Starting newton at: 0.19281596665517"
[1] "Newton iter: 1, lambda:0.234227918071334, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.234562181061454, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234562202786589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234562202786589, diff to last: 0"
[1] "Final threshold is: 0.0029912922507085"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.95040679649702"
[1] "Starting iterative with newton 2.95040679649702"
[1] "Starting newton at: 0.541407069363334"
[1] "Newton iter: 1, lambda:0.557360317500459, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.557445116127489, diff to last: 0"
[1] "Newton iter: 3, lambda:0.557445118512413, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.557445116127489"
[1] "Starting iterative with newton 0.557445116127489"
[1] "Starting newton at: 0.222024806419526"
[1] "Newton iter: 1, lambda:0.299991030143186, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.301403549972423, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.301404010535052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.301404010535101, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.301404010535052"
[1] "Starting iterative with newton 0.301404010535052"
[1] "Starting newton at: 0.262535647918065"
[1] "Newton iter: 1, lambda:0.265022130253515, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.265023470036585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.265023470036974, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.265023470036974"
[1] "Starting iterative with newton 0.265023470036974"
[1] "Starting newton at: 0.269997894143287"
[1] "Newton iter: 1, lambda:0.259645788785834, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.25966876829363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.259668768406951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.259668768406951"
[1] "Starting iterative with newton 0.259668768406951"
[1] "Starting newton at: 0.272688976839147"
[1] "Newton iter: 1, lambda:0.258835719088655, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.25887680121344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.258876801575117, diff to last: 0"
[1] "Final threshold is: 0.00330136808590767"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.31203551162187"
[1] "Starting iterative with newton 2.31203551162187"
[1] "Starting newton at: 0.576395499039423"
[1] "Newton iter: 1, lambda:0.580345954221062, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.580351488771517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.580351488782367, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580351488771517"
[1] "Starting iterative with newton 0.580351488771517"
[1] "Starting newton at: 0.480055127836254"
[1] "Newton iter: 1, lambda:0.353803868549864, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.358063372242912, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.358068326872505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358068326879204, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.358068326872505"
[1] "Starting iterative with newton 0.358068326872505"
[1] "Starting newton at: 0.245360383144591"
[1] "Newton iter: 1, lambda:0.318841010599276, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.320251800101886, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320252316606766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320252316606835, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.320252316606766"
[1] "Starting iterative with newton 0.320252316606766"
[1] "Starting newton at: 0.248019901453524"
[1] "Newton iter: 1, lambda:0.312535106009092, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.313611418983924, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.313611716799128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.313611716799151, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313611716799128"
[1] "Starting iterative with newton 0.313611716799128"
[1] "Starting newton at: 0.252366633176529"
[1] "Newton iter: 1, lambda:0.311536032315255, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.312439433241772, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.312439642700558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.312439642700569, diff to last: 0"
[1] "Final threshold is: 0.00398443683987157"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.25707096736459"
[1] "Starting iterative with newton 1.25707096736459"
[1] "Starting newton at: 0.773031524452462"
[1] "Newton iter: 1, lambda:0.762865125683747, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.762917163316477, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7629171646857, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.7629171646857"
[1] "Starting iterative with newton 0.7629171646857"
[1] "Starting newton at: 0.542265904175846"
[1] "Newton iter: 1, lambda:0.643333617597779, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.648270083311022, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.648281543939504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648281544001177, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.648281543939504"
[1] "Starting iterative with newton 0.648281543939504"
[1] "Starting newton at: 0.553021301783541"
[1] "Newton iter: 1, lambda:0.616259173174603, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.618130451579223, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.618132062414325, diff to last: 0"
[1] "Newton iter: 4, lambda:0.618132062415518, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.618132062414325"
[1] "Starting iterative with newton 0.618132062414325"
[1] "Starting newton at: 0.552116835904846"
[1] "Newton iter: 1, lambda:0.608502734262003, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.609978678748927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.609979674874218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.609979674874671, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.609979674874218"
[1] "Starting iterative with newton 0.609979674874218"
[1] "Starting newton at: 0.554671490341765"
[1] "Newton iter: 1, lambda:0.606514733779149, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.60775889355424, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.607759600192147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.607759600192375, diff to last: 0"
[1] "Final threshold is: 0.00775055213819985"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.1563384935455"
[1] "Starting iterative with newton 1.1563384935455"
[1] "Starting newton at: 0.843550927187921"
[1] "Newton iter: 1, lambda:0.768569409769356, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.771417047289603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.771421297268647, diff to last: 0"
[1] "Newton iter: 4, lambda:0.771421297278102, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.771421297278102"
[1] "Starting iterative with newton 0.771421297278102"
[1] "Starting newton at: 0.580155927832169"
[1] "Newton iter: 1, lambda:0.674210841543582, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.678666620550542, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.678676358153576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.678676358200012, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.678676358153576"
[1] "Starting iterative with newton 0.678676358153576"
[1] "Starting newton at: 0.56621393167574"
[1] "Newton iter: 1, lambda:0.65096522486926, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.654502724061641, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.654508746847021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.65450874686446, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.65450874686446"
[1] "Starting iterative with newton 0.65450874686446"
[1] "Starting newton at: 0.55939551678397"
[1] "Newton iter: 1, lambda:0.644530176272569, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.648080853037974, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.648086890475106, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648086890492542, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.648086890492542"
[1] "Starting iterative with newton 0.648086890492542"
[1] "Starting newton at: 0.559930888653031"
[1] "Newton iter: 1, lambda:0.642992906608579, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.646366226471668, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.646371668211732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646371668225878, diff to last: 0"
[1] "Final threshold is: 0.00824295875136548"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.04503899187619"
[1] "Starting iterative with newton 1.04503899187619"
[1] "Starting newton at: 0.758149105917942"
[1] "Newton iter: 1, lambda:0.814243285007071, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.816053285073432, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.816055127473177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816055127475084, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.816055127473177"
[1] "Starting iterative with newton 0.816055127473177"
[1] "Starting newton at: 0.76020784717035"
[1] "Newton iter: 1, lambda:0.755037819570622, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.75505223735961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.755052237471969, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.755052237471969"
[1] "Starting iterative with newton 0.755052237471969"
[1] "Starting newton at: 0.763453203805757"
[1] "Newton iter: 1, lambda:0.737557037518382, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.737911768226569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.737911835480902, diff to last: 0"
[1] "Newton iter: 4, lambda:0.737911835480905, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.737911835480902"
[1] "Starting iterative with newton 0.737911835480902"
[1] "Starting newton at: 0.769212887126205"
[1] "Newton iter: 1, lambda:0.732311596107639, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.733026398182191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.733026670406469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733026670406508, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.733026670406469"
[1] "Starting iterative with newton 0.733026670406469"
[1] "Starting newton at: 0.768631204922083"
[1] "Newton iter: 1, lambda:0.7308813732873, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.731628491453227, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.731628788571463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.73162878857151, diff to last: 0"
[1] "Final threshold is: 0.00933021390338935"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.04425590408171"
[1] "Newton iter: 1, lambda:1.12381204080911, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.12984209916553, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.12987530244402, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12987530344675, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.12987530244402"
[1] "Starting iterative with newton 1.12987530244402"
[1] "Starting newton at: 1.37451566300745"
[1] "Newton iter: 1, lambda:1.38346470902429, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.38355027795158, diff to last: 0"
[1] "Newton iter: 3, lambda:1.38355028571607, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.38355027795158"
[1] "Starting iterative with newton 1.38355027795158"
[1] "Starting newton at: 1.3424220932455"
[1] "Newton iter: 1, lambda:1.49285552853914, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.52185886744015, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.52284739856551, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52284851724989, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52284851725133, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52284851725133"
[1] "Starting iterative with newton 1.52284851725133"
[1] "Starting newton at: 1.33486462135536"
[1] "Newton iter: 1, lambda:1.53803545932254, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.59468328995591, diff to last: 0.057"
[1] "Newton iter: 3, lambda:1.59871117793436, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.59873054884174, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59873054928792, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.59873054928792"
[1] "Starting iterative with newton 1.59873054928792"
[1] "Starting newton at: 1.90936730363137"
[1] "Newton iter: 1, lambda:1.50192291872247, diff to last: 0.407"
[1] "Newton iter: 2, lambda:1.62046845953595, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.63941801089599, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.63986244316323, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63986268298601, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63986268298608, diff to last: 0"
[1] "Final threshold is: 0.0209126128488199"
threshold is:
[{'ad': 1.7880245642119268e-09, 'da': 8.169731411316632e-05, 'dd': 0.0004080334211511476}, {'ad': 0.0002345372958477047, 'da': 0.0005301744091627636, 'dd': 0.0008159424058236256}, {'ad': 0.0011279267669428881, 'da': 0.0015562370504786614, 'dd': 0.002991292250708499}, {'ad': 0.0033013680859076697, 'da': 0.0039844368398715725, 'dd': 0.007750552138199849}, {'ad': 0.008242958751365484, 'da': 0.009330213903389346, 'dd': 0.020912612848819886}]
Number of points in noise estimation: 128
Estimated noise: 0.012752660979356751
0.012752660979356751
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 104.865320399247"
[1] "Starting iterative with newton 104.865320399247"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 75.4371077425535"
[1] "Starting iterative with newton 75.4371077425535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.4614213382288"
[1] "Starting iterative with newton 67.4614213382288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.4976192989867"
[1] "Starting iterative with newton 38.4976192989867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.8785361049342"
[1] "Starting iterative with newton 29.8785361049342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.0197702154369"
[1] "Starting iterative with newton 14.0197702154369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.98998725099959"
[1] "Starting iterative with newton 9.98998725099959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.87972252355313"
[1] "Starting iterative with newton 7.87972252355313"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.29452648649061"
[1] "Starting iterative with newton 3.29452648649061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.95040679649702"
[1] "Starting iterative with newton 2.95040679649702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.31203551162187"
[1] "Starting iterative with newton 2.31203551162187"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.25707096736459"
[1] "Starting iterative with newton 1.25707096736459"
[1] "Starting newton at: 1.46537859851383"
[1] "Newton iter: 1, lambda:1.37190631254206, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.36460811522243, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.36455805269708, diff to last: 0"
[1] "Newton iter: 4, lambda:1.36455805032549, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.36455805032549"
[1] "Starting iterative with newton 1.36455805032549"
[1] "Starting newton at: 1.57455768045242"
[1] "Newton iter: 1, lambda:1.48343987606938, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.47813417719272, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.47811328126294, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47811328093653, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47811328093653"
[1] "Starting iterative with newton 1.47811328093653"
[1] "Starting newton at: 1.6939672986947"
[1] "Newton iter: 1, lambda:1.58776937848435, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.58254022002207, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.58252426123101, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58252426108098, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.58252426108098"
[1] "Starting iterative with newton 1.58252426108098"
[1] "Starting newton at: 1.80385493278318"
[1] "Newton iter: 1, lambda:1.67147328198264, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.66576157297322, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.66574618521454, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66574618510144, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.66574618510144"
[1] "Starting iterative with newton 1.66574618510144"
[1] "Starting newton at: 1.88155649651498"
[1] "Newton iter: 1, lambda:1.7291733091377, diff to last: 0.152"
[1] "Newton iter: 2, lambda:1.72360751946812, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.72359506818002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.72359506811681, diff to last: 0"
[1] "Final threshold is: 0.021980423569385"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.1563384935455"
[1] "Starting iterative with newton 1.1563384935455"
[1] "Starting newton at: 1.37306598757888"
[1] "Newton iter: 1, lambda:1.35172289116594, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.35128415862454, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35128396966664, diff to last: 0"
[1] "Newton iter: 4, lambda:1.3512839696666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35128396966664"
[1] "Starting iterative with newton 1.35128396966664"
[1] "Starting newton at: 1.55987743470669"
[1] "Newton iter: 1, lambda:1.52435848224043, diff to last: 0.036"
[1] "Newton iter: 2, lambda:1.52354657985541, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.52354613101564, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52354613101551, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52354613101564"
[1] "Starting iterative with newton 1.52354613101564"
[1] "Starting newton at: 1.75365771398345"
[1] "Newton iter: 1, lambda:1.66235476960311, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.65913412216119, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.65912908194063, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6591290819282, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65912908194063"
[1] "Starting iterative with newton 1.65912908194063"
[1] "Starting newton at: 1.89912854834009"
[1] "Newton iter: 1, lambda:1.75786780499669, diff to last: 0.141"
[1] "Newton iter: 2, lambda:1.75341531512385, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.75340796150111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7534079614808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75340796150111"
[1] "Starting iterative with newton 1.75340796150111"
[1] "Starting newton at: 1.9796626993494"
[1] "Newton iter: 1, lambda:1.80616770558439, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.80182257227036, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.80181655193202, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80181655192031, diff to last: 0"
[1] "Final threshold is: 0.0229779556336333"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.04503899187619"
[1] "Starting iterative with newton 1.04503899187619"
[1] "Starting newton at: 1.23816057838874"
[1] "Newton iter: 1, lambda:1.33261355886125, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.32319943205687, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.32310963898848, diff to last: 0"
[1] "Newton iter: 4, lambda:1.32310963075702, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.32310963075702"
[1] "Starting iterative with newton 1.32310963075702"
[1] "Starting newton at: 1.51850380327222"
[1] "Newton iter: 1, lambda:1.58797873657639, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.58494493149441, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.58493978071387, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58493978069893, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.58493978071387"
[1] "Starting iterative with newton 1.58493978071387"
[1] "Starting newton at: 1.77256312737727"
[1] "Newton iter: 1, lambda:1.77151262264128, diff to last: 0.001"
[1] "Newton iter: 2, lambda:1.77151227070051, diff to last: 0"
[1] "Newton iter: 3, lambda:1.77151227070047, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.77151227070051"
[1] "Starting iterative with newton 1.77151227070051"
[1] "Starting newton at: 1.98291180265164"
[1] "Newton iter: 1, lambda:1.89178971925255, diff to last: 0.091"
[1] "Newton iter: 2, lambda:1.89090919430751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.89090904247176, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89090904247176, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.89090904247176"
[1] "Starting iterative with newton 1.89090904247176"
[1] "Starting newton at: 2.11188738478866"
[1] "Newton iter: 1, lambda:1.957531305008, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.95758249462563, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95758249426478, diff to last: 0"
[1] "Final threshold is: 0.0249643858884823"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127526609793568"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.44740146028418"
[1] "Newton iter: 1, lambda:1.56268040891489, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.55364449876533, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.55359809602522, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55359809477942, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55359809477942"
[1] "Starting iterative with newton 1.55359809477942"
[1] "Starting newton at: 2.10550949749611"
[1] "Newton iter: 1, lambda:2.1035311138808, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.10353195534011, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10353195534026, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10353195534026"
[1] "Starting iterative with newton 2.10353195534026"
[1] "Starting newton at: 2.31658661832665"
[1] "Newton iter: 1, lambda:2.36986240753084, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.37088590435418, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37088632009469, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37088632009476, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37088632009469"
[1] "Starting iterative with newton 2.37088632009469"
[1] "Starting newton at: 2.4711397165746"
[1] "Newton iter: 1, lambda:2.5081150634147, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.5087238619475, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.5087240337184, diff to last: 0"
[1] "Newton iter: 4, lambda:2.50872403371841, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.5087240337184"
[1] "Starting iterative with newton 2.5087240337184"
[1] "Starting newton at: 2.60429261441207"
[1] "Newton iter: 1, lambda:2.57233020867679, diff to last: 0.032"
[1] "Newton iter: 2, lambda:2.57284187758869, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57284200586662, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57284200586663, diff to last: 0"
[1] "Final threshold is: 0.0328105818542652"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.021980423569385045}, {'ad': 0.02297795563363325, 'da': 0.024964385888482314, 'dd': 0.032810581854265164}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484554181832037. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005196186999617179
0.005196186999617179
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 257.364078629532"
[1] "Starting iterative with newton 257.364078629532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 185.14034625291"
[1] "Starting iterative with newton 185.14034625291"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 165.566142168355"
[1] "Starting iterative with newton 165.566142168355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 94.4821823133941"
[1] "Starting iterative with newton 94.4821823133941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 73.328931682745"
[1] "Starting iterative with newton 73.328931682745"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 34.4078026020083"
[1] "Starting iterative with newton 34.4078026020083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.5177705516525"
[1] "Starting iterative with newton 24.5177705516525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.3386862254337"
[1] "Starting iterative with newton 19.3386862254337"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.08554029576329"
[1] "Starting iterative with newton 8.08554029576329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.24098990850184"
[1] "Starting iterative with newton 7.24098990850184"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.6742771293873"
[1] "Starting iterative with newton 5.6742771293873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.08514683458731"
[1] "Starting iterative with newton 3.08514683458731"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.83792573028111"
[1] "Starting iterative with newton 2.83792573028111"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.56477066252381"
[1] "Starting iterative with newton 2.56477066252381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65535595984813"
[1] "Starting iterative with newton 1.65535595984813"
[1] "Starting newton at: 1.92515479008878"
[1] "Newton iter: 1, lambda:1.50453261888066, diff to last: 0.421"
[1] "Newton iter: 2, lambda:1.44059931922356, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.43708642414648, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.43707513294263, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43707513282566, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.43707513294263"
[1] "Starting iterative with newton 1.43707513294263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.484554181832037. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.005196186999617179
0.005196186999617179
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.43116502778474e-19, diff to last: 0"
[1] "Newton iter: 2, lambda:1.43116502778474e-19, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.93478192174051e-32, diff to last: 0"
[1] "Newton iter: 2, lambda:1.93478192174051e-32, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000223862076676642, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000223862127382902, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000223862127382902"
[1] "Starting iterative with newton 0.000223862127382902"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000216207399515721, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000216207445547939, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000216207399515721"
[1] "Starting iterative with newton 0.000216207399515721"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000216202686650092, diff to last: 0"
[1] "Newton iter: 2, lambda:0.00021620273267952, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.12342958965351e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374008387876377, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374270309403696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374270309532076, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374270309403696"
[1] "Starting iterative with newton 0.0374270309403696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0166468283080104, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0166520896821016, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0166520896826272, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0166520896821016"
[1] "Starting iterative with newton 0.0166520896821016"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0162715657102554, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0162765644888848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0162765644893566, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0162765644888848"
[1] "Starting iterative with newton 0.0162765644888848"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0162648024434614, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.0162697965466455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0162697965471163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0162697965466455"
[1] "Starting iterative with newton 0.0162697965466455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0162646805585033, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.016269674577447, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0162696745779178, diff to last: 0"
[1] "Final threshold is: 8.45402715273324e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.026889253162933, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269028744806436, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269028744841386, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0269028744806436"
[1] "Starting iterative with newton 0.0269028744806436"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00711572707795802, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00711607378790944, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00711607378791027, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00711607378790944"
[1] "Starting iterative with newton 0.00711607378790944"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00699784533462312, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0069981786625223, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00699817866252306, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0069981786625223"
[1] "Starting iterative with newton 0.0069981786625223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00699714245324389, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00699747570234893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00699747570234968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00699747570234893"
[1] "Starting iterative with newton 0.00699747570234893"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00699713826223518, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00699747151087043, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00699747151087119, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.63601704949765e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0616399774378553, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0617857762258349, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0617857770407986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0617857762258349"
[1] "Starting iterative with newton 0.0617857762258349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0118402338059506, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0118425489698196, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0118425489699081, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0118425489698196"
[1] "Starting iterative with newton 0.0118425489698196"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0111757668463631, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0111777537675462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011177753767609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011177753767609"
[1] "Starting iterative with newton 0.011177753767609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0111670805482808, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0111690633779127, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0111690633779752, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0111690633779127"
[1] "Starting iterative with newton 0.0111690633779127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0111669670262194, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0111689498024122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0111689498024747, diff to last: 0"
[1] "Final threshold is: 5.80359517629961e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0877051443467413, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0881211469708655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0881211563151054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0881211469708655"
[1] "Starting iterative with newton 0.0881211469708655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0274610046078548, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0274812063126039, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0274812063235364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0274812063126039"
[1] "Starting iterative with newton 0.0274812063126039"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261819491832057, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261999012555665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261999012640063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0261999012555665"
[1] "Starting iterative with newton 0.0261999012555665"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261549031410187, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261728094248752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261728094332679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0261728094248752"
[1] "Starting iterative with newton 0.0261728094248752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261543312805716, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261722365970608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261722366054525, diff to last: 0"
[1] "Final threshold is: 0.000135995835600157"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.129286410791255, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130562647093804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.130562770872856, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130562770872858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.130562770872858"
[1] "Starting iterative with newton 0.130562770872858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0365812603067509, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0366304247290663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0366304248178727, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0366304247290663"
[1] "Starting iterative with newton 0.0366304247290663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.033921372919172, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0339619462308812, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0339619462889299, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0339619462308812"
[1] "Starting iterative with newton 0.0339619462308812"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338461209716284, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338864663869262, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338864664442563, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0338864664442563"
[1] "Starting iterative with newton 0.0338864664442563"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0338439926821618, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0338843316639496, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0338843317212595, diff to last: 0"
[1] "Final threshold is: 0.000176069323682932"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.163136192993276, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.165881668803756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165882441484967, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165882441485028, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165882441485028"
[1] "Starting iterative with newton 0.165882441485028"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0601107808190832, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0603074564972641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.060307458601653, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0603074564972641"
[1] "Starting iterative with newton 0.0603074564972641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.055571220393033, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.055734756226112, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0557347576418203, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0557347576418203"
[1] "Starting iterative with newton 0.0557347576418203"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0553732652967373, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0555354341171753, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0555354355075728, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0555354341171753"
[1] "Starting iterative with newton 0.0555354341171753"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0553646342462799, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0555267436107595, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0555267450000617, diff to last: 0"
[1] "Final threshold is: 0.000288527343281305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.376174729967108"
[1] "Newton iter: 1, lambda:0.302976920750882, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.30394002590162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.303940194637585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.303940194637591, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.303940194637585"
[1] "Starting iterative with newton 0.303940194637585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.112499424816175, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.113742019323385, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113742170734461, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113742170734464, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.113742170734461"
[1] "Starting iterative with newton 0.113742170734461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0992574354217071, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.100170655702322, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100170732949402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100170732949403, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100170732949402"
[1] "Starting iterative with newton 0.100170732949402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982979727530619, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991897777216112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991898510742498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991898510742503, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0991898510742503"
[1] "Starting iterative with newton 0.0991898510742503"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0982285656602498, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0991188337201873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0991189067975648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0991189067975653, diff to last: 0"
[1] "Final threshold is: 0.000515040374917775"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.338519276367325"
[1] "Newton iter: 1, lambda:0.351698118611953, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.351734204836159, diff to last: 0"
[1] "Newton iter: 3, lambda:0.351734205106107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.351734204836159"
[1] "Starting iterative with newton 0.351734204836159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125443829682591, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.127145022773008, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12714533513988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12714533513989, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.12714533513988"
[1] "Starting iterative with newton 0.12714533513988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10925070891756, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.110452456174861, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.110452601463261, diff to last: 0"
[1] "Newton iter: 4, lambda:0.110452601463263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.110452601463261"
[1] "Starting iterative with newton 0.110452601463261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108026873657159, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109195319992309, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109195456583935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109195456583937, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109195456583935"
[1] "Starting iterative with newton 0.109195456583935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.107934594208577, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109100553931722, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109100689885813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109100689885815, diff to last: 0"
[1] "Final threshold is: 0.000566907586433926"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.325591927989615"
[1] "Newton iter: 1, lambda:0.416532661575741, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.418592473815502, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.418593511746147, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418593511746411, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.418593511746147"
[1] "Starting iterative with newton 0.418593511746147"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147528467590598, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.150286641301135, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150287603514456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150287603514574, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150287603514456"
[1] "Starting iterative with newton 0.150287603514456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.125572605380545, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127403164230459, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12740355289822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127403552898238, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.12740355289822"
[1] "Starting iterative with newton 0.12740355289822"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12366097416448, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125422312447267, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125422669483595, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12542266948361, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.125422669483595"
[1] "Starting iterative with newton 0.125422669483595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123495188410153, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.125250606229975, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125250960629864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125250960629878, diff to last: 0"
[1] "Final threshold is: 0.00065082741331446"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.08514683458731"
[1] "Starting iterative with newton 3.08514683458731"
[1] "Starting newton at: 0.555023756062225"
[1] "Newton iter: 1, lambda:0.590399369726868, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.590861158951228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.59086123683336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590861236833363, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.59086123683336"
[1] "Starting iterative with newton 0.59086123683336"
[1] "Starting newton at: 0.277370723073176"
[1] "Newton iter: 1, lambda:0.274504643985734, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.274506477905319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.27450647790607, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.274506477905319"
[1] "Starting iterative with newton 0.274506477905319"
[1] "Starting newton at: 0.345457437458558"
[1] "Newton iter: 1, lambda:0.225925200054929, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.228791771236126, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.22879343235305, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228793432353608, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.22879343235305"
[1] "Starting iterative with newton 0.22879343235305"
[1] "Starting newton at: 0.363997090495022"
[1] "Newton iter: 1, lambda:0.217870081160337, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.222082225046459, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.222085756997708, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222085757000191, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.222085756997708"
[1] "Starting iterative with newton 0.222085756997708"
[1] "Starting newton at: 0.369206100496314"
[1] "Newton iter: 1, lambda:0.21650864221114, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.221095625656129, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.221099804698292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.221099804701761, diff to last: 0"
[1] "Final threshold is: 0.00114887593079116"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.83792573028111"
[1] "Starting iterative with newton 2.83792573028111"
[1] "Starting newton at: 0.646761942766494"
[1] "Newton iter: 1, lambda:0.586534188170882, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.587831057593353, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.587831670675535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587831670675672, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587831670675672"
[1] "Starting iterative with newton 0.587831670675672"
[1] "Starting newton at: 0.296761744245287"
[1] "Newton iter: 1, lambda:0.305320287276235, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.305337845943518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305337846017364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305337845943518"
[1] "Starting iterative with newton 0.305337845943518"
[1] "Starting newton at: 0.288411894809646"
[1] "Newton iter: 1, lambda:0.263103411831834, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.263244904173057, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263244908603784, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.263244904173057"
[1] "Starting iterative with newton 0.263244904173057"
[1] "Starting newton at: 0.282913391506729"
[1] "Newton iter: 1, lambda:0.256663651550476, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.25681396969227, diff to last: 0"
[1] "Newton iter: 3, lambda:0.256813974630587, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25681396969227"
[1] "Starting iterative with newton 0.25681396969227"
[1] "Starting newton at: 0.284489288762671"
[1] "Newton iter: 1, lambda:0.255646492404974, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.25582759267959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255827599833673, diff to last: 0"
[1] "Final threshold is: 0.00132932801122504"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.56477066252381"
[1] "Starting iterative with newton 2.56477066252381"
[1] "Starting newton at: 0.599773439013368"
[1] "Newton iter: 1, lambda:0.608911459508237, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.608943721236972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.608943721637974, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.608943721236972"
[1] "Starting iterative with newton 0.608943721236972"
[1] "Starting newton at: 0.282240931510334"
[1] "Newton iter: 1, lambda:0.331944763557556, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.332594753622878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.332594864257544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332594864257547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.332594864257547"
[1] "Starting iterative with newton 0.332594864257547"
[1] "Starting newton at: 0.297658961130436"
[1] "Newton iter: 1, lambda:0.287215827774548, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.287242208797361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287242208965852, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.287242208797361"
[1] "Starting iterative with newton 0.287242208797361"
[1] "Starting newton at: 0.298283782016871"
[1] "Newton iter: 1, lambda:0.279550615998609, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.279634295758691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279634297430814, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.279634295758691"
[1] "Starting iterative with newton 0.279634295758691"
[1] "Starting newton at: 0.298382447986913"
[1] "Newton iter: 1, lambda:0.278257086714176, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.278353432108605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.278353434320055, diff to last: 0"
[1] "Final threshold is: 0.00144637648522156"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00519618699961718"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.65535595984813"
[1] "Starting iterative with newton 1.65535595984813"
[1] "Starting newton at: 0.779594172648181"
[1] "Newton iter: 1, lambda:0.724394084500951, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.725889005666963, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.725890125755223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.725890125755851, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.725890125755851"
[1] "Starting iterative with newton 0.725890125755851"
[1] "Starting newton at: 0.510674696394699"
[1] "Newton iter: 1, lambda:0.516527119232611, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.516540875842364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.516540875918281, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.516540875842364"
[1] "Starting iterative with newton 0.516540875842364"
[1] "Starting newton at: 0.515918027138557"
[1] "Newton iter: 1, lambda:0.46505296968075, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.466020647950052, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.466021001620063, diff to last: 0"
[1] "Newton iter: 4, lambda:0.46602100162011, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.466021001620063"
[1] "Starting iterative with newton 0.466021001620063"
[1] "Starting newton at: 0.524357667969377"
[1] "Newton iter: 1, lambda:0.451731719691617, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.453666722626232, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.453668115398247, diff to last: 0"
[1] "Newton iter: 4, lambda:0.453668115398968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.453668115398247"
[1] "Starting iterative with newton 0.453668115398247"
[1] "Starting newton at: 0.525455179070903"
[1] "Newton iter: 1, lambda:0.448472561791885, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.450636797371976, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.450638533107398, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450638533108514, diff to last: 0"
[1] "Final threshold is: 0.00234160208725922"
threshold is:
[{'ad': 0.0, 'da': 1.1234295896535124e-06, 'dd': 8.454027152733236e-05}, {'ad': 3.636017049497652e-05, 'da': 5.8035951762996116e-05, 'dd': 0.00013599583560015708}, {'ad': 0.00017606932368293177, 'da': 0.0002885273432813047, 'dd': 0.0005150403749177755}, {'ad': 0.0005669075864339263, 'da': 0.0006508274133144603, 'dd': 0.0011488759307911648}, {'ad': 0.0013293280112250437, 'da': 0.0014463764852215575, 'dd': 0.002341602087259218}]
Number of points in noise estimation: 128
Estimated noise: 0.012752660979356751
0.012752660979356751
threshold is:
[{'ad': 0.060881066349697484, 'da': 0.014798163110755406, 'dd': 0.005087026557483165}, {'ad': 0.00284212475347978, 'da': 0.001442578603477157, 'dd': 0.000637381474242164}, {'ad': 0.0011321129322872103, 'da': 0.001840583364669438, 'dd': 0.0026957893090198554}, {'ad': 0.003268118894925953, 'da': 0.003987070415478914, 'dd': 0.007337086973834434}, {'ad': 0.007496969388068153, 'da': 0.008852835663950856, 'dd': 0.013750935169520735}]
['peppers256', 0.025, 3, 0.0001682396524457169, 0.0001237135391051653, 0.0001259187825687884, 0.0007657264390363745, 0.00011966839040016885, 0.00015613998689287026, 0.00015172256197591027, 0.00016823965244571701, 37.740716374987635, 39.0758276894887, 38.9990948389077, 31.15926357308085, 39.22020550409672, 38.064858614280645, 38.18949832442972, 37.740716374987635]
peppers256 0.025 4
Number of points in noise estimation: 128
Estimated noise: 0.012745916331546786
0.012745916331546786
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00995435735272584, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0099550772310244, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00995507723102816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0099550772310244"
[1] "Starting iterative with newton 0.0099550772310244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:2.32045338641415e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:2.32045339489353e-05, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.32045338641415e-05"
[1] "Starting iterative with newton 2.32045338641415e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:2.24004609510298e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:2.24004610277072e-05, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.24004609510298e-05"
[1] "Starting iterative with newton 2.24004609510298e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:2.2400396905968e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:2.24003969826447e-05, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.85513584756908e-07"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124676297652177, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124685999416314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124685999416372, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124685999416314"
[1] "Starting iterative with newton 0.0124685999416314"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00340032350720478, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00340039424650646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00340039424650649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00340039424650646"
[1] "Starting iterative with newton 0.00340039424650646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00335084267773153, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00335091092508145, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00335091092508148, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00335091092508145"
[1] "Starting iterative with newton 0.00335091092508145"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00335057390010223, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00335064213404779, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00335064213404782, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00335064213404779"
[1] "Starting iterative with newton 0.00335064213404779"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00335057244015148, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00335064067402424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00335064067402426, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.27069856881904e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492243514537149, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0492860042579218, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0492860043545441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0492860043545441"
[1] "Starting iterative with newton 0.0492860043545441"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356294340662163, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356548432939102, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035654843306827, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0356548432939102"
[1] "Starting iterative with newton 0.0356548432939102"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354925065212431, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355177708541474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355177708669426, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0355177708541474"
[1] "Starting iterative with newton 0.0355177708541474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354911003082262, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355163631580865, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355163631708805, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355163631708805"
[1] "Starting iterative with newton 0.0355163631708805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354910858639243, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355163486985517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355163487113456, diff to last: 0"
[1] "Final threshold is: 0.000452688409076851"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0821801057815363, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.082522700533007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0825227064767958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.082522700533007"
[1] "Starting iterative with newton 0.082522700533007"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0186283614235612, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.018636295485096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0186362954865353, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0186362954865353"
[1] "Starting iterative with newton 0.0186362954865353"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017379643570626, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173863125929444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173863125939265, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0173863125929444"
[1] "Starting iterative with newton 0.0173863125929444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.017355580681498, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173622265797803, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173622265807548, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0173622265807548"
[1] "Starting iterative with newton 0.0173622265807548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0173551171557857, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0173617626090881, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0173617626100624, diff to last: 0"
[1] "Final threshold is: 0.000221291573596033"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.116459804599795, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.117396714109509, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.117396774499233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.117396774499234, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.117396774499234"
[1] "Starting iterative with newton 0.117396774499234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0409313967851914, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0410059358373132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0410059360844603, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0410059360844603"
[1] "Starting iterative with newton 0.0410059360844603"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.038062904304372, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0381255302739113, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0381255304434268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0381255302739113"
[1] "Starting iterative with newton 0.0381255302739113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0379561238104028, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380183268781862, diff to last: 0"
[1] "Newton iter: 3, lambda:0.038018327045227, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0380183268781862"
[1] "Starting iterative with newton 0.0380183268781862"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0379521512811968, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380143386451352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380143388120845, diff to last: 0"
[1] "Final threshold is: 0.000484527579769979"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.280516040685046"
[1] "Newton iter: 1, lambda:0.183685285685813, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.184717068723033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184717187021108, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18471718702111, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.184717187021108"
[1] "Starting iterative with newton 0.184717187021108"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0661968883096423, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0664719977214174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0664720024710805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0664720024710805"
[1] "Starting iterative with newton 0.0664720024710805"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0607080130952105, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0609297692490317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0609297722072941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0609297692490317"
[1] "Starting iterative with newton 0.0609297692490317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.060451578653262, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0606710051131419, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0606710080035339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0606710080035339"
[1] "Starting iterative with newton 0.0606710080035339"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0604396081183424, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0606589261801104, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0606589290673653, diff to last: 0"
[1] "Final threshold is: 0.00077315359785316"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.433792792215419"
[1] "Newton iter: 1, lambda:0.260836536050847, diff to last: 0.173"
[1] "Newton iter: 2, lambda:0.265483578974645, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.265487027935821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.265487027937719, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.265487027935821"
[1] "Starting iterative with newton 0.265487027935821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0971458447188672, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0979430552519328, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.097943108880046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0979431088800462, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.097943108880046"
[1] "Starting iterative with newton 0.097943108880046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.087099033254072, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0877093260910028, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0877093560330864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0877093560330864, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0877093560330864"
[1] "Starting iterative with newton 0.0877093560330864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864782563211271, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870779892710114, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870780180956211, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870780180956212, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0870780180956211"
[1] "Starting iterative with newton 0.0870780180956211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0864399241868063, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0870390088337127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870390375904734, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870390375904735, diff to last: 0"
[1] "Final threshold is: 0.00110939229070653"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.291571173019435"
[1] "Newton iter: 1, lambda:0.335616503856208, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.335996558124565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.335996586211067, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335996586211067, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.335996586211067"
[1] "Starting iterative with newton 0.335996586211067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127180151234103, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128994169064462, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128994537400319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128994537400334, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.128994537400334"
[1] "Starting iterative with newton 0.128994537400334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.110129088725475, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.111413099784224, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.111413274126042, diff to last: 0"
[1] "Newton iter: 4, lambda:0.111413274126045, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.111413274126045"
[1] "Starting iterative with newton 0.111413274126045"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108661913858016, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109905277820427, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109905440437814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109905440437817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.109905440437814"
[1] "Starting iterative with newton 0.109905440437814"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108535997607767, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.109775908489563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109776070131112, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109776070131115, diff to last: 0"
[1] "Final threshold is: 0.0013991966050972"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.35684144415573"
[1] "Starting iterative with newton 3.35684144415573"
[1] "Starting newton at: 0.500468075852939"
[1] "Newton iter: 1, lambda:0.530373724814362, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.53064810075778, diff to last: 0"
[1] "Newton iter: 3, lambda:0.530648123657306, diff to last: 0"
[1] "Newton iter: 4, lambda:0.530648123657306, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.530648123657306"
[1] "Starting iterative with newton 0.530648123657306"
[1] "Starting newton at: 0.303352840961112"
[1] "Newton iter: 1, lambda:0.269436264539958, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.269677507706164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26967751995213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26967751995213, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.269677507706164"
[1] "Starting iterative with newton 0.269677507706164"
[1] "Starting newton at: 0.244197119150081"
[1] "Newton iter: 1, lambda:0.234308248493801, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.23432753798583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.234327538059275, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23432753798583"
[1] "Starting iterative with newton 0.23432753798583"
[1] "Starting newton at: 0.265913883320419"
[1] "Newton iter: 1, lambda:0.229135770822499, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.229399564159619, diff to last: 0"
[1] "Newton iter: 3, lambda:0.229399577765807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.229399577765807, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.229399577765807"
[1] "Starting iterative with newton 0.229399577765807"
[1] "Starting newton at: 0.268639672867529"
[1] "Newton iter: 1, lambda:0.228394718385413, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.228710087675416, diff to last: 0"
[1] "Newton iter: 3, lambda:0.228710107096202, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228710107096202, diff to last: 0"
[1] "Final threshold is: 0.0029151198892273"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.90718744804271"
[1] "Starting iterative with newton 2.90718744804271"
[1] "Starting newton at: 0.614929671832549"
[1] "Newton iter: 1, lambda:0.558457119253844, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.559500765959864, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.559501128866625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.559501128866669, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.559501128866669"
[1] "Starting iterative with newton 0.559501128866669"
[1] "Starting newton at: 0.238141365455925"
[1] "Newton iter: 1, lambda:0.304379200243452, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.305409892744602, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.305410140810299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.305410140810313, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.305410140810299"
[1] "Starting iterative with newton 0.305410140810299"
[1] "Starting newton at: 0.232532465375973"
[1] "Newton iter: 1, lambda:0.268925983013476, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.269217232114251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26921725071712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269217250717121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.26921725071712"
[1] "Starting iterative with newton 0.26921725071712"
[1] "Starting newton at: 0.23935246844266"
[1] "Newton iter: 1, lambda:0.263741004293557, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.263870442702772, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263870446342315, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.263870442702772"
[1] "Starting iterative with newton 0.263870442702772"
[1] "Starting newton at: 0.237894418304393"
[1] "Newton iter: 1, lambda:0.262939963884448, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.263076281559833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.263076285590811, diff to last: 0"
[1] "Final threshold is: 0.00335314827357608"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.32131093183096"
[1] "Starting iterative with newton 2.32131093183096"
[1] "Starting newton at: 0.496713275541237"
[1] "Newton iter: 1, lambda:0.584854995209928, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.587701807590121, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.587704706429139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.587704706432142, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.587704706432142"
[1] "Starting iterative with newton 0.587704706432142"
[1] "Starting newton at: 0.24304484122584"
[1] "Newton iter: 1, lambda:0.354716597842146, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.358198810119875, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.358202156893895, diff to last: 0"
[1] "Newton iter: 4, lambda:0.358202156896985, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.358202156893895"
[1] "Starting iterative with newton 0.358202156893895"
[1] "Starting newton at: 0.234629253097709"
[1] "Newton iter: 1, lambda:0.316810256471185, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.318585542337168, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.318586364963481, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318586364963658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.318586364963481"
[1] "Starting iterative with newton 0.318586364963481"
[1] "Starting newton at: 0.250799755793033"
[1] "Newton iter: 1, lambda:0.310615795402512, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.31154474087914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.311544963764372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311544963764385, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311544963764372"
[1] "Starting iterative with newton 0.311544963764372"
[1] "Starting newton at: 0.253034954471075"
[1] "Newton iter: 1, lambda:0.309462292647836, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.310287163257799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.310287338666793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3102873386668, diff to last: 0"
[1] "Final threshold is: 0.00395489645738526"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.23631452209944"
[1] "Starting iterative with newton 1.23631452209944"
[1] "Starting newton at: 0.777269024411182"
[1] "Newton iter: 1, lambda:0.75666302355194, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.756874482648632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.756874505109961, diff to last: 0"
[1] "Newton iter: 4, lambda:0.756874505109961, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.756874505109961"
[1] "Starting iterative with newton 0.756874505109961"
[1] "Starting newton at: 0.537193322801154"
[1] "Newton iter: 1, lambda:0.642651507719884, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.647993795884905, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.648007127463221, diff to last: 0"
[1] "Newton iter: 4, lambda:0.6480071275461, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.648007127463221"
[1] "Starting iterative with newton 0.648007127463221"
[1] "Starting newton at: 0.562734866863175"
[1] "Newton iter: 1, lambda:0.618651975417707, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.620104012951998, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.62010497717717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.620104977177595, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.62010497717717"
[1] "Starting iterative with newton 0.62010497717717"
[1] "Starting newton at: 0.565864017517454"
[1] "Newton iter: 1, lambda:0.611789617591162, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.61276108390049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.612761513133817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.612761513133901, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.612761513133817"
[1] "Starting iterative with newton 0.612761513133817"
[1] "Starting newton at: 0.565940280905612"
[1] "Newton iter: 1, lambda:0.609926308148757, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.61081567419299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.610816033420772, diff to last: 0"
[1] "Newton iter: 4, lambda:0.610816033420831, diff to last: 0"
[1] "Final threshold is: 0.00778541005594845"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.15857821072275"
[1] "Starting iterative with newton 1.15857821072275"
[1] "Starting newton at: 0.832193017092311"
[1] "Newton iter: 1, lambda:0.771704754418636, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.773571431207345, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.773573258005281, diff to last: 0"
[1] "Newton iter: 4, lambda:0.773573258007029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.773573258007029"
[1] "Starting iterative with newton 0.773573258007029"
[1] "Starting newton at: 0.559306333491736"
[1] "Newton iter: 1, lambda:0.674016664929137, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.680692921903073, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.680714842392807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680714842628584, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.680714842392807"
[1] "Starting iterative with newton 0.680714842392807"
[1] "Starting newton at: 0.550109571520118"
[1] "Newton iter: 1, lambda:0.651244403488852, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.656314457624667, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.65632686412696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656326864201128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.65632686412696"
[1] "Starting iterative with newton 0.65632686412696"
[1] "Starting newton at: 0.552482160627214"
[1] "Newton iter: 1, lambda:0.645520118465739, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.649779612556711, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.649788323651054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.649788323687438, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.649788323651054"
[1] "Starting iterative with newton 0.649788323651054"
[1] "Starting newton at: 0.551551653088501"
[1] "Newton iter: 1, lambda:0.643833590284744, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.648017290014252, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.648025682375798, diff to last: 0"
[1] "Newton iter: 4, lambda:0.648025682409524, diff to last: 0"
[1] "Final threshold is: 0.00825968112825544"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.06196931784846"
[1] "Starting iterative with newton 1.06196931784846"
[1] "Starting newton at: 0.764250094790768"
[1] "Newton iter: 1, lambda:0.818359621799931, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.820053787125257, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.820055411905467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.82005541190696, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.82005541190696"
[1] "Starting iterative with newton 0.82005541190696"
[1] "Starting newton at: 0.766091391603263"
[1] "Newton iter: 1, lambda:0.755053204393529, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.755118990895665, diff to last: 0"
[1] "Newton iter: 3, lambda:0.755118993242818, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.755118990895665"
[1] "Starting iterative with newton 0.755118990895665"
[1] "Starting newton at: 0.759424245676657"
[1] "Newton iter: 1, lambda:0.736412832680004, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.736693912128943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.7366939544495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.736693954449501, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.7366939544495"
[1] "Starting iterative with newton 0.7366939544495"
[1] "Starting newton at: 0.756861370261846"
[1] "Newton iter: 1, lambda:0.731034053918994, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.731386488738355, diff to last: 0"
[1] "Newton iter: 3, lambda:0.731386555034114, diff to last: 0"
[1] "Newton iter: 4, lambda:0.731386555034117, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.731386555034117"
[1] "Starting iterative with newton 0.731386555034117"
[1] "Starting newton at: 0.756026103787896"
[1] "Newton iter: 1, lambda:0.729479292457059, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.729851149633988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.729851223360883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.729851223360886, diff to last: 0"
[1] "Final threshold is: 0.00930262262743488"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.0216062454679"
[1] "Newton iter: 1, lambda:1.12652536897167, diff to last: 0.105"
[1] "Newton iter: 2, lambda:1.13716290015279, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.13726670880098, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13726671861814, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13726670880098"
[1] "Starting iterative with newton 1.13726670880098"
[1] "Starting newton at: 1.37176205429557"
[1] "Newton iter: 1, lambda:1.39180423839125, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.39223634935752, diff to last: 0"
[1] "Newton iter: 3, lambda:1.3922365469085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.39223654690854, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.39223654690854"
[1] "Starting iterative with newton 1.39223654690854"
[1] "Starting newton at: 1.35089899011282"
[1] "Newton iter: 1, lambda:1.4995487629014, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.52768510614182, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.52860825957542, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.52860922821812, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52860922821919, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52860922821919"
[1] "Starting iterative with newton 1.52860922821919"
[1] "Starting newton at: 1.91875949508027"
[1] "Newton iter: 1, lambda:1.39814334738358, diff to last: 0.521"
[1] "Newton iter: 2, lambda:1.56252003391899, diff to last: 0.164"
[1] "Newton iter: 3, lambda:1.59870207033069, diff to last: 0.036"
[1] "Newton iter: 4, lambda:1.60029752873479, diff to last: 0.002"
[1] "Newton iter: 5, lambda:1.60030052708692, diff to last: 0"
[1] "Newton iter: 6, lambda:1.6003005270975, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.60030052708692"
[1] "Starting iterative with newton 1.60030052708692"
[1] "Starting newton at: 1.91122795161654"
[1] "Newton iter: 1, lambda:1.49826816531644, diff to last: 0.413"
[1] "Newton iter: 2, lambda:1.6180571543626, diff to last: 0.12"
[1] "Newton iter: 3, lambda:1.63716630470939, diff to last: 0.019"
[1] "Newton iter: 4, lambda:1.63761204133745, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63761227921825, diff to last: 0"
[1] "Newton iter: 6, lambda:1.63761227921832, diff to last: 0"
[1] "Final threshold is: 0.0208728690944303"
threshold is:
[{'ad': 2.85513584756908e-07, 'da': 4.2706985688190426e-05, 'dd': 0.0004526884090768508}, {'ad': 0.00022129157359603323, 'da': 0.0004845275797699787, 'dd': 0.00077315359785316}, {'ad': 0.0011093922907065294, 'da': 0.0013991966050972003, 'dd': 0.0029151198892273}, {'ad': 0.0033531482735760765, 'da': 0.003954896457385259, 'dd': 0.007785410055948445}, {'ad': 0.008259681128255437, 'da': 0.009302622627434882, 'dd': 0.020872869094430306}]
Number of points in noise estimation: 128
Estimated noise: 0.012745916331546786
0.012745916331546786
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 105.59993981035"
[1] "Starting iterative with newton 105.59993981035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 75.7411801897"
[1] "Starting iterative with newton 75.7411801897"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 67.7083635622287"
[1] "Starting iterative with newton 67.7083635622287"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.0968523853422"
[1] "Starting iterative with newton 38.0968523853422"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.0545400915749"
[1] "Starting iterative with newton 30.0545400915749"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 13.9033214815457"
[1] "Starting iterative with newton 13.9033214815457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.1066803401913"
[1] "Starting iterative with newton 10.1066803401913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.00284585173481"
[1] "Starting iterative with newton 8.00284585173481"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.35684144415573"
[1] "Starting iterative with newton 3.35684144415573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.90718744804271"
[1] "Starting iterative with newton 2.90718744804271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32131093183096"
[1] "Starting iterative with newton 2.32131093183096"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.23631452209944"
[1] "Starting iterative with newton 1.23631452209944"
[1] "Starting newton at: 1.44115348576253"
[1] "Newton iter: 1, lambda:1.38624837633505, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.38364814837451, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.38364194393843, diff to last: 0"
[1] "Newton iter: 4, lambda:1.38364194390301, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.38364194393843"
[1] "Starting iterative with newton 1.38364194393843"
[1] "Starting newton at: 1.59968512086038"
[1] "Newton iter: 1, lambda:1.53725821622443, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.534931272274, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.5349276745669, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53492767455827, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5349276745669"
[1] "Starting iterative with newton 1.5349276745669"
[1] "Starting newton at: 1.75424832017753"
[1] "Newton iter: 1, lambda:1.66114668057587, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.65775518339241, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.65774952664255, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6577495266267, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.65774952664255"
[1] "Starting iterative with newton 1.65774952664255"
[1] "Starting newton at: 1.89725245747939"
[1] "Newton iter: 1, lambda:1.75218891714128, diff to last: 0.145"
[1] "Newton iter: 2, lambda:1.74729641966987, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.74728725398343, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74728725395084, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.74728725395084"
[1] "Starting iterative with newton 1.74728725395084"
[1] "Starting newton at: 1.96643479048918"
[1] "Newton iter: 1, lambda:1.80841619311355, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.8042817334825, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.80427621835077, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80427621834083, diff to last: 0"
[1] "Final threshold is: 0.0229971537179719"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.15857821072275"
[1] "Starting iterative with newton 1.15857821072275"
[1] "Starting newton at: 1.36545309072894"
[1] "Newton iter: 1, lambda:1.35236056623531, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.35219476018617, diff to last: 0"
[1] "Newton iter: 3, lambda:1.35219473328909, diff to last: 0"
[1] "Newton iter: 4, lambda:1.35219473328909, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.35219473328909"
[1] "Starting iterative with newton 1.35219473328909"
[1] "Starting newton at: 1.56689385058993"
[1] "Newton iter: 1, lambda:1.533244049833, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.53253136963329, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53253103190289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53253103190281, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53253103190281"
[1] "Starting iterative with newton 1.53253103190281"
[1] "Starting newton at: 1.75607664817842"
[1] "Newton iter: 1, lambda:1.66820004296517, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.66526667853426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.66526258559517, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66526258558715, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66526258558715"
[1] "Starting iterative with newton 1.66526258558715"
[1] "Starting newton at: 1.8925241406708"
[1] "Newton iter: 1, lambda:1.7581952982819, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.75410039454115, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.7540942274553, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75409422744115, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.75409422744115"
[1] "Starting iterative with newton 1.75409422744115"
[1] "Starting newton at: 1.97583950126681"
[1] "Newton iter: 1, lambda:1.81116264521184, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.80722256231916, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.80721773653578, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80721773652845, diff to last: 0"
[1] "Final threshold is: 0.023034646062679"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.06196931784846"
[1] "Starting iterative with newton 1.06196931784846"
[1] "Starting newton at: 1.24467795320735"
[1] "Newton iter: 1, lambda:1.32168739280435, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.31533884006691, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.31529716291555, diff to last: 0"
[1] "Newton iter: 4, lambda:1.31529716111068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.31529716111068"
[1] "Starting iterative with newton 1.31529716111068"
[1] "Starting newton at: 1.50828580425156"
[1] "Newton iter: 1, lambda:1.57150679296065, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.56891005675179, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.56890609443471, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56890609442544, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56890609442544"
[1] "Starting iterative with newton 1.56890609442544"
[1] "Starting newton at: 1.75967352082124"
[1] "Newton iter: 1, lambda:1.74967434425171, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.74964051647301, diff to last: 0"
[1] "Newton iter: 3, lambda:1.74964051607361, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74964051607361"
[1] "Starting iterative with newton 1.74964051607361"
[1] "Starting newton at: 1.95885626669406"
[1] "Newton iter: 1, lambda:1.86729308766297, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.86618805213382, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.86618777900886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86618777900884, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86618777900886"
[1] "Starting iterative with newton 1.86618777900886"
[1] "Starting newton at: 2.07728109703695"
[1] "Newton iter: 1, lambda:1.93051826622897, diff to last: 0.147"
[1] "Newton iter: 2, lambda:1.92990695661137, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.92990689478814, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92990689478814, diff to last: 0"
[1] "Final threshold is: 0.0245984318086449"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0127459163315468"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.7111665173958"
[1] "Newton iter: 1, lambda:1.5847116880761, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.57864864650605, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.57862906294758, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57862906274064, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57862906294758"
[1] "Starting iterative with newton 1.57862906294758"
[1] "Starting newton at: 2.11475411621287"
[1] "Newton iter: 1, lambda:2.13460276983048, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.13469221076357, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13469221272617, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.13469221076357"
[1] "Starting iterative with newton 2.13469221076357"
[1] "Starting newton at: 2.37812869356856"
[1] "Newton iter: 1, lambda:2.40673733345674, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.40706919635495, diff to last: 0"
[1] "Newton iter: 3, lambda:2.4070692429336, diff to last: 0"
[1] "Newton iter: 4, lambda:2.4070692429336, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4070692429336"
[1] "Starting iterative with newton 2.4070692429336"
[1] "Starting newton at: 2.51021230939845"
[1] "Newton iter: 1, lambda:2.53016935575005, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.53035689819197, diff to last: 0"
[1] "Newton iter: 3, lambda:2.53035691506562, diff to last: 0"
[1] "Newton iter: 4, lambda:2.53035691506562, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.53035691506562"
[1] "Starting iterative with newton 2.53035691506562"
[1] "Starting newton at: 2.63255825474748"
[1] "Newton iter: 1, lambda:2.59050825058466, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.59142222268849, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59142264379984, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59142264379993, diff to last: 0"
[1] "Final threshold is: 0.0330300561975496"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.02299715371797185}, {'ad': 0.023034646062679003, 'da': 0.02459843180864491, 'dd': 0.033030056197549645}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.489053954867516. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00523862378573834
0.00523862378573834
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 256.931601216213"
[1] "Starting iterative with newton 256.931601216213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 184.283274584197"
[1] "Starting iterative with newton 184.283274584197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 164.73890323248"
[1] "Starting iterative with newton 164.73890323248"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 92.6921483311713"
[1] "Starting iterative with newton 92.6921483311713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 73.1246733986149"
[1] "Starting iterative with newton 73.1246733986149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 33.8276958954025"
[1] "Starting iterative with newton 33.8276958954025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 24.5902182089244"
[1] "Starting iterative with newton 24.5902182089244"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 19.4714504825052"
[1] "Starting iterative with newton 19.4714504825052"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.16741608778216"
[1] "Starting iterative with newton 8.16741608778216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.0733783314911"
[1] "Starting iterative with newton 7.0733783314911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.64790222141372"
[1] "Starting iterative with newton 5.64790222141372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.00803457218197"
[1] "Starting iterative with newton 3.00803457218197"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.81889701215565"
[1] "Starting iterative with newton 2.81889701215565"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58384121967609"
[1] "Starting iterative with newton 2.58384121967609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.64107793842529"
[1] "Starting iterative with newton 1.64107793842529"
[1] "Starting newton at: 1.90748862822773"
[1] "Newton iter: 1, lambda:1.49028957993184, diff to last: 0.417"
[1] "Newton iter: 2, lambda:1.42446360284311, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.42063969448619, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.42062595250866, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42062595233068, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.42062595250866"
[1] "Starting iterative with newton 1.42062595250866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.489053954867516. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.00523862378573834
0.00523862378573834
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:7.46005674265755e-10, diff to last: 0"
[1] "Newton iter: 2, lambda:7.46005674265755e-10, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:6.96134697123195e-19, diff to last: 0"
[1] "Newton iter: 2, lambda:6.96134697123195e-19, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00704597768169656, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00704635222776611, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00704635222776717, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00704635222776611"
[1] "Starting iterative with newton 0.00704635222776611"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.19731550586372e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:5.19731550702653e-06, diff to last: 0"
[1] "Iteration: 2 Threshold: 5.19731550586372e-06"
[1] "Starting iterative with newton 5.19731550586372e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.05479849857384e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:5.05479849964719e-06, diff to last: 0"
[1] "Iteration: 3 Threshold: 5.05479849857384e-06"
[1] "Starting iterative with newton 5.05479849857384e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:5.05479565132915e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:5.05479565240249e-06, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.64801727310996e-08"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374009021296593, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374270955015351, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374270955143748, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374270955143748"
[1] "Starting iterative with newton 0.0374270955143748"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0273615058210022, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0273771395565456, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0273771395616481, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0273771395565456"
[1] "Starting iterative with newton 0.0273771395565456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271857728125345, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0272012161698303, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0272012161748125, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0272012161698303"
[1] "Starting iterative with newton 0.0272012161698303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271826851577784, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271981251742793, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0271981251792593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0271981251742793"
[1] "Starting iterative with newton 0.0271981251742793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0271826309038127, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0271980708616129, diff to last: 0"
[1] "Newton iter: 3, lambda:0.027198070866593, diff to last: 0"
[1] "Final threshold is: 0.000142480460941842"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0298705178844596, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0298905681280301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0298905681370624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0298905681280301"
[1] "Starting iterative with newton 0.0298905681280301"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0033644520799022, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00336451209321854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00336451209321856, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00336451209321854"
[1] "Starting iterative with newton 0.00336451209321854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324252847423706, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00324258305420042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324258305420044, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00324258305420042"
[1] "Starting iterative with newton 0.00324258305420042"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324197436233956, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0032420289183192, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324202891831922, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0032420289183192"
[1] "Starting iterative with newton 0.0032420289183192"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00324197184417685, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00324202640004751, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00324202640004753, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.69837566132805e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0769790424722498"
[1] "Newton iter: 1, lambda:0.0671857998143376, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0671898588686951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671898588693927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0671898588686951"
[1] "Starting iterative with newton 0.0671898588686951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100224151751872, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100236176810288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100236176810461, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100236176810288"
[1] "Starting iterative with newton 0.0100236176810288"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00951654115673218, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00951758315505425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00951758315506674, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00951758315505425"
[1] "Starting iterative with newton 0.00951758315505425"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00951212075526822, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00951316141747757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00951316141749003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00951316141747757"
[1] "Starting iterative with newton 0.00951316141747757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00951208213421552, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00951312278475624, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0095131227847687, diff to last: 0"
[1] "Final threshold is: 4.98356712968734e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0910424333324754, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0915156699517076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0915156827105241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0915156827105241, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0915156827105241"
[1] "Starting iterative with newton 0.0915156827105241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261512960523924, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261664956199034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.026166495625038, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0261664956199034"
[1] "Starting iterative with newton 0.0261664956199034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250751694793882, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250888815007333, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250888815048335, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0250888815048335"
[1] "Starting iterative with newton 0.0250888815048335"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250571726341677, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250708607889698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250708607930545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250708607930545"
[1] "Starting iterative with newton 0.0250708607930545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.025056871611923, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250705593677931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250705593718776, diff to last: 0"
[1] "Final threshold is: 0.000131335228647283"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.155917718282535"
[1] "Newton iter: 1, lambda:0.131077140811304, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.131125020601491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.131125020779663, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.131125020601491"
[1] "Starting iterative with newton 0.131125020601491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0380203479356916, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0380724144675846, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0380724145652263, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0380724144675846"
[1] "Starting iterative with newton 0.0380724144675846"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035542149325113, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0355859931033953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355859931701124, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0355859931033953"
[1] "Starting iterative with newton 0.0355859931033953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354757456836639, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355193819489968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355193820150176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0355193819489968"
[1] "Starting iterative with newton 0.0355193819489968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0354739665792457, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0355175972938641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0355175973598664, diff to last: 0"
[1] "Final threshold is: 0.000186063329995912"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.164607251434942, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.167319721161283, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.167320452363683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.167320452363736, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.167320452363683"
[1] "Starting iterative with newton 0.167320452363683"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0398879417633535, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.039955905182739, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399559053800811, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.039955905182739"
[1] "Starting iterative with newton 0.039955905182739"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0357550331088721, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0358060408144271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0358060409182539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0358060409182539"
[1] "Starting iterative with newton 0.0358060409182539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356225247311417, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356730403541654, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356730404557679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356730403541654"
[1] "Starting iterative with newton 0.0356730403541654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356182802318335, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356687801437142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356687802452461, diff to last: 0"
[1] "Final threshold is: 0.000186855320069133"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.21095662999205"
[1] "Newton iter: 1, lambda:0.307679948482209, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.309419943969075, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.309420499992589, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309420499992645, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.309420499992645"
[1] "Starting iterative with newton 0.309420499992645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.106925070005212, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.107989954575438, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107990060113194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107990060113195, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.107990060113194"
[1] "Starting iterative with newton 0.107990060113194"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940748619843831, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0948460311628043, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0948460829611267, diff to last: 0"
[1] "Newton iter: 4, lambda:0.094846082961127, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0948460829611267"
[1] "Starting iterative with newton 0.0948460829611267"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0932204944653803, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939743508022491, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939744000816666, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939744000816668, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0939744000816666"
[1] "Starting iterative with newton 0.0939744000816666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0931637716827708, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0939164878086434, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0939165369246115, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0939165369246118, diff to last: 0"
[1] "Final threshold is: 0.000491993404207443"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.298047327559075"
[1] "Newton iter: 1, lambda:0.358417041836924, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.359193791354871, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.359193918663954, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359193918663957, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.359193918663957"
[1] "Starting iterative with newton 0.359193918663957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130196331275496, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132076058537794, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13207644957538, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132076449575397, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.13207644957538"
[1] "Starting iterative with newton 0.13207644957538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.113202688510708, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.114532794692035, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.114532978113139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.114532978113142, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.114532978113139"
[1] "Starting iterative with newton 0.114532978113139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111862449165058, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.11315420287455, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113154374942561, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113154374942564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.113154374942561"
[1] "Starting iterative with newton 0.113154374942561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111756972312606, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.1130457374641, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.113045908664091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.113045908664095, diff to last: 0"
[1] "Final threshold is: 0.000592204986008114"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.337298834534978"
[1] "Newton iter: 1, lambda:0.417615454995531, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.419245271943049, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.419245932781945, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419245932782054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.419245932781945"
[1] "Starting iterative with newton 0.419245932781945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146669297134929, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149379056237485, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149379979417404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149379979417511, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.149379979417404"
[1] "Starting iterative with newton 0.149379979417404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12450810930207, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126298510458779, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.126298880336953, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126298880336969, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.126298880336953"
[1] "Starting iterative with newton 0.126298880336953"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122577071735146, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.124298794653237, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124299134048674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124299134048687, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.124299134048687"
[1] "Starting iterative with newton 0.124299134048687"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122409497540331, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.124125342468509, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.124125679322183, diff to last: 0"
[1] "Newton iter: 4, lambda:0.124125679322196, diff to last: 0"
[1] "Final threshold is: 0.000650247736118186"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.00803457218197"
[1] "Starting iterative with newton 3.00803457218197"
[1] "Starting newton at: 0.542264227817025"
[1] "Newton iter: 1, lambda:0.58983458678384, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.590665939342816, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.590666189755783, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590666189755806, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590666189755783"
[1] "Starting iterative with newton 0.590666189755783"
[1] "Starting newton at: 0.281267038066894"
[1] "Newton iter: 1, lambda:0.284776461535369, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.284779272283411, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284779272285214, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.284779272283411"
[1] "Starting iterative with newton 0.284779272283411"
[1] "Starting newton at: 0.333815488164551"
[1] "Newton iter: 1, lambda:0.238064413753873, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.239960736697504, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.239961485390418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.239961485390535, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.239961485390535"
[1] "Starting iterative with newton 0.239961485390535"
[1] "Starting newton at: 0.336176424317779"
[1] "Newton iter: 1, lambda:0.230989202662056, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.233244519868201, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.23324556389511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.233245563895334, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.23324556389511"
[1] "Starting iterative with newton 0.23324556389511"
[1] "Starting newton at: 0.337673715748451"
[1] "Newton iter: 1, lambda:0.229871559795226, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.232234962496682, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.23223610652648, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232236106526749, diff to last: 0"
[1] "Final threshold is: 0.00121659759155688"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.81889701215565"
[1] "Starting iterative with newton 2.81889701215565"
[1] "Starting newton at: 0.608876925303241"
[1] "Newton iter: 1, lambda:0.591296762274089, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.591409620423687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591409625100054, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591409620423687"
[1] "Starting iterative with newton 0.591409620423687"
[1] "Starting newton at: 0.303525565365699"
[1] "Newton iter: 1, lambda:0.304541520818282, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.304541769584768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304541769584783, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.304541769584768"
[1] "Starting iterative with newton 0.304541769584768"
[1] "Starting newton at: 0.297231618931522"
[1] "Newton iter: 1, lambda:0.260982581685607, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.261273160436212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.261273179157017, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261273179157017, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.261273179157017"
[1] "Starting iterative with newton 0.261273179157017"
[1] "Starting newton at: 0.298932812927547"
[1] "Newton iter: 1, lambda:0.254172358248027, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.254609308167058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.254609349935131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.254609349935131, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.254609349935131"
[1] "Starting iterative with newton 0.254609349935131"
[1] "Starting newton at: 0.299453340088556"
[1] "Newton iter: 1, lambda:0.253112217790259, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.253579556472288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253579604152739, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253579604152739, diff to last: 0"
[1] "Final threshold is: 0.00132840814589265"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.58384121967609"
[1] "Starting iterative with newton 2.58384121967609"
[1] "Starting newton at: 0.565804988049154"
[1] "Newton iter: 1, lambda:0.612716414320718, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.613581581744355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.6135818720277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.613581872027732, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6135818720277"
[1] "Starting iterative with newton 0.6135818720277"
[1] "Starting newton at: 0.287559755856242"
[1] "Newton iter: 1, lambda:0.331332540447225, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.331837790198304, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331837857234977, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331837857234979, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.331837857234977"
[1] "Starting iterative with newton 0.331837857234977"
[1] "Starting newton at: 0.297730230345825"
[1] "Newton iter: 1, lambda:0.285368956258495, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.28540589053013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.285405890860182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.285405890860182"
[1] "Starting iterative with newton 0.285405890860182"
[1] "Starting newton at: 0.296346737671816"
[1] "Newton iter: 1, lambda:0.277517378653072, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.277601813420517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277601815120727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277601815120727"
[1] "Starting iterative with newton 0.277601815120727"
[1] "Starting newton at: 0.295019355757543"
[1] "Newton iter: 1, lambda:0.276201577400963, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.276285703209571, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276285704893228, diff to last: 0"
[1] "Final threshold is: 0.00144735686531315"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00523862378573834"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.64107793842529"
[1] "Starting iterative with newton 1.64107793842529"
[1] "Starting newton at: 0.752504433372318"
[1] "Newton iter: 1, lambda:0.733499820017137, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.733682249645676, diff to last: 0"
[1] "Newton iter: 3, lambda:0.733682266574943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.733682266574943, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.733682266574943"
[1] "Starting iterative with newton 0.733682266574943"
[1] "Starting newton at: 0.496358857280798"
[1] "Newton iter: 1, lambda:0.524802452941636, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.525134381648796, diff to last: 0"
[1] "Newton iter: 3, lambda:0.525134426595368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.525134426595369, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.525134426595368"
[1] "Starting iterative with newton 0.525134426595368"
[1] "Starting newton at: 0.501716017543867"
[1] "Newton iter: 1, lambda:0.473853210975076, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.47414964433923, diff to last: 0"
[1] "Newton iter: 3, lambda:0.474149678068015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474149678068015, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.474149678068015"
[1] "Starting iterative with newton 0.474149678068015"
[1] "Starting newton at: 0.506670718930924"
[1] "Newton iter: 1, lambda:0.460719797797119, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.461510974021676, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461511210574657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461511210574678, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.461511210574678"
[1] "Starting iterative with newton 0.461511210574678"
[1] "Starting newton at: 0.503733177461176"
[1] "Newton iter: 1, lambda:0.457571939987069, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.458367291611531, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.458367529729996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458367529730018, diff to last: 0"
[1] "Final threshold is: 0.00240121504385368"
threshold is:
[{'ad': 0.0, 'da': 2.6480172731099596e-08, 'dd': 0.00014248046094184245}, {'ad': 1.6983756613280546e-05, 'da': 4.98356712968734e-05, 'dd': 0.00013133522864728327}, {'ad': 0.00018606332999591242, 'da': 0.0001868553200691328, 'dd': 0.0004919934042074432}, {'ad': 0.0005922049860081135, 'da': 0.0006502477361181862, 'dd': 0.0012165975915568838}, {'ad': 0.0013284081458926498, 'da': 0.0014473568653131472, 'dd': 0.002401215043853685}]
Number of points in noise estimation: 128
Estimated noise: 0.012745916331546786
0.012745916331546786
threshold is:
[{'ad': 0.04532185874932537, 'da': 0.02070485273361039, 'dd': 0.002121350225176011}, {'ad': 0.005680639229661999, 'da': 0.0005146797466543535, 'dd': 0.000797467302650845}, {'ad': 0.0017956343339275982, 'da': 0.0008830663888876606, 'dd': 0.002992332845339743}, {'ad': 0.003663858153055033, 'da': 0.0038589710257229647, 'dd': 0.007103460384057985}, {'ad': 0.007730900550780073, 'da': 0.008386956102705508, 'dd': 0.012945475438321287}]
['peppers256', 0.025, 4, 0.00016798187725736722, 0.0001230952298574434, 0.0001261915996608849, 0.0007679318176965163, 0.0001201451518953006, 0.00015654035457789226, 0.00015137834703325058, 0.00016798187725736727, 37.747375696531115, 39.097587763678675, 38.98969554302255, 31.14677337927695, 39.202937491846654, 38.05373686799209, 38.19936241325347, 37.747375696531115]
peppers256 0.05 0
Number of points in noise estimation: 128
Estimated noise: 0.022209519974945767
0.022209519974945767
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0234717802168186, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0234797077381318, diff to last: 0"
[1] "Newton iter: 3, lambda:0.023479707739036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0234797077381318"
[1] "Starting iterative with newton 0.0234797077381318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100152116543821, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100159589519169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100159589519211, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100159589519211"
[1] "Starting iterative with newton 0.0100159589519211"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992335758338683, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992409276764978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992409276765381, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00992409276765381"
[1] "Starting iterative with newton 0.00992409276765381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992272773640422, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992346283770505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992346283770908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00992346283770908"
[1] "Starting iterative with newton 0.00992346283770908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992272341737611, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992345851810805, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992345851811209, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000220395250178466"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0129957679745765, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0129971679572532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0129971679572695, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0129971679572532"
[1] "Starting iterative with newton 0.0129971679572532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101911061229246, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101918487937515, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101918487937555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0101918487937515"
[1] "Starting iterative with newton 0.0101918487937515"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101729300589435, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.010173670642537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101736706425409, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0101736706425409"
[1] "Starting iterative with newton 0.0101736706425409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101728121248149, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0101735526948569, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101735526948608, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0101735526948569"
[1] "Starting iterative with newton 0.0101735526948569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0101728113596009, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.010173551929555, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0101735519295589, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000225949704795599"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0573509859943678, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0574588656690379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0574588660502662, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0574588656690379"
[1] "Starting iterative with newton 0.0574588656690379"
[1] "Starting newton at: 0.0571343386591416"
[1] "Newton iter: 1, lambda:0.0344935568401026, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0345046527559906, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0345046527586567, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0345046527559906"
[1] "Starting iterative with newton 0.0345046527559906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0342370170527595, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0342623832645105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342623832784305, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0342623832645105"
[1] "Starting iterative with newton 0.0342623832645105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0342343927120647, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.034259754807593, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342597548215083, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.034259754807593"
[1] "Starting iterative with newton 0.034259754807593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0342343642316506, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.034259726282515, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0342597262964303, diff to last: 0"
[1] "Final threshold is: 0.000760892075207691"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.227190969539289"
[1] "Newton iter: 1, lambda:0.125886352446669, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.126635277649927, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126635318927876, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126635318927876, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126635318927876"
[1] "Starting iterative with newton 0.126635318927876"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0362198973458433, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0362684301395215, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0362684302266597, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0362684301395215"
[1] "Starting iterative with newton 0.0362684301395215"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335769195978426, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0336170830724098, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0336170831298768, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0336170831298768"
[1] "Starting iterative with newton 0.0336170831298768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0335004726017838, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0335404075193858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335404075761354, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0335404075193858"
[1] "Starting iterative with newton 0.0335404075193858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0334982625350045, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0335381908565254, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0335381909132544, diff to last: 0"
[1] "Final threshold is: 0.000744867119751544"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183218048757283, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.187282658850509, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187284642474044, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187284642474517, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.187284642474044"
[1] "Starting iterative with newton 0.187284642474044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0776643978476007, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780703525339797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078070363612797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078070363612797, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.078070363612797"
[1] "Starting iterative with newton 0.078070363612797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0718907311524562, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0722310168003957, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0722310244176668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0722310168003957"
[1] "Starting iterative with newton 0.0722310168003957"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715773655940159, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0719142661538743, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0719142736110398, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0719142736110398"
[1] "Starting iterative with newton 0.0719142736110398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715603550697951, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718970724009981, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718970798495484, diff to last: 0"
[1] "Final threshold is: 0.00159679963105882"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.267643858618284"
[1] "Newton iter: 1, lambda:0.299796673154246, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.299983209356261, diff to last: 0"
[1] "Newton iter: 3, lambda:0.299983215607267, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299983209356261"
[1] "Starting iterative with newton 0.299983209356261"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121307976942735, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.122944515173541, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.122944812274482, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122944812274492, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.122944812274482"
[1] "Starting iterative with newton 0.122944812274482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.105931056736557, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.107123269858869, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.107123420649689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.107123420649691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.107123420649689"
[1] "Starting iterative with newton 0.107123420649689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104552386851183, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105708335475818, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105708476581531, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105708476581533, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.105708476581531"
[1] "Starting iterative with newton 0.105708476581531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104429059513736, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105581793396543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105581933660028, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10558193366003, diff to last: 0"
[1] "Final threshold is: 0.0023449240646158"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.542706333633015"
[1] "Newton iter: 1, lambda:0.390212472920513, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.395407157855473, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.395413411156939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395413411165991, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.395413411165991"
[1] "Starting iterative with newton 0.395413411165991"
[1] "Starting newton at: 0.304295958446362"
[1] "Newton iter: 1, lambda:0.153653258893106, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.156640809118445, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156641992927043, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156641992927229, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.156641992927229"
[1] "Starting iterative with newton 0.156641992927229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.132449837308866, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134613359551698, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134613936141429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13461393614147, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.134613936141429"
[1] "Starting iterative with newton 0.134613936141429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130478715271303, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132562870841411, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132563402015222, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132563402015257, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.132563402015222"
[1] "Starting iterative with newton 0.132563402015222"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.130295016086215, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.132371869993596, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.132372397091744, diff to last: 0"
[1] "Newton iter: 4, lambda:0.132372397091778, diff to last: 0"
[1] "Final threshold is: 0.00293992739734129"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.357589067675439"
[1] "Newton iter: 1, lambda:0.448130046431336, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.450352984462366, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.450354300265427, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450354300265888, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.450354300265427"
[1] "Starting iterative with newton 0.450354300265427"
[1] "Starting newton at: 0.256411370544864"
[1] "Newton iter: 1, lambda:0.206933017959113, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.207338239802474, diff to last: 0"
[1] "Newton iter: 3, lambda:0.207338267076807, diff to last: 0"
[1] "Newton iter: 4, lambda:0.207338267076807, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.207338267076807"
[1] "Starting iterative with newton 0.207338267076807"
[1] "Starting newton at: 0.211636395460459"
[1] "Newton iter: 1, lambda:0.180601179269854, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.180750969465634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180750972960086, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.180750969465634"
[1] "Starting iterative with newton 0.180750969465634"
[1] "Starting newton at: 0.219341989679997"
[1] "Newton iter: 1, lambda:0.177480708197561, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.177751051835044, diff to last: 0"
[1] "Newton iter: 3, lambda:0.177751063132284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177751063132284, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177751051835044"
[1] "Starting iterative with newton 0.177751051835044"
[1] "Starting newton at: 0.213131442843889"
[1] "Newton iter: 1, lambda:0.177212502445769, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.177411432644787, diff to last: 0"
[1] "Newton iter: 3, lambda:0.177411438756571, diff to last: 0"
[1] "Final threshold is: 0.00394022275710814"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.18150454859654"
[1] "Starting iterative with newton 2.18150454859654"
[1] "Starting newton at: 0.472551850535033"
[1] "Newton iter: 1, lambda:0.586093438042312, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.590857701018549, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.590865832317659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.590865832341309, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.590865832317659"
[1] "Starting iterative with newton 0.590865832317659"
[1] "Starting newton at: 0.240554320588471"
[1] "Newton iter: 1, lambda:0.369840735793718, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.374688459084267, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.374695180514618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37469518052753, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.37469518052753"
[1] "Starting iterative with newton 0.37469518052753"
[1] "Starting newton at: 0.212515127963908"
[1] "Newton iter: 1, lambda:0.333025126317157, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.337010678455121, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.337014993507318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.337014993512374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.337014993507318"
[1] "Starting iterative with newton 0.337014993507318"
[1] "Starting newton at: 0.215883484183824"
[1] "Newton iter: 1, lambda:0.326944883745361, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.330293501446711, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33029651772469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330296517727136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.33029651772469"
[1] "Starting iterative with newton 0.33029651772469"
[1] "Starting newton at: 0.209630259292385"
[1] "Newton iter: 1, lambda:0.325453405063583, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.329089560565671, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.329093110930051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.329093110933434, diff to last: 0"
[1] "Final threshold is: 0.007309000020818"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.98915777982264"
[1] "Starting iterative with newton 1.98915777982264"
[1] "Starting newton at: 0.742810952906216"
[1] "Newton iter: 1, lambda:0.626980950051408, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.632121984986589, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.632132565213263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.632132565257998, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632132565213263"
[1] "Starting iterative with newton 0.632132565213263"
[1] "Starting newton at: 0.471885981421736"
[1] "Newton iter: 1, lambda:0.421224535636597, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.4220276800688, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.422027883783872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422027883783886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.422027883783872"
[1] "Starting iterative with newton 0.422027883783872"
[1] "Starting newton at: 0.46428291947875"
[1] "Newton iter: 1, lambda:0.381341446302793, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.383380584696871, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.383381833950429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383381833950897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.383381833950429"
[1] "Starting iterative with newton 0.383381833950429"
[1] "Starting newton at: 0.469622344551087"
[1] "Newton iter: 1, lambda:0.373326799761465, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.376043719111167, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.376045915653288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376045915654724, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376045915653288"
[1] "Starting iterative with newton 0.376045915653288"
[1] "Starting newton at: 0.470818052980689"
[1] "Newton iter: 1, lambda:0.371774939307431, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.374642652163282, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.374645094800051, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374645094801823, diff to last: 0"
[1] "Final threshold is: 0.00832068771647719"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.65022004210186"
[1] "Starting iterative with newton 1.65022004210186"
[1] "Starting newton at: 0.677391846480771"
[1] "Newton iter: 1, lambda:0.665709299269283, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.665767660928677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.665767662391125, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665767662391125"
[1] "Starting iterative with newton 0.665767662391125"
[1] "Starting newton at: 0.406206836770799"
[1] "Newton iter: 1, lambda:0.487781398508328, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.49023775137185, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.490239945788467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490239945790218, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490239945788467"
[1] "Starting iterative with newton 0.490239945788467"
[1] "Starting newton at: 0.427192580787251"
[1] "Newton iter: 1, lambda:0.452507509455322, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.452732843748392, diff to last: 0"
[1] "Newton iter: 3, lambda:0.452732861521703, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452732861521703, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452732861521703"
[1] "Starting iterative with newton 0.452732861521703"
[1] "Starting newton at: 0.433450741455293"
[1] "Newton iter: 1, lambda:0.444408776783111, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.444450530499301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.444450531104327, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.444450530499301"
[1] "Starting iterative with newton 0.444450530499301"
[1] "Starting newton at: 0.433804608737631"
[1] "Newton iter: 1, lambda:0.442582426653975, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.442609156737804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.442609156985291, diff to last: 0"
[1] "Final threshold is: 0.00983013691315872"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01040674053325"
[1] "Starting iterative with newton 1.01040674053325"
[1] "Starting newton at: 0.991353687438815"
[1] "Newton iter: 1, lambda:0.852067661445634, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.863076693896339, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.863151112388806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.86315111577212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.863151112388806"
[1] "Starting iterative with newton 0.863151112388806"
[1] "Starting newton at: 0.723094272279711"
[1] "Newton iter: 1, lambda:0.813677229873249, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.818721808895427, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.818736948567335, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818736948703402, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.818736948703402"
[1] "Starting iterative with newton 0.818736948703402"
[1] "Starting newton at: 0.730046325016781"
[1] "Newton iter: 1, lambda:0.801788126515178, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.804900956346768, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.80490666362096, diff to last: 0"
[1] "Newton iter: 4, lambda:0.804906663640121, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.804906663640121"
[1] "Starting iterative with newton 0.804906663640121"
[1] "Starting newton at: 0.729953576437996"
[1] "Newton iter: 1, lambda:0.797783584910061, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.800553761027193, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.800558267194883, diff to last: 0"
[1] "Newton iter: 4, lambda:0.800558267206792, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.800558267194883"
[1] "Starting iterative with newton 0.800558267194883"
[1] "Starting newton at: 0.731513774457589"
[1] "Newton iter: 1, lambda:0.796634761878292, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.7991831594813, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.799186969153107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.799186969161611, diff to last: 0"
[1] "Final threshold is: 0.0177495589553112"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.969322937987744"
[1] "Starting iterative with newton 0.969322937987744"
[1] "Starting newton at: 1.00488970738717"
[1] "Newton iter: 1, lambda:0.870168733504443, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.88083185049393, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.880904105175887, diff to last: 0"
[1] "Newton iter: 4, lambda:0.880904108476799, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.880904105175887"
[1] "Starting iterative with newton 0.880904105175887"
[1] "Starting newton at: 0.725640436063838"
[1] "Newton iter: 1, lambda:0.843539941141192, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.852582332687798, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.852633330794982, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852633332410509, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.852633332410509"
[1] "Starting iterative with newton 0.852633332410509"
[1] "Starting newton at: 0.72719154128471"
[1] "Newton iter: 1, lambda:0.835801220820021, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.843401047476749, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.843436834527466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.843436835318314, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.843436834527466"
[1] "Starting iterative with newton 0.843436834527466"
[1] "Starting newton at: 0.728891879091038"
[1] "Newton iter: 1, lambda:0.833387949800819, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.840398274741125, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.840428657633864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.840428658202787, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.840428658202787"
[1] "Starting iterative with newton 0.840428658202787"
[1] "Starting newton at: 0.730777866954878"
[1] "Newton iter: 1, lambda:0.832749979220239, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.839415470528687, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.839442916021474, diff to last: 0"
[1] "Newton iter: 4, lambda:0.839442916485412, diff to last: 0"
[1] "Final threshold is: 0.0186436242112057"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.91054375295932"
[1] "Starting iterative with newton 0.91054375295932"
[1] "Starting newton at: 0.969505248282462"
[1] "Newton iter: 1, lambda:0.924594920724192, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.925935017967702, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.925936241117439, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925936241118457, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.925936241117439"
[1] "Starting iterative with newton 0.925936241117439"
[1] "Starting newton at: 0.972458405981392"
[1] "Newton iter: 1, lambda:0.930210309107824, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.931401857061348, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.931402827311373, diff to last: 0"
[1] "Newton iter: 4, lambda:0.931402827312016, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.931402827311373"
[1] "Starting iterative with newton 0.931402827311373"
[1] "Starting newton at: 0.971191985247658"
[1] "Newton iter: 1, lambda:0.932326975341065, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.933338406886087, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.933339106756469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.933339106756804, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.933339106756469"
[1] "Starting iterative with newton 0.933339106756469"
[1] "Starting newton at: 0.97076806443036"
[1] "Newton iter: 1, lambda:0.933071117041801, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.934023675155589, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.934024296167062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934024296167326, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.934024296167326"
[1] "Starting iterative with newton 0.934024296167326"
[1] "Starting newton at: 0.970217602630469"
[1] "Newton iter: 1, lambda:0.93335468341368, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.934266113723739, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.934266682340763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934266682340984, diff to last: 0"
[1] "Final threshold is: 0.0207496145433735"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.3360035896974"
[1] "Newton iter: 1, lambda:1.14566240912157, diff to last: 0.19"
[1] "Newton iter: 2, lambda:1.17557034395452, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.17645887363501, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17645964272622, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17645964272679, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17645964272622"
[1] "Starting iterative with newton 1.17645964272622"
[1] "Starting newton at: 1.28391892236574"
[1] "Newton iter: 1, lambda:1.45672285802701, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.49659392935193, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.49855018259802, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49855473227624, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4985547323008, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49855473227624"
[1] "Starting iterative with newton 1.49855473227624"
[1] "Starting newton at: 1.70648511474335"
[1] "Newton iter: 1, lambda:1.71192626592704, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.71196573981725, diff to last: 0"
[1] "Newton iter: 3, lambda:1.71196574188211, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.71196573981725"
[1] "Starting iterative with newton 1.71196573981725"
[1] "Starting newton at: 1.66841156157617"
[1] "Newton iter: 1, lambda:1.81708631138808, diff to last: 0.149"
[1] "Newton iter: 2, lambda:1.8531442570378, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.8550641553861, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.85506938113985, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85506938117848, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.85506938117848"
[1] "Starting iterative with newton 1.85506938117848"
[1] "Starting newton at: 1.59427830742984"
[1] "Newton iter: 1, lambda:1.83310649724879, diff to last: 0.239"
[1] "Newton iter: 2, lambda:1.93377302553767, diff to last: 0.101"
[1] "Newton iter: 3, lambda:1.95050228721988, diff to last: 0.017"
[1] "Newton iter: 4, lambda:1.95092346328125, diff to last: 0"
[1] "Newton iter: 5, lambda:1.95092372463138, diff to last: 0"
[1] "Newton iter: 6, lambda:1.95092372463148, diff to last: 0"
[1] "Final threshold is: 0.0433290794317963"
threshold is:
[{'ad': 0.00022039525017846648, 'da': 0.00022594970479559878, 'dd': 0.0007608920752076913}, {'ad': 0.0007448671197515435, 'da': 0.001596799631058815, 'dd': 0.0023449240646157997}, {'ad': 0.0029399273973412946, 'da': 0.003940222757108137, 'dd': 0.007309000020818005}, {'ad': 0.008320687716477189, 'da': 0.009830136913158722, 'dd': 0.017749558955311176}, {'ad': 0.018643624211205658, 'da': 0.02074961454337348, 'dd': 0.0433290794317963}]
Number of points in noise estimation: 128
Estimated noise: 0.022209519974945767
0.022209519974945767
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.8002983258092"
[1] "Starting iterative with newton 60.8002983258092"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6639317952903"
[1] "Starting iterative with newton 43.6639317952903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.5040131274958"
[1] "Starting iterative with newton 38.5040131274958"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.5739034174585"
[1] "Starting iterative with newton 22.5739034174585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.938188458947"
[1] "Starting iterative with newton 16.938188458947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.20434856045602"
[1] "Starting iterative with newton 8.20434856045602"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.78454801126677"
[1] "Starting iterative with newton 5.78454801126677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.82610119115856"
[1] "Starting iterative with newton 4.82610119115856"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.18150454859654"
[1] "Starting iterative with newton 2.18150454859654"
[1] "Starting newton at: 2.66328914230926"
[1] "Newton iter: 1, lambda:1.74386078920392, diff to last: 0.919"
[1] "Newton iter: 2, lambda:1.84732396195151, diff to last: 0.103"
[1] "Newton iter: 3, lambda:1.84207610327103, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.84206475548491, diff to last: 0"
[1] "Newton iter: 5, lambda:1.8420647554313, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.8420647554313"
[1] "Starting iterative with newton 1.8420647554313"
[1] "Starting newton at: 2.19364118323484"
[1] "Newton iter: 1, lambda:1.60694280781582, diff to last: 0.587"
[1] "Newton iter: 2, lambda:1.57396488872309, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.57322633411599, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57322594784858, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57322594784847, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57322594784847"
[1] "Starting iterative with newton 1.57322594784847"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.98915777982264"
[1] "Starting iterative with newton 1.98915777982264"
[1] "Starting newton at: 2.35418949724137"
[1] "Newton iter: 1, lambda:1.7058243016831, diff to last: 0.648"
[1] "Newton iter: 2, lambda:1.6969399309199, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.6968952589126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6968952577685, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.6968952577685"
[1] "Starting iterative with newton 1.6968952577685"
[1] "Starting newton at: 2.04883308005209"
[1] "Newton iter: 1, lambda:1.54911129817443, diff to last: 0.5"
[1] "Newton iter: 2, lambda:1.48958965979519, diff to last: 0.06"
[1] "Newton iter: 3, lambda:1.48680219946928, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.4867956817648, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48679568172908, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48679568172908"
[1] "Starting iterative with newton 1.48679568172908"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.65022004210186"
[1] "Starting iterative with newton 1.65022004210186"
[1] "Starting newton at: 1.95870664473169"
[1] "Newton iter: 1, lambda:1.59585412622048, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.55954347146307, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.55866293654411, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55866239280893, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55866239280873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55866239280873"
[1] "Starting iterative with newton 1.55866239280873"
[1] "Starting newton at: 1.86905767423875"
[1] "Newton iter: 1, lambda:1.52863316509933, diff to last: 0.34"
[1] "Newton iter: 2, lambda:1.48520763937293, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.48375640387873, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48375469989888, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48375469989653, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48375469989653"
[1] "Starting iterative with newton 1.48375469989653"
[1] "Starting newton at: 1.78190499652684"
[1] "Newton iter: 1, lambda:1.46917382141746, diff to last: 0.313"
[1] "Newton iter: 2, lambda:1.42180415478812, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.41985484413431, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41985138408195, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41985138407103, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41985138407103"
[1] "Starting iterative with newton 1.41985138407103"
[1] "Starting newton at: 1.69436849932494"
[1] "Newton iter: 1, lambda:1.401354721431, diff to last: 0.293"
[1] "Newton iter: 2, lambda:1.34892852996493, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.34619312655564, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34618535041814, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34618535035519, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34618535035519"
[1] "Starting iterative with newton 1.34618535035519"
[1] "Starting newton at: 1.63437469754395"
[1] "Newton iter: 1, lambda:1.34505884664679, diff to last: 0.289"
[1] "Newton iter: 2, lambda:1.28561192410069, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.28166889031513, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.28165080415416, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28165080377294, diff to last: 0"
[1] "Final threshold is: 0.0284648491273005"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01040674053325"
[1] "Starting iterative with newton 1.01040674053325"
[1] "Starting newton at: 1.16926340280522"
[1] "Newton iter: 1, lambda:1.28870000169268, diff to last: 0.119"
[1] "Newton iter: 2, lambda:1.27253740877125, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.27224709125589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27224699655168, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27224699655167, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27224699655168"
[1] "Starting iterative with newton 1.27224699655168"
[1] "Starting newton at: 1.44927852039622"
[1] "Newton iter: 1, lambda:1.55854690060787, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.55018123442039, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.55013921811036, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55013921703448, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.55013921703448"
[1] "Starting iterative with newton 1.55013921703448"
[1] "Starting newton at: 1.71016228165289"
[1] "Newton iter: 1, lambda:1.74971478799029, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.74912093022108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.74912081125641, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74912081125641, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74912081125641"
[1] "Starting iterative with newton 1.74912081125641"
[1] "Starting newton at: 1.92898444892632"
[1] "Newton iter: 1, lambda:1.88864769044022, diff to last: 0.04"
[1] "Newton iter: 2, lambda:1.88840594927194, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88840593820678, diff to last: 0"
[1] "Newton iter: 4, lambda:1.88840593820678, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88840593820678"
[1] "Starting iterative with newton 1.88840593820678"
[1] "Starting newton at: 2.09624136009573"
[1] "Newton iter: 1, lambda:1.97558892373903, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.97556264662265, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97556264654518, diff to last: 0"
[1] "Final threshold is: 0.0438762980602018"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.969322937987744"
[1] "Starting iterative with newton 0.969322937987744"
[1] "Starting newton at: 1.32915158833862"
[1] "Newton iter: 1, lambda:1.26081832992382, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.25577037283569, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25574109003325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25574108904486, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25574109003325"
[1] "Starting iterative with newton 1.25574109003325"
[1] "Starting newton at: 1.60387725174828"
[1] "Newton iter: 1, lambda:1.54449920267671, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.54260422393145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.54260204499956, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54260204499667, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54260204499956"
[1] "Starting iterative with newton 1.54260204499956"
[1] "Starting newton at: 1.70683272832613"
[1] "Newton iter: 1, lambda:1.76441250198877, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.76319828596675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.76319783832919, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76319783832913, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76319783832913"
[1] "Starting iterative with newton 1.76319783832913"
[1] "Starting newton at: 1.94383684907146"
[1] "Newton iter: 1, lambda:1.90671144160204, diff to last: 0.037"
[1] "Newton iter: 2, lambda:1.90655299120812, diff to last: 0"
[1] "Newton iter: 3, lambda:1.90655298737024, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.90655299120812"
[1] "Starting iterative with newton 1.90655299120812"
[1] "Starting newton at: 2.0845517456692"
[1] "Newton iter: 1, lambda:1.98483714834569, diff to last: 0.1"
[1] "Newton iter: 2, lambda:1.98493105531249, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98493105457536, diff to last: 0"
[1] "Final threshold is: 0.0440843659054817"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.91054375295932"
[1] "Starting iterative with newton 0.91054375295932"
[1] "Starting newton at: 1.24095364242689"
[1] "Newton iter: 1, lambda:1.25363059586809, diff to last: 0.013"
[1] "Newton iter: 2, lambda:1.25344374388956, diff to last: 0"
[1] "Newton iter: 3, lambda:1.25344370356484, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25344370356484, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25344370356484"
[1] "Starting iterative with newton 1.25344370356484"
[1] "Starting newton at: 1.59144128087763"
[1] "Newton iter: 1, lambda:1.60313679590968, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.60306621372295, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60306621121827, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60306621372295"
[1] "Starting iterative with newton 1.60306621372295"
[1] "Starting newton at: 1.92949776241126"
[1] "Newton iter: 1, lambda:1.84307728121618, diff to last: 0.086"
[1] "Newton iter: 2, lambda:1.84231901447666, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.84231890265561, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84231890265561, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84231890265561"
[1] "Starting iterative with newton 1.84231890265561"
[1] "Starting newton at: 2.00153125623153"
[1] "Newton iter: 1, lambda:1.98906038827631, diff to last: 0.012"
[1] "Newton iter: 2, lambda:1.98905374903588, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98905374903346, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98905374903346"
[1] "Starting iterative with newton 1.98905374903346"
[1] "Starting newton at: 2.15115353920122"
[1] "Newton iter: 1, lambda:2.06810668047331, diff to last: 0.083"
[1] "Newton iter: 2, lambda:2.06865842103409, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.06865842334211, diff to last: 0"
[1] "Final threshold is: 0.0459439105745565"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0222095199749458"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.41988899723934"
[1] "Newton iter: 1, lambda:1.56282625575158, diff to last: 0.143"
[1] "Newton iter: 2, lambda:1.54874849224573, diff to last: 0.014"
[1] "Newton iter: 3, lambda:1.54863950059647, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54863949386531, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54863950059647"
[1] "Starting iterative with newton 1.54863950059647"
[1] "Starting newton at: 2.05962823754389"
[1] "Newton iter: 1, lambda:2.12369284917888, diff to last: 0.064"
[1] "Newton iter: 2, lambda:2.12453386899649, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.12453405935826, diff to last: 0"
[1] "Newton iter: 4, lambda:2.12453405935827, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.12453405935826"
[1] "Starting iterative with newton 2.12453405935826"
[1] "Starting newton at: 2.44652852779219"
[1] "Newton iter: 1, lambda:2.40878716123212, diff to last: 0.038"
[1] "Newton iter: 2, lambda:2.40949323448175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40949347125683, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40949347125685, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40949347125685"
[1] "Starting iterative with newton 2.40949347125685"
[1] "Starting newton at: 2.58156493711741"
[1] "Newton iter: 1, lambda:2.553514734931, diff to last: 0.028"
[1] "Newton iter: 2, lambda:2.55395814141443, diff to last: 0"
[1] "Newton iter: 3, lambda:2.55395825020438, diff to last: 0"
[1] "Newton iter: 4, lambda:2.55395825020438, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.55395825020438"
[1] "Starting iterative with newton 2.55395825020438"
[1] "Starting newton at: 2.63042503610327"
[1] "Newton iter: 1, lambda:2.64035147144773, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.64040976827615, diff to last: 0"
[1] "Newton iter: 3, lambda:2.64040977029658, diff to last: 0"
[1] "Final threshold is: 0.0586422335354439"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.02846484912730048, 'dd': 0.04387629806020183}, {'ad': 0.04408436590548167, 'da': 0.04594391057455647, 'dd': 0.05864223353544391}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461331698871156. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008456396401840975
0.008456396401840975
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 159.683318518009"
[1] "Starting iterative with newton 159.683318518009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 114.677094037485"
[1] "Starting iterative with newton 114.677094037485"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 101.125303029139"
[1] "Starting iterative with newton 101.125303029139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.2871401763279"
[1] "Starting iterative with newton 59.2871401763279"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 44.4857380191499"
[1] "Starting iterative with newton 44.4857380191499"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.5475522404788"
[1] "Starting iterative with newton 21.5475522404788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1922909591009"
[1] "Starting iterative with newton 15.1922909591009"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6750669803997"
[1] "Starting iterative with newton 12.6750669803997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.72941079689005"
[1] "Starting iterative with newton 5.72941079689005"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.22423942125892"
[1] "Starting iterative with newton 5.22423942125892"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.33406775729413"
[1] "Starting iterative with newton 4.33406775729413"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.65368930456093"
[1] "Starting iterative with newton 2.65368930456093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5457885522875"
[1] "Starting iterative with newton 2.5457885522875"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.39141339980344"
[1] "Starting iterative with newton 2.39141339980344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.77145120309342"
[1] "Starting iterative with newton 1.77145120309342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461331698871156. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008456396401840975
0.008456396401840975
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669463532043, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679153275377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679153275435, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679153275377"
[1] "Starting iterative with newton 0.0124679153275377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00245742992534057, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00245746144648943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00245746144648944, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00245746144648943"
[1] "Starting iterative with newton 0.00245746144648943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0024133723876012, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00241340249788034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00241340249788035, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00241340249788034"
[1] "Starting iterative with newton 0.00241340249788034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00241317969929647, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.002413209803486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00241320980348601, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.002413209803486"
[1] "Starting iterative with newton 0.002413209803486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00241317885658638, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00241320896074928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00241320896074928, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.04070515725706e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00299325750978116, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00299330918301517, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00299330918301518, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00299330918301517"
[1] "Starting iterative with newton 0.00299330918301517"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00294560067382274, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00294565032817705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00294565032817706, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00294565032817705"
[1] "Starting iterative with newton 0.00294565032817705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00294536221178727, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00294541185615169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0029454118561517, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00294541185615169"
[1] "Starting iterative with newton 0.00294541185615169"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00294536101861943, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00294541066293387, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00294541066293388, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.4907560131978e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0374038546809266, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0374300884691662, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0374300884820636, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0374300884820636"
[1] "Starting iterative with newton 0.0374300884820636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.024881840186572, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0248920337800122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0248920337817228, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0248920337800122"
[1] "Starting iterative with newton 0.0248920337800122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0247544440728605, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0247645228833744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0247645228850451, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0247645228850451"
[1] "Starting iterative with newton 0.0247645228850451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0247531349700441, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0247632126108068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024763212612477, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0247632126108068"
[1] "Starting iterative with newton 0.0247632126108068"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0247531215165839, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0247631991453263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0247631991469964, diff to last: 0"
[1] "Final threshold is: 0.000209407428150608"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0468389595163314, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0469071849131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0469071850577876, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0469071849131"
[1] "Starting iterative with newton 0.0469071849131"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0100034045536073, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0100045210843974, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0100045210844113, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0100045210844113"
[1] "Starting iterative with newton 0.0100045210844113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975270232110389, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975373448334378, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975373448335534, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00975373448334378"
[1] "Starting iterative with newton 0.00975373448334378"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975102348622161, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975205509671978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975205509673132, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00975205509671978"
[1] "Starting iterative with newton 0.00975205509671978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00975101224506857, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975204385187297, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00975204385188452, diff to last: 0"
[1] "Final threshold is: 8.2467148539574e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.098928832835796, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0994942294369325, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0994942478454593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0994942478454593, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0994942478454593"
[1] "Starting iterative with newton 0.0994942478454593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0242012323879398, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0242175013703616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0242175013777139, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0242175013777139"
[1] "Starting iterative with newton 0.0242175013777139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224962290333855, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0225097327111499, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0225097327160157, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0225097327160157"
[1] "Starting iterative with newton 0.0225097327160157"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224580687905694, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224715141169797, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224715141217991, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0224715141169797"
[1] "Starting iterative with newton 0.0224715141169797"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0224572150703888, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0224706590931106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0224706590979289, diff to last: 0"
[1] "Final threshold is: 0.000190020800701975"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179091633970779"
[1] "Newton iter: 1, lambda:0.150720066365873, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.150795220911792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.15079522144032, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.150795220911792"
[1] "Starting iterative with newton 0.150795220911792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0294745967201526, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0295040236799715, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0295040237093081, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0295040236799715"
[1] "Starting iterative with newton 0.0295040236799715"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262919134099804, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263136525468845, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263136525617489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0263136525617489"
[1] "Starting iterative with newton 0.0263136525617489"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262101267748947, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262316878969894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262316879115823, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0262316878969894"
[1] "Starting iterative with newton 0.0262316878969894"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0262080269453272, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0262295835094092, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0262295835239951, diff to last: 0"
[1] "Final threshold is: 0.0002218077557341"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.176258232372346, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.179772853501179, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.179774240087806, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179774240088021, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.179774240087806"
[1] "Starting iterative with newton 0.179774240087806"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052321143444774, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0524582636946758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0524582646364284, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0524582636946758"
[1] "Starting iterative with newton 0.0524582636946758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0476625945937823, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0477705044785379, diff to last: 0"
[1] "Newton iter: 3, lambda:0.047770505031688, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.047770505031688"
[1] "Starting iterative with newton 0.047770505031688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0474915743896894, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0475984968790768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0475984974210645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0475984968790768"
[1] "Starting iterative with newton 0.0475984968790768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0474852998442135, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0475921862188309, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0475921867604128, diff to last: 0"
[1] "Final threshold is: 0.000402458392296667"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34261770966227"
[1] "Newton iter: 1, lambda:0.228463598656583, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.230283724513916, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.230284194036724, diff to last: 0"
[1] "Newton iter: 4, lambda:0.230284194036756, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.230284194036756"
[1] "Starting iterative with newton 0.230284194036756"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0759703522445234, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0763722233064943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0763722345466814, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0763722345466814, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0763722233064943"
[1] "Starting iterative with newton 0.0763722233064943"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0678967242754501, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0682019166173785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0682019227820744, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0682019227820744"
[1] "Starting iterative with newton 0.0682019227820744"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0674661622648513, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0677666507356755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677666566950951, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0677666507356755"
[1] "Starting iterative with newton 0.0677666507356755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067443216254758, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0677434553074009, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0677434612560418, diff to last: 0"
[1] "Final threshold is: 0.00057286551170978"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.333375530936588"
[1] "Newton iter: 1, lambda:0.387329498333552, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.388021869042505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388021981984402, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388021981984405, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.388021981984402"
[1] "Starting iterative with newton 0.388021981984402"
[1] "Starting newton at: 0.254642642730489"
[1] "Newton iter: 1, lambda:0.14964503244017, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.150998892774175, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.150999118873518, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150999118873524, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150999118873518"
[1] "Starting iterative with newton 0.150999118873518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128872052213645, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.130793704967606, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130794131621827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130794131621848, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130794131621827"
[1] "Starting iterative with newton 0.130794131621827"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12715558430717, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.129015527341563, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.129015924738764, diff to last: 0"
[1] "Newton iter: 4, lambda:0.129015924738782, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.129015924738764"
[1] "Starting iterative with newton 0.129015924738764"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.127004034329835, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.12885859293909, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128858987837922, diff to last: 0"
[1] "Newton iter: 4, lambda:0.12885898783794, diff to last: 0"
[1] "Final threshold is: 0.00108968268109747"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.426972238930066"
[1] "Newton iter: 1, lambda:0.448163211470251, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.448283153164344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.448283156988592, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.448283153164344"
[1] "Starting iterative with newton 0.448283153164344"
[1] "Starting newton at: 0.279404911014611"
[1] "Newton iter: 1, lambda:0.174660015120715, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.176223950094936, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.176224300725532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17622430072555, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.176224300725532"
[1] "Starting iterative with newton 0.176224300725532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147277978531229, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150158739001818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.15015983920606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15015983920622, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.15015983920606"
[1] "Starting iterative with newton 0.15015983920606"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144834091701163, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147597720440484, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147598725003802, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147598725003935, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147598725003802"
[1] "Starting iterative with newton 0.147598725003802"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144593305069724, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147345563270947, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147346558804811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147346558804941, diff to last: 0"
[1] "Final threshold is: 0.00124602090970065"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.6342975016596"
[1] "Newton iter: 1, lambda:0.51292785359721, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.517257565897659, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.517263289802596, diff to last: 0"
[1] "Newton iter: 4, lambda:0.517263289812588, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.517263289812588"
[1] "Starting iterative with newton 0.517263289812588"
[1] "Starting newton at: 0.36191465903944"
[1] "Newton iter: 1, lambda:0.193748693269874, diff to last: 0.168"
[1] "Newton iter: 2, lambda:0.198339749389225, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.198343208992032, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198343208993996, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.198343208992032"
[1] "Starting iterative with newton 0.198343208992032"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.15990469614555, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.163701136063358, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.163703273084299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163703273084976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.163703273084976"
[1] "Starting iterative with newton 0.163703273084976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156312302931152, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159896633772496, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159898516178746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159898516179265, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.159898516179265"
[1] "Starting iterative with newton 0.159898516179265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155916896882338, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159478363018563, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159480219041791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159480219042295, diff to last: 0"
[1] "Final threshold is: 0.00134862795046981"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.65368930456093"
[1] "Starting iterative with newton 2.65368930456093"
[1] "Starting newton at: 0.556006277225048"
[1] "Newton iter: 1, lambda:0.614883561734005, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.616269249642814, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.616270004575484, diff to last: 0"
[1] "Newton iter: 4, lambda:0.616270004575708, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.616270004575708"
[1] "Starting iterative with newton 0.616270004575708"
[1] "Starting newton at: 0.282840794237234"
[1] "Newton iter: 1, lambda:0.318131667103218, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.318452847358505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318452873880239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.318452873880239, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318452873880239"
[1] "Starting iterative with newton 0.318452873880239"
[1] "Starting newton at: 0.351442723560861"
[1] "Newton iter: 1, lambda:0.267791697893025, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.269421274180341, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.269421896680667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.269421896680758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.269421896680667"
[1] "Starting iterative with newton 0.269421896680667"
[1] "Starting newton at: 0.349803005286727"
[1] "Newton iter: 1, lambda:0.259400291938705, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.261272331271297, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.261273139441732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.261273139441882, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.261273139441882"
[1] "Starting iterative with newton 0.261273139441882"
[1] "Starting newton at: 0.353974567325199"
[1] "Newton iter: 1, lambda:0.257804870666627, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.259916635678162, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.259917661260683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.259917661260925, diff to last: 0"
[1] "Final threshold is: 0.00219796677545976"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5457885522875"
[1] "Starting iterative with newton 2.5457885522875"
[1] "Starting newton at: 0.628549857630085"
[1] "Newton iter: 1, lambda:0.618204005811787, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.618246381192643, diff to last: 0"
[1] "Newton iter: 3, lambda:0.618246381905828, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618246381192643"
[1] "Starting iterative with newton 0.618246381192643"
[1] "Starting newton at: 0.308497780022369"
[1] "Newton iter: 1, lambda:0.335846129282837, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.336045151506161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.336045162017345, diff to last: 0"
[1] "Newton iter: 4, lambda:0.336045162017345, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.336045162017345"
[1] "Starting iterative with newton 0.336045162017345"
[1] "Starting newton at: 0.308958334297235"
[1] "Newton iter: 1, lambda:0.289065100636282, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.289161725377245, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28916172766053, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.28916172766053"
[1] "Starting iterative with newton 0.28916172766053"
[1] "Starting newton at: 0.304029757815021"
[1] "Newton iter: 1, lambda:0.281103609623029, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.281230075574412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.281230079429452, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.281230079429452"
[1] "Starting iterative with newton 0.281230079429452"
[1] "Starting newton at: 0.306467681613019"
[1] "Newton iter: 1, lambda:0.279712312598493, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27988407504891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279884082142411, diff to last: 0"
[1] "Final threshold is: 0.00236681074516165"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.39141339980344"
[1] "Starting iterative with newton 2.39141339980344"
[1] "Starting newton at: 0.585828711050332"
[1] "Newton iter: 1, lambda:0.634274166009439, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.635256978080848, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.635257376934557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635257376934622, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635257376934557"
[1] "Starting iterative with newton 0.635257376934557"
[1] "Starting newton at: 0.285774528004352"
[1] "Newton iter: 1, lambda:0.359921545918799, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.361486829500033, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.361487522019168, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361487522019304, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361487522019168"
[1] "Starting iterative with newton 0.361487522019168"
[1] "Starting newton at: 0.282537575240625"
[1] "Newton iter: 1, lambda:0.313912130722572, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.314169830259288, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314169847600384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314169847600384, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.314169847600384"
[1] "Starting iterative with newton 0.314169847600384"
[1] "Starting newton at: 0.278260446232669"
[1] "Newton iter: 1, lambda:0.305617646348178, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.305810688737988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305810698329646, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305810698329646"
[1] "Starting iterative with newton 0.305810698329646"
[1] "Starting newton at: 0.276923074254687"
[1] "Newton iter: 1, lambda:0.304137262597327, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.304327795283358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.304327804603255, diff to last: 0"
[1] "Final threshold is: 0.00257351647301439"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00845639640184098"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.77145120309342"
[1] "Starting iterative with newton 1.77145120309342"
[1] "Starting newton at: 0.814567639897549"
[1] "Newton iter: 1, lambda:0.713023530191781, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.717949696148741, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.71796177423632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717961774308803, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717961774308803"
[1] "Starting iterative with newton 0.717961774308803"
[1] "Starting newton at: 0.541746930226143"
[1] "Newton iter: 1, lambda:0.485937020778374, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.487112609051127, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.487113136669035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.487113136669142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.487113136669035"
[1] "Starting iterative with newton 0.487113136669035"
[1] "Starting newton at: 0.542120646616695"
[1] "Newton iter: 1, lambda:0.429686669930025, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.434093887381177, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.434100801662519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.434100801679527, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.434100801662519"
[1] "Starting iterative with newton 0.434100801662519"
[1] "Starting newton at: 0.546531278075157"
[1] "Newton iter: 1, lambda:0.415962564025508, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.421790130748434, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.421802018056749, diff to last: 0"
[1] "Newton iter: 4, lambda:0.421802018106172, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.421802018106172"
[1] "Starting iterative with newton 0.421802018106172"
[1] "Starting newton at: 0.551629650997948"
[1] "Newton iter: 1, lambda:0.412330240524798, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.418926557669655, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.418941728891717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418941728971898, diff to last: 0"
[1] "Final threshold is: 0.00354273732945899"
threshold is:
[{'ad': 2.0407051572570592e-05, 'da': 2.4907560131977995e-05, 'dd': 0.00020940742815060847}, {'ad': 8.246714853957401e-05, 'da': 0.00019002080070197543, 'dd': 0.0002218077557340998}, {'ad': 0.0004024583922966672, 'da': 0.0005728655117097797, 'dd': 0.0010896826810974744}, {'ad': 0.0012460209097006532, 'da': 0.0013486279504698099, 'dd': 0.0021979667754597606}, {'ad': 0.0023668107451616507, 'da': 0.0025735164730143895, 'dd': 0.0035427373294589937}]
Number of points in noise estimation: 128
Estimated noise: 0.022209519974945767
0.022209519974945767
threshold is:
[{'ad': 0.015345562326709583, 'da': 0.014390079862173749, 'dd': 0.003436237512495}, {'ad': 0.0009274356354769254, 'da': 0.0022582428561767655, 'dd': 0.003962860383628465}, {'ad': 0.0031625811012170324, 'da': 0.003996933023557871, 'dd': 0.009623743703052988}, {'ad': 0.008202983070430214, 'da': 0.009634844305924877, 'dd': 0.01621563379744411}, {'ad': 0.015906318388951624, 'da': 0.01688520088176013, 'dd': 0.024979173773402717}]
['peppers256', 0.05, 0, 0.0006681913628366269, 0.0004007014055596169, 0.00042569227911368857, 0.0015421726115748882, 0.0003739183906264018, 0.0005383464163858286, 0.000601439225796615, 0.0006681913628366271, 31.75099142431254, 33.971791341689595, 33.70904226658026, 28.1186701405481, 34.27223174184778, 32.68938173572424, 32.20808250676011, 31.75099142431254]
peppers256 0.05 1
Number of points in noise estimation: 128
Estimated noise: 0.022868348795728407
0.022868348795728407
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154085205168937, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154113876448936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154113876449929, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0154113876449929"
[1] "Starting iterative with newton 0.0154113876449929"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123855466598905, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123865098586082, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012386509858614, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.012386509858614"
[1] "Starting iterative with newton 0.012386509858614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123811881712005, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123821510137939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123821510137997, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123821510137997"
[1] "Starting iterative with newton 0.0123821510137997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123811818100374, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012382144652111, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123821446521168, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.00028315920274377"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0260849078373579, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0260957021379155, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0260957021397638, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0260957021379155"
[1] "Starting iterative with newton 0.0260957021379155"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0172343986776047, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0172384253746688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0172384253748886, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0172384253748886"
[1] "Starting iterative with newton 0.0172384253748886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171465803561342, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171505629302775, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171505629304923, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0171505629302775"
[1] "Starting iterative with newton 0.0171505629302775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171457063610052, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.017149688497151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171496884973658, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.017149688497151"
[1] "Starting iterative with newton 0.017149688497151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171456976624665, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171496797942532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.017149679794468, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000392184859270037"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0621822689446513, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.0623216094809486, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0623216101798595, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0623216101798595"
[1] "Starting iterative with newton 0.0623216101798595"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311037073637802, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311276086496214, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031127608663732, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0311276086496214"
[1] "Starting iterative with newton 0.0311276086496214"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305105867741612, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305335076768544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305335076897875, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0305335076768544"
[1] "Starting iterative with newton 0.0305335076768544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304991755294433, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.030522077806038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305220778189493, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0305220778189493"
[1] "Starting iterative with newton 0.0305220778189493"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0304989559485245, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0305218578667922, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305218578797031, diff to last: 0"
[1] "Final threshold is: 0.000697984491886702"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122274903081578, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123445300343367, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.123445407171437, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123445407171438, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.123445407171437"
[1] "Starting iterative with newton 0.123445407171437"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0377753711474846, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0378266818030445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0378266818977084, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0378266818977084"
[1] "Starting iterative with newton 0.0378266818977084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035317850271083, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353613859559752, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353613860221259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353613859559752"
[1] "Starting iterative with newton 0.0353613859559752"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.035246880260512, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352902033425858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0352902034080349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0352902033425858"
[1] "Starting iterative with newton 0.0352902033425858"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352448309968068, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0352881479496161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.035288148015045, diff to last: 0"
[1] "Final threshold is: 0.00080698167566709"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.15928798760317"
[1] "Newton iter: 1, lambda:0.188656664824972, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.188756246479775, diff to last: 0"
[1] "Newton iter: 3, lambda:0.188756247622335, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.188756246479775"
[1] "Starting iterative with newton 0.188756246479775"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0744181000717486, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.0747656578589622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747656654362068, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0747656654362068"
[1] "Starting iterative with newton 0.0747656654362068"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0696657478883401, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.0699596466271209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0699596518558692, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0699596518558692"
[1] "Starting iterative with newton 0.0699596518558692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694626049254244, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0697543486643722, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697543538089269, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0697543538089269"
[1] "Starting iterative with newton 0.0697543538089269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0694539222873394, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.0697455741640207, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0697455793050035, diff to last: 0"
[1] "Final threshold is: 0.00159496611694117"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.284681089430472"
[1] "Newton iter: 1, lambda:0.296452511430553, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.296477462060376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296477462172299, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.296477462060376"
[1] "Starting iterative with newton 0.296477462060376"
[1] "Starting newton at: 0.111611360622853"
[1] "Newton iter: 1, lambda:0.131946688132699, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.131990781769354, diff to last: 0"
[1] "Newton iter: 3, lambda:0.131990781976521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.131990781769354"
[1] "Starting iterative with newton 0.131990781769354"
[1] "Starting newton at: 0.187755369877645"
[1] "Newton iter: 1, lambda:0.119548757716743, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.120024083007258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.120024106150419, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120024106150419, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.120024106150419"
[1] "Starting iterative with newton 0.120024106150419"
[1] "Starting newton at: 0.197944727172461"
[1] "Newton iter: 1, lambda:0.118483910176804, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.119126816065222, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119126858277776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119126858277776, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.119126858277776"
[1] "Starting iterative with newton 0.119126858277776"
[1] "Starting newton at: 0.198841975045105"
[1] "Newton iter: 1, lambda:0.118400699465219, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.119059393659439, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.119059437960816, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119059437960816, diff to last: 0"
[1] "Final threshold is: 0.00272269275471133"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.293648649464963"
[1] "Newton iter: 1, lambda:0.39430057671112, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.396689482737598, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.396690805201975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39669080520238, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.39669080520238"
[1] "Starting iterative with newton 0.39669080520238"
[1] "Starting newton at: 0.305183515910872"
[1] "Newton iter: 1, lambda:0.156605778651867, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.159524719234471, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.159525853868993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159525853869165, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.159525853869165"
[1] "Starting iterative with newton 0.159525853869165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.135575109729629, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.137855521538289, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137856165895823, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137856165895874, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137856165895823"
[1] "Starting iterative with newton 0.137856165895823"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133640596278104, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135840963023696, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.13584155881009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135841558810134, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135841558810134"
[1] "Starting iterative with newton 0.135841558810134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133460418514396, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135653423965668, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135654015390518, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135654015390561, diff to last: 0"
[1] "Final threshold is: 0.00310218333949148"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.34883829775552"
[1] "Newton iter: 1, lambda:0.474066744242438, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.478467069108159, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.478472352321791, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478472352329398, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.478472352321791"
[1] "Starting iterative with newton 0.478472352321791"
[1] "Starting newton at: 0.315520559620236"
[1] "Newton iter: 1, lambda:0.21848951000966, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.220169813674635, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.220170321784736, diff to last: 0"
[1] "Newton iter: 4, lambda:0.220170321784782, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.220170321784736"
[1] "Starting iterative with newton 0.220170321784736"
[1] "Starting newton at: 0.280227456112165"
[1] "Newton iter: 1, lambda:0.186912588494324, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.1883671547071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.188367510091664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188367510091685, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.188367510091664"
[1] "Starting iterative with newton 0.188367510091664"
[1] "Starting newton at: 0.264797147331422"
[1] "Newton iter: 1, lambda:0.183277818578621, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.184378590737365, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184378792340864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184378792340871, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.184378792340871"
[1] "Starting iterative with newton 0.184378792340871"
[1] "Starting newton at: 0.257685648337883"
[1] "Newton iter: 1, lambda:0.182952862340068, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.183877292270935, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183877434282622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183877434282626, diff to last: 0"
[1] "Final threshold is: 0.00420497330283872"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.25332197872699"
[1] "Starting iterative with newton 2.25332197872699"
[1] "Starting newton at: 0.672338881148212"
[1] "Newton iter: 1, lambda:0.597219189084061, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.599196421955329, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.599197829125366, diff to last: 0"
[1] "Newton iter: 4, lambda:0.599197829126079, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.599197829125366"
[1] "Starting iterative with newton 0.599197829125366"
[1] "Starting newton at: 0.268004542794631"
[1] "Newton iter: 1, lambda:0.367472002997241, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.370323692505436, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.370326011061359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370326011062891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370326011061359"
[1] "Starting iterative with newton 0.370326011061359"
[1] "Starting newton at: 0.206030075906271"
[1] "Newton iter: 1, lambda:0.326645456471876, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.330594252541398, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.3305984461107, diff to last: 0"
[1] "Newton iter: 4, lambda:0.330598446115427, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.3305984461107"
[1] "Starting iterative with newton 0.3305984461107"
[1] "Starting newton at: 0.197979080044304"
[1] "Newton iter: 1, lambda:0.319573547889143, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.323541022681345, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.323545209887981, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323545209892643, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.323545209887981"
[1] "Starting iterative with newton 0.323545209887981"
[1] "Starting newton at: 0.179052467495672"
[1] "Newton iter: 1, lambda:0.317168366147353, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.322280123638599, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.322287061590793, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322287061603568, diff to last: 0"
[1] "Final threshold is: 0.00737017293680867"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.88784034402045"
[1] "Starting iterative with newton 1.88784034402045"
[1] "Starting newton at: 0.51078000804325"
[1] "Newton iter: 1, lambda:0.625442850301476, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.630892682723757, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.630904613536513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.630904613593592, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.630904613593592"
[1] "Starting iterative with newton 0.630904613593592"
[1] "Starting newton at: 0.45037928521491"
[1] "Newton iter: 1, lambda:0.43467086862653, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.434750348139177, diff to last: 0"
[1] "Newton iter: 3, lambda:0.434750350179725, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.434750348139177"
[1] "Starting iterative with newton 0.434750348139177"
[1] "Starting newton at: 0.460819217526431"
[1] "Newton iter: 1, lambda:0.396250631232867, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.397525911923074, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.397526414942575, diff to last: 0"
[1] "Newton iter: 4, lambda:0.397526414942653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.397526414942575"
[1] "Starting iterative with newton 0.397526414942575"
[1] "Starting newton at: 0.454683497745133"
[1] "Newton iter: 1, lambda:0.388900461827036, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.390212827921652, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.390213356003308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390213356003394, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.390213356003308"
[1] "Starting iterative with newton 0.390213356003308"
[1] "Starting newton at: 0.452930772447981"
[1] "Newton iter: 1, lambda:0.387469211386806, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.388766696111224, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.388767211391257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.388767211391338, diff to last: 0"
[1] "Final threshold is: 0.00889046419043979"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.59948889534206"
[1] "Starting iterative with newton 1.59948889534206"
[1] "Starting newton at: 0.681349624056636"
[1] "Newton iter: 1, lambda:0.67106145028513, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.671107133432317, diff to last: 0"
[1] "Newton iter: 3, lambda:0.671107134336354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.671107134336354"
[1] "Starting iterative with newton 0.671107134336354"
[1] "Starting newton at: 0.413623708763612"
[1] "Newton iter: 1, lambda:0.501326977164057, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.504227308619981, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.504230429259668, diff to last: 0"
[1] "Newton iter: 4, lambda:0.504230429263278, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.504230429259668"
[1] "Starting iterative with newton 0.504230429259668"
[1] "Starting newton at: 0.41456352591417"
[1] "Newton iter: 1, lambda:0.46805827895751, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.469091350975242, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469091732651008, diff to last: 0"
[1] "Newton iter: 4, lambda:0.46909173265106, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.469091732651008"
[1] "Starting iterative with newton 0.469091732651008"
[1] "Starting newton at: 0.417712583386626"
[1] "Newton iter: 1, lambda:0.460790452023479, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.461453727084876, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.46145388315288, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461453883152888, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.46145388315288"
[1] "Starting iterative with newton 0.46145388315288"
[1] "Starting newton at: 0.419887227743297"
[1] "Newton iter: 1, lambda:0.459230452919436, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.459782371395357, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.459782479266177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.459782479266181, diff to last: 0"
[1] "Final threshold is: 0.0105144661060237"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.0171766948434"
[1] "Starting iterative with newton 1.0171766948434"
[1] "Starting newton at: 0.955571293955797"
[1] "Newton iter: 1, lambda:0.875642262338264, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.879476580811776, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.879485793523508, diff to last: 0"
[1] "Newton iter: 4, lambda:0.879485793576596, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.879485793523508"
[1] "Starting iterative with newton 0.879485793523508"
[1] "Starting newton at: 0.967071778336396"
[1] "Newton iter: 1, lambda:0.825137972598713, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.836538770756817, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.836618252167527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.836618256011307, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.836618252167527"
[1] "Starting iterative with newton 0.836618252167527"
[1] "Starting newton at: 0.693341085672162"
[1] "Newton iter: 1, lambda:0.813695720097417, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.822825153078018, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.82287560554003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.822875607074846, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.82287560554003"
[1] "Starting iterative with newton 0.82287560554003"
[1] "Starting newton at: 0.701909179749664"
[1] "Newton iter: 1, lambda:0.810952419757331, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.818396489490995, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.81842990989049, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818429910561968, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.81842990989049"
[1] "Starting iterative with newton 0.81842990989049"
[1] "Starting newton at: 0.703593640239947"
[1] "Newton iter: 1, lambda:0.809896451678344, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.816957570316463, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.816987606687665, diff to last: 0"
[1] "Newton iter: 4, lambda:0.816987607229525, diff to last: 0"
[1] "Final threshold is: 0.0186831575639123"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.93540680141224"
[1] "Starting iterative with newton 0.93540680141224"
[1] "Starting newton at: 0.994342189608016"
[1] "Newton iter: 1, lambda:0.878613928935018, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.886626145385387, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.886667195410956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.886667196484356, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.886667195410956"
[1] "Starting iterative with newton 0.886667195410956"
[1] "Starting newton at: 1.00059057730716"
[1] "Newton iter: 1, lambda:0.859257337656589, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.870932486545835, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.871018954125613, diff to last: 0"
[1] "Newton iter: 4, lambda:0.871018958842697, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.871018958842697"
[1] "Starting iterative with newton 0.871018958842697"
[1] "Starting newton at: 0.997586668745413"
[1] "Newton iter: 1, lambda:0.853823432890628, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.865854698432529, diff to last: 0.012"
[1] "Newton iter: 3, lambda:0.865946242318942, diff to last: 0"
[1] "Newton iter: 4, lambda:0.865946247589469, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.865946247589469"
[1] "Starting iterative with newton 0.865946247589469"
[1] "Starting newton at: 0.741484024142416"
[1] "Newton iter: 1, lambda:0.8556730624523, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.864250361193294, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.864296766110087, diff to last: 0"
[1] "Newton iter: 4, lambda:0.864296767462987, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.864296766110087"
[1] "Starting iterative with newton 0.864296766110087"
[1] "Starting newton at: 0.741277177167221"
[1] "Newton iter: 1, lambda:0.855183219529126, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.863713990517427, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.863759876759653, diff to last: 0"
[1] "Newton iter: 4, lambda:0.863759878082034, diff to last: 0"
[1] "Final threshold is: 0.0197527621374951"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.871170406843267"
[1] "Starting iterative with newton 0.871170406843267"
[1] "Starting newton at: 0.948732881524927"
[1] "Newton iter: 1, lambda:0.938579650106638, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.938650650439736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.938650653930501, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.938650650439736"
[1] "Starting iterative with newton 0.938650650439736"
[1] "Starting newton at: 0.946139484940623"
[1] "Newton iter: 1, lambda:0.963006425119422, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.963208128201984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.963208156792386, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963208156792387, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.963208156792386"
[1] "Starting iterative with newton 0.963208156792386"
[1] "Starting newton at: 0.948505157547239"
[1] "Newton iter: 1, lambda:0.971649566966364, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.972032614521984, diff to last: 0"
[1] "Newton iter: 3, lambda:0.972032718176424, diff to last: 0"
[1] "Newton iter: 4, lambda:0.972032718176431, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.972032718176424"
[1] "Starting iterative with newton 0.972032718176424"
[1] "Starting newton at: 0.945881186567007"
[1] "Newton iter: 1, lambda:0.974596348029128, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.975188807030031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.975189055484353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.975189055484397, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.975189055484397"
[1] "Starting iterative with newton 0.975189055484397"
[1] "Starting newton at: 0.945013276830857"
[1] "Newton iter: 1, lambda:0.975640678429976, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.976315793530165, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.976316116371763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.976316116371836, diff to last: 0"
[1] "Final threshold is: 0.0223267374840821"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31325087298889"
[1] "Newton iter: 1, lambda:1.17968635851031, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.1954595307284, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.19570871573825, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19570877724883, diff to last: 0"
[1] "Newton iter: 5, lambda:1.19570877724884, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19570877724884"
[1] "Starting iterative with newton 1.19570877724884"
[1] "Starting newton at: 1.73210196413732"
[1] "Newton iter: 1, lambda:1.47349272548988, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.5325130721382, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.53696366037947, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.53698774718508, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5369877478875, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5369877478875"
[1] "Starting iterative with newton 1.5369877478875"
[1] "Starting newton at: 1.70060657246468"
[1] "Newton iter: 1, lambda:1.75909893767128, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.7640603893284, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.76409409563222, diff to last: 0"
[1] "Newton iter: 4, lambda:1.76409409717894, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.76409409563222"
[1] "Starting iterative with newton 1.76409409563222"
[1] "Starting newton at: 1.64023028293371"
[1] "Newton iter: 1, lambda:1.84013527683098, diff to last: 0.2"
[1] "Newton iter: 2, lambda:1.90942349024263, diff to last: 0.069"
[1] "Newton iter: 3, lambda:1.9170543439417, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.91714053825606, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91714054914733, diff to last: 0"
[1] "Newton iter: 6, lambda:1.91714054914733, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91714053825606"
[1] "Starting iterative with newton 1.91714053825606"
[1] "Starting newton at: 1.62629612140929"
[1] "Newton iter: 1, lambda:1.87884141540129, diff to last: 0.253"
[1] "Newton iter: 2, lambda:1.99624128207339, diff to last: 0.117"
[1] "Newton iter: 3, lambda:2.02044390300903, diff to last: 0.024"
[1] "Newton iter: 4, lambda:2.02137471445889, diff to last: 0.001"
[1] "Newton iter: 5, lambda:2.02137604910399, diff to last: 0"
[1] "Newton iter: 6, lambda:2.02137604910673, diff to last: 0"
[1] "Final threshold is: 0.0462255325383042"
threshold is:
[{'ad': 0.0002831592027437698, 'da': 0.0003921848592700374, 'dd': 0.0006979844918867015}, {'ad': 0.0008069816756670901, 'da': 0.0015949661169411685, 'dd': 0.002722692754711325}, {'ad': 0.0031021833394914767, 'da': 0.004204973302838716, 'dd': 0.007370172936808668}, {'ad': 0.008890464190439795, 'da': 0.010514466106023695, 'dd': 0.018683157563912332}, {'ad': 0.019752762137495126, 'da': 0.02232673748408212, 'dd': 0.04622553253830419}]
Number of points in noise estimation: 128
Estimated noise: 0.022868348795728407
0.022868348795728407
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.6483907340997"
[1] "Starting iterative with newton 58.6483907340997"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.4414287680809"
[1] "Starting iterative with newton 42.4414287680809"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.3103937594757"
[1] "Starting iterative with newton 38.3103937594757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.8300489542959"
[1] "Starting iterative with newton 21.8300489542959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 16.491496610127"
[1] "Starting iterative with newton 16.491496610127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.37625112034968"
[1] "Starting iterative with newton 8.37625112034968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.84931072756095"
[1] "Starting iterative with newton 5.84931072756095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.29949253040008"
[1] "Starting iterative with newton 4.29949253040008"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25332197872699"
[1] "Starting iterative with newton 2.25332197872699"
[1] "Starting newton at: 2.65995192932567"
[1] "Newton iter: 1, lambda:1.72351241306764, diff to last: 0.936"
[1] "Newton iter: 2, lambda:1.84292940169971, diff to last: 0.119"
[1] "Newton iter: 3, lambda:1.83570254403321, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.83568078637409, diff to last: 0"
[1] "Newton iter: 5, lambda:1.83568078617405, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.83568078637409"
[1] "Starting iterative with newton 1.83568078637409"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.88784034402045"
[1] "Starting iterative with newton 1.88784034402045"
[1] "Starting newton at: 2.27113934458165"
[1] "Newton iter: 1, lambda:1.69757531181309, diff to last: 0.574"
[1] "Newton iter: 2, lambda:1.67677160741376, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.67652505520569, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67652501949804, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67652501949804, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.67652501949804"
[1] "Starting iterative with newton 1.67652501949804"
[1] "Starting newton at: 2.03737961199991"
[1] "Newton iter: 1, lambda:1.59136482426312, diff to last: 0.446"
[1] "Newton iter: 2, lambda:1.54295797425743, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.54128733589296, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.54128522760449, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54128522760113, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54128522760113"
[1] "Starting iterative with newton 1.54128522760113"
[1] "Starting newton at: 1.89318223624373"
[1] "Newton iter: 1, lambda:1.49589799288658, diff to last: 0.397"
[1] "Newton iter: 2, lambda:1.43352955123722, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.43015750077214, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.43014703111016, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43014703100897, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43014703100897"
[1] "Starting iterative with newton 1.43014703100897"
[1] "Starting newton at: 1.78197137481736"
[1] "Newton iter: 1, lambda:1.41233082597265, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.3386837974533, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.33311515638869, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.33308140607281, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33308140482944, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33308140482944"
[1] "Starting iterative with newton 1.33308140482944"
[1] "Starting newton at: 1.6542690569846"
[1] "Newton iter: 1, lambda:1.31731906236593, diff to last: 0.337"
[1] "Newton iter: 2, lambda:1.2339170011892, diff to last: 0.083"
[1] "Newton iter: 3, lambda:1.22529909744271, diff to last: 0.009"
[1] "Newton iter: 4, lambda:1.22520217518378, diff to last: 0"
[1] "Newton iter: 5, lambda:1.22520216289699, diff to last: 0"
[1] "Newton iter: 6, lambda:1.22520216289699, diff to last: 0"
[1] "Final threshold is: 0.0280183506873879"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.59948889534206"
[1] "Starting iterative with newton 1.59948889534206"
[1] "Starting newton at: 1.91898209579774"
[1] "Newton iter: 1, lambda:1.57323797829261, diff to last: 0.346"
[1] "Newton iter: 2, lambda:1.53742852088734, diff to last: 0.036"
[1] "Newton iter: 3, lambda:1.53654498987433, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53654442571172, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53654442571149, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53654442571149"
[1] "Starting iterative with newton 1.53654442571149"
[1] "Starting newton at: 1.85874137847258"
[1] "Newton iter: 1, lambda:1.53355042101944, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.49449943736206, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.49335562429462, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49335459547226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49335459547143, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49335459547143"
[1] "Starting iterative with newton 1.49335459547143"
[1] "Starting newton at: 1.80993308303807"
[1] "Newton iter: 1, lambda:1.50434183231741, diff to last: 0.306"
[1] "Newton iter: 2, lambda:1.4641875065251, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.46290252425443, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46290114757372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46290114757214, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.46290114757214"
[1] "Starting iterative with newton 1.46290114757214"
[1] "Starting newton at: 1.77586158733474"
[1] "Newton iter: 1, lambda:1.48065298497597, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.43922731322032, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.43779108047828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4377892769031, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43778927690025, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.43778927690025"
[1] "Starting iterative with newton 1.43778927690025"
[1] "Starting newton at: 1.75761997619419"
[1] "Newton iter: 1, lambda:1.46630537960869, diff to last: 0.291"
[1] "Newton iter: 2, lambda:1.4237916492686, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.42223331126705, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42223112512949, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42223112512518, diff to last: 0"
[1] "Final threshold is: 0.0325240774376025"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0171766948434"
[1] "Starting iterative with newton 1.0171766948434"
[1] "Starting newton at: 1.17274518296667"
[1] "Newton iter: 1, lambda:1.26515825040321, diff to last: 0.092"
[1] "Newton iter: 2, lambda:1.2551460737261, diff to last: 0.01"
[1] "Newton iter: 3, lambda:1.25503054582581, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25503053035127, diff to last: 0"
[1] "Newton iter: 5, lambda:1.25503053035127, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25503053035127"
[1] "Starting iterative with newton 1.25503053035127"
[1] "Starting newton at: 1.58815741287668"
[1] "Newton iter: 1, lambda:1.52432378736418, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.52196628584933, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.52196266554579, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52196266553722, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52196266553722"
[1] "Starting iterative with newton 1.52196266553722"
[1] "Starting newton at: 1.68435605187283"
[1] "Newton iter: 1, lambda:1.74954381992191, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.7478161359952, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.74781512811961, diff to last: 0"
[1] "Newton iter: 4, lambda:1.74781512811927, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74781512811961"
[1] "Starting iterative with newton 1.74781512811961"
[1] "Starting newton at: 1.90882992179926"
[1] "Newton iter: 1, lambda:1.88516064471926, diff to last: 0.024"
[1] "Newton iter: 2, lambda:1.88506687947215, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88506687778882, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88506687778882"
[1] "Starting iterative with newton 1.88506687778882"
[1] "Starting newton at: 2.06455228856375"
[1] "Newton iter: 1, lambda:1.96763063878881, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.96738063870275, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96738063137735, diff to last: 0"
[1] "Final threshold is: 0.0449907466598174"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.93540680141224"
[1] "Starting iterative with newton 0.93540680141224"
[1] "Starting newton at: 1.28857356075682"
[1] "Newton iter: 1, lambda:1.27940899194612, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.27931703698279, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27931702766566, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27931702766566"
[1] "Starting iterative with newton 1.27931702766566"
[1] "Starting newton at: 1.64281476490731"
[1] "Newton iter: 1, lambda:1.6102168386938, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.60972607738678, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60972595707553, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60972595707552, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60972595707552"
[1] "Starting iterative with newton 1.60972595707552"
[1] "Starting newton at: 1.77143578208063"
[1] "Newton iter: 1, lambda:1.83226467953755, diff to last: 0.061"
[1] "Newton iter: 2, lambda:1.83122059224129, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.83122035609229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.83122035609228, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.83122035609229"
[1] "Starting iterative with newton 1.83122035609229"
[1] "Starting newton at: 1.99389939385645"
[1] "Newton iter: 1, lambda:1.96536161871963, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.96531286965883, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96531286945, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96531286945"
[1] "Starting iterative with newton 1.96531286945"
[1] "Starting newton at: 2.14281715817498"
[1] "Newton iter: 1, lambda:2.04266458372238, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.0432941937745, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.04329418374669, diff to last: 0"
[1] "Newton iter: 4, lambda:2.04329418374669, diff to last: 0"
[1] "Final threshold is: 0.0467267640862025"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.871170406843267"
[1] "Starting iterative with newton 0.871170406843267"
[1] "Starting newton at: 1.19516087622469"
[1] "Newton iter: 1, lambda:1.2850158217886, diff to last: 0.09"
[1] "Newton iter: 2, lambda:1.27592162304364, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.27583111942135, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27583111039973, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27583111942135"
[1] "Starting iterative with newton 1.27583111942135"
[1] "Starting newton at: 1.59987531559619"
[1] "Newton iter: 1, lambda:1.66561636639377, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.66356832295013, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66356664469325, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66356664469212, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66356664469212"
[1] "Starting iterative with newton 1.66356664469212"
[1] "Starting newton at: 1.98489789446768"
[1] "Newton iter: 1, lambda:1.91650519053622, diff to last: 0.068"
[1] "Newton iter: 2, lambda:1.91636151172434, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9163615096348, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91636151172434"
[1] "Starting iterative with newton 1.91636151172434"
[1] "Starting newton at: 2.06165929228162"
[1] "Newton iter: 1, lambda:2.06019816438477, diff to last: 0.001"
[1] "Newton iter: 2, lambda:2.06019821569539, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06019821569539, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.06019821569539"
[1] "Starting iterative with newton 2.06019821569539"
[1] "Starting newton at: 2.22329509320777"
[1] "Newton iter: 1, lambda:2.13973906625959, diff to last: 0.084"
[1] "Newton iter: 2, lambda:2.1407565796843, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.14075666131791, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14075666131791, diff to last: 0"
[1] "Final threshold is: 0.0489555700177969"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0228683487957284"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.63898618266167"
[1] "Newton iter: 1, lambda:1.57247278647787, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.57056942517235, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.57056756431871, diff to last: 0"
[1] "Newton iter: 4, lambda:1.57056756431693, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.57056756431871"
[1] "Starting iterative with newton 1.57056756431871"
[1] "Starting newton at: 2.24704412925012"
[1] "Newton iter: 1, lambda:2.16691678692287, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.16941928464026, diff to last: 0.003"
[1] "Newton iter: 3, lambda:2.16942132439293, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16942132439429, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.16942132439429"
[1] "Starting iterative with newton 2.16942132439429"
[1] "Starting newton at: 2.48153328071539"
[1] "Newton iter: 1, lambda:2.46871884665869, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.4688062234561, diff to last: 0"
[1] "Newton iter: 3, lambda:2.46880622747163, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.4688062234561"
[1] "Starting iterative with newton 2.4688062234561"
[1] "Starting newton at: 2.63754176205043"
[1] "Newton iter: 1, lambda:2.62440377054464, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.6245077735272, diff to last: 0"
[1] "Newton iter: 3, lambda:2.62450778000666, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.62450778000666"
[1] "Starting iterative with newton 2.62450778000666"
[1] "Starting newton at: 2.71490382491236"
[1] "Newton iter: 1, lambda:2.71301221960997, diff to last: 0.002"
[1] "Newton iter: 2, lambda:2.71301449064256, diff to last: 0"
[1] "Newton iter: 3, lambda:2.71301449064583, diff to last: 0"
[1] "Final threshold is: 0.0620421616598794"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.028018350687387856, 'da': 0.03252407743760249, 'dd': 0.04499074665981738}, {'ad': 0.04672676408620248, 'da': 0.04895557001779693, 'dd': 0.062042161659879434}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.457893392683218. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008626562644894715
0.008626562644894715
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 155.472337108604"
[1] "Starting iterative with newton 155.472337108604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 112.508937384455"
[1] "Starting iterative with newton 112.508937384455"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 101.557883835906"
[1] "Starting iterative with newton 101.557883835906"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 57.8697673991978"
[1] "Starting iterative with newton 57.8697673991978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.717679007078"
[1] "Starting iterative with newton 43.717679007078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.2047923496074"
[1] "Starting iterative with newton 22.2047923496074"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5060692698525"
[1] "Starting iterative with newton 15.5060692698525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3976213791256"
[1] "Starting iterative with newton 11.3976213791256"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.97338187639611"
[1] "Starting iterative with newton 5.97338187639611"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.00451839682138"
[1] "Starting iterative with newton 5.00451839682138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.24012106087512"
[1] "Starting iterative with newton 4.24012106087512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.69645656121574"
[1] "Starting iterative with newton 2.69645656121574"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.47969091295608"
[1] "Starting iterative with newton 2.47969091295608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30940521089227"
[1] "Starting iterative with newton 2.30940521089227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78802003782539"
[1] "Starting iterative with newton 1.78802003782539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.457893392683218. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008626562644894715
0.008626562644894715
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117965504826341, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117974621445717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117974621445771, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0117974621445717"
[1] "Starting iterative with newton 0.0117974621445717"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117939184768465, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117948298948095, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117948298948149, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0117948298948095"
[1] "Starting iterative with newton 0.0117948298948095"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117939081341015, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117948195511054, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117948195511109, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0117948195511054"
[1] "Starting iterative with newton 0.0117948195511054"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0117939080934584, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0117948195104586, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0117948195104641, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000101748749392198"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0221659605143406, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0221726059874573, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0221726059880545, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0221726059874573"
[1] "Starting iterative with newton 0.0221726059874573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00969467171558228, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00969537078709302, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00969537078709666, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00969537078709666"
[1] "Starting iterative with newton 0.00969537078709666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00960740343155478, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00960809139591925, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00960809139592278, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00960809139592278"
[1] "Starting iterative with newton 0.00960809139592278"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00960679058145254, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00960747846785765, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00960747846786118, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00960747846786118"
[1] "Starting iterative with newton 0.00960747846786118"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00960678627753669, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00960747416339431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00960747416339783, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 8.28794777297588e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0375088389322983, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.037535983088591, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375359831028001, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.037535983088591"
[1] "Starting iterative with newton 0.037535983088591"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0130514439406197, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0130536289150706, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0130536289151318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0130536289150706"
[1] "Starting iterative with newton 0.0130536289150706"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127970492476094, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012799127340754, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127991273408088, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.012799127340754"
[1] "Starting iterative with newton 0.012799127340754"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0127944037896126, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127964807912446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127964807912993, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0127964807912446"
[1] "Starting iterative with newton 0.0127964807912446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012794376279548, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0127964532698314, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0127964532698862, diff to last: 0"
[1] "Final threshold is: 0.000110389405764669"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0484120893682005, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0484791907746464, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0484791909034794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0484791907746464"
[1] "Starting iterative with newton 0.0484791907746464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0114749530503796, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0114767141459346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0114767141459761, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0114767141459761"
[1] "Starting iterative with newton 0.0114767141459761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110376632008726, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110392644995106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110392644995443, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0110392644995443"
[1] "Starting iterative with newton 0.0110392644995443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110325268115003, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110341262858253, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110341262858589, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0110341262858589"
[1] "Starting iterative with newton 0.0110341262858589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0110324664850753, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0110340659379811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0110340659380148, diff to last: 0"
[1] "Final threshold is: 9.51860610421832e-05"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0842347448034201, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.0846255659957237, diff to last: 0"
[1] "Newton iter: 3, lambda:0.084625574393834, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.084625574393834"
[1] "Starting iterative with newton 0.084625574393834"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0340724187024876, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0341066086743509, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0341066087087726, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0341066087087726"
[1] "Starting iterative with newton 0.0341066087087726"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0330084019354113, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330400190852213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330400191142262, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0330400190852213"
[1] "Starting iterative with newton 0.0330400190852213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0329857894450084, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330173533481273, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330173533770255, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0330173533481273"
[1] "Starting iterative with newton 0.0330173533481273"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0329853088534241, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.0330168716255065, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0330168716544023, diff to last: 0"
[1] "Final threshold is: 0.00028482211166515"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.146880680130506, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.148862152176255, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.148862510423466, diff to last: 0"
[1] "Newton iter: 4, lambda:0.148862510423477, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.148862510423466"
[1] "Starting iterative with newton 0.148862510423466"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0531574656943795, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0532909082162438, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0532909090569325, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0532909082162438"
[1] "Starting iterative with newton 0.0532909082162438"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0496385192448583, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0497519203170863, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0497519209088063, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0497519203170863"
[1] "Starting iterative with newton 0.0497519203170863"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495068969866223, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496195874810705, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496195880648296, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0496195874810705"
[1] "Starting iterative with newton 0.0496195874810705"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495019734275148, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496146373950703, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496146379785333, diff to last: 0"
[1] "Final threshold is: 0.00042800377759231"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175938351046522, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.179382043910482, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.179383353413882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179383353414072, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.179383353414072"
[1] "Starting iterative with newton 0.179383353414072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.054031300738081, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541823540995694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541823552800982, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0541823540995694"
[1] "Starting iterative with newton 0.0541823540995694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0492393390928576, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0493585925070568, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0493585932065663, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0493585932065663"
[1] "Starting iterative with newton 0.0493585932065663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0490553815760831, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0491735082780234, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0491735089630027, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0491735082780234"
[1] "Starting iterative with newton 0.0491735082780234"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04904832446291, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0491664080760407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0491664087604677, diff to last: 0"
[1] "Final threshold is: 0.000424137099292423"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.342350120665854"
[1] "Newton iter: 1, lambda:0.246015283504229, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.247381433587548, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.247381712252362, diff to last: 0"
[1] "Newton iter: 4, lambda:0.247381712252374, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.247381712252362"
[1] "Starting iterative with newton 0.247381712252362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0729723502970296, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0733280120430832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0733280204893219, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0733280120430832"
[1] "Starting iterative with newton 0.0733280120430832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.064224041142369, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0644838143759137, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0644838186252292, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0644838143759137"
[1] "Starting iterative with newton 0.0644838143759137"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.063777446556593, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0640328222114301, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0640328263053395, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0640328263053395"
[1] "Starting iterative with newton 0.0640328263053395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0637546718766058, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.0640098245094656, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0640098285955779, diff to last: 0"
[1] "Final threshold is: 0.000552184761019622"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.385040235018646"
[1] "Newton iter: 1, lambda:0.376215082553071, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.376232919258505, diff to last: 0"
[1] "Newton iter: 3, lambda:0.376232919331482, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.376232919258505"
[1] "Starting iterative with newton 0.376232919258505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142223264570123, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144660465537996, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.144661179750712, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144661179750773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.144661179750712"
[1] "Starting iterative with newton 0.144661179750712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.123670489290316, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.125392661610594, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.125392995151549, diff to last: 0"
[1] "Newton iter: 4, lambda:0.125392995151561, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.125392995151549"
[1] "Starting iterative with newton 0.125392995151549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.122101193609285, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123769942426509, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.12377025375038, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123770253750391, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.12377025375038"
[1] "Starting iterative with newton 0.12377025375038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121968878746098, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.123633171031086, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.123633480539453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.123633480539464, diff to last: 0"
[1] "Final threshold is: 0.00106653196487996"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.29670912739733"
[1] "Newton iter: 1, lambda:0.454642733083241, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.461586975702344, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.46159999961135, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461599999657084, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.46159999961135"
[1] "Starting iterative with newton 0.46159999961135"
[1] "Starting newton at: 0.333752278037734"
[1] "Newton iter: 1, lambda:0.173930070626967, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.177630759865151, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177632762404026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177632762404613, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.177632762404026"
[1] "Starting iterative with newton 0.177632762404026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147155242735484, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150062345458879, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150063478362667, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150063478362839, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.150063478362839"
[1] "Starting iterative with newton 0.150063478362839"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144548660275201, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147328428592865, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147329455222641, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147329455222781, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147329455222781"
[1] "Starting iterative with newton 0.147329455222781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144289450450274, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.147056761087717, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14705777763109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147057777631227, diff to last: 0"
[1] "Final threshold is: 0.0012686031311536"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.700929560780598"
[1] "Newton iter: 1, lambda:0.511960927994616, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.522341892329181, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.522375232395194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.522375232738122, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.522375232395194"
[1] "Starting iterative with newton 0.522375232395194"
[1] "Starting newton at: 0.313890825222671"
[1] "Newton iter: 1, lambda:0.210425079413874, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.212244878851317, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.212245445779499, diff to last: 0"
[1] "Newton iter: 4, lambda:0.212245445779554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.212245445779499"
[1] "Starting iterative with newton 0.212245445779499"
[1] "Starting newton at: 0.317946821059258"
[1] "Newton iter: 1, lambda:0.174751368074954, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.17793049368505, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.177932071855673, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177932071856062, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177932071855673"
[1] "Starting iterative with newton 0.177932071855673"
[1] "Starting newton at: 0.313860716387167"
[1] "Newton iter: 1, lambda:0.170908222295016, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.174043535332573, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174045053727652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174045053728008, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174045053727652"
[1] "Starting iterative with newton 0.174045053727652"
[1] "Starting newton at: 0.313123000732538"
[1] "Newton iter: 1, lambda:0.170484246652239, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.173602132453372, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.173603632155367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173603632155714, diff to last: 0"
[1] "Final threshold is: 0.00149760260816953"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.69645656121574"
[1] "Starting iterative with newton 2.69645656121574"
[1] "Starting newton at: 0.568099479503031"
[1] "Newton iter: 1, lambda:0.622668816275601, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.623877800017108, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.623878384121618, diff to last: 0"
[1] "Newton iter: 4, lambda:0.623878384121755, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.623878384121618"
[1] "Starting iterative with newton 0.623878384121618"
[1] "Starting newton at: 0.293149511408776"
[1] "Newton iter: 1, lambda:0.316886941853759, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.317031747023218, diff to last: 0"
[1] "Newton iter: 3, lambda:0.317031752400711, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.317031747023218"
[1] "Starting iterative with newton 0.317031747023218"
[1] "Starting newton at: 0.330973465355802"
[1] "Newton iter: 1, lambda:0.265113059928838, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.266119837185821, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.266120073602039, diff to last: 0"
[1] "Newton iter: 4, lambda:0.266120073602052, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.266120073602039"
[1] "Starting iterative with newton 0.266120073602039"
[1] "Starting newton at: 0.332122893106149"
[1] "Newton iter: 1, lambda:0.256255291774001, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.257568162677512, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.25756855793413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.257568557934166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.25756855793413"
[1] "Starting iterative with newton 0.25756855793413"
[1] "Starting newton at: 0.330081482960649"
[1] "Newton iter: 1, lambda:0.254841563905079, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.256129224328946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.256129603452093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.256129603452125, diff to last: 0"
[1] "Final threshold is: 0.00220951806939152"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.47969091295608"
[1] "Starting iterative with newton 2.47969091295608"
[1] "Starting newton at: 0.600331861342663"
[1] "Newton iter: 1, lambda:0.619690241129879, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.619840054604306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.619840063525287, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.619840063525287"
[1] "Starting iterative with newton 0.619840063525287"
[1] "Starting newton at: 0.291674292752666"
[1] "Newton iter: 1, lambda:0.345328316335606, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.346113327252323, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.346113494405308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346113494405316, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.346113494405308"
[1] "Starting iterative with newton 0.346113494405308"
[1] "Starting newton at: 0.273932989655604"
[1] "Newton iter: 1, lambda:0.300234386206088, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.300408233964894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300408241544778, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.300408233964894"
[1] "Starting iterative with newton 0.300408233964894"
[1] "Starting newton at: 0.271338300103818"
[1] "Newton iter: 1, lambda:0.292491161613361, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.292602007058986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29260201009801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.29260201009801"
[1] "Starting iterative with newton 0.29260201009801"
[1] "Starting newton at: 0.271787668245478"
[1] "Newton iter: 1, lambda:0.291170450770512, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.291263285758802, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291263287885384, diff to last: 0"
[1] "Final threshold is: 0.00251260098075618"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.30940521089227"
[1] "Starting iterative with newton 2.30940521089227"
[1] "Starting newton at: 0.608161702199491"
[1] "Newton iter: 1, lambda:0.636765802510186, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.637109023282119, diff to last: 0"
[1] "Newton iter: 3, lambda:0.637109072276927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.637109072276928, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.637109072276928"
[1] "Starting iterative with newton 0.637109072276928"
[1] "Starting newton at: 0.29775564776456"
[1] "Newton iter: 1, lambda:0.368684843771385, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.370153700860277, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.37015432612949, diff to last: 0"
[1] "Newton iter: 4, lambda:0.370154326129604, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.370154326129604"
[1] "Starting iterative with newton 0.370154326129604"
[1] "Starting newton at: 0.285347283352599"
[1] "Newton iter: 1, lambda:0.322006550043791, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.322368592205585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.322368627406155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322368627406155, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.322368627406155"
[1] "Starting iterative with newton 0.322368627406155"
[1] "Starting newton at: 0.28832949969982"
[1] "Newton iter: 1, lambda:0.313476263349826, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313643994151768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313644001598531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.313644001598531"
[1] "Starting iterative with newton 0.313644001598531"
[1] "Starting newton at: 0.288159418432141"
[1] "Newton iter: 1, lambda:0.311896323217639, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.312045354923933, diff to last: 0"
[1] "Newton iter: 3, lambda:0.312045360787182, diff to last: 0"
[1] "Final threshold is: 0.00269187880229971"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00862656264489471"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.78802003782539"
[1] "Starting iterative with newton 1.78802003782539"
[1] "Starting newton at: 0.803029030033015"
[1] "Newton iter: 1, lambda:0.717812236767736, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.721334204785456, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.721340426761243, diff to last: 0"
[1] "Newton iter: 4, lambda:0.721340426780638, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.721340426761243"
[1] "Starting iterative with newton 0.721340426761243"
[1] "Starting newton at: 0.556218905092633"
[1] "Newton iter: 1, lambda:0.484357165360189, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.486299526833075, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.48630096744312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486300967443912, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.48630096744312"
[1] "Starting iterative with newton 0.48630096744312"
[1] "Starting newton at: 0.548000107658709"
[1] "Newton iter: 1, lambda:0.42721340345105, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.432282588558556, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.432291719943857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.432291719973465, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.432291719943857"
[1] "Starting iterative with newton 0.432291719943857"
[1] "Starting newton at: 0.548071350854033"
[1] "Newton iter: 1, lambda:0.413577613576037, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.419743158910403, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.419756435014907, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419756435076411, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.419756435014907"
[1] "Starting iterative with newton 0.419756435014907"
[1] "Starting newton at: 0.544271799243089"
[1] "Newton iter: 1, lambda:0.410774583181124, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.416827189472621, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.416839930994723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416839931051142, diff to last: 0"
[1] "Final threshold is: 0.00359589577810627"
threshold is:
[{'ad': 0.00010174874939219765, 'da': 8.287947772975885e-05, 'dd': 0.00011038940576466853}, {'ad': 9.518606104218321e-05, 'da': 0.0002848221116651502, 'dd': 0.0004280037775923098}, {'ad': 0.0004241370992924228, 'da': 0.0005521847610196225, 'dd': 0.001066531964879962}, {'ad': 0.0012686031311535965, 'da': 0.0014976026081695308, 'dd': 0.0022095180693915183}, {'ad': 0.002512600980756177, 'da': 0.0026918788022997128, 'dd': 0.0035958957781062695}]
Number of points in noise estimation: 128
Estimated noise: 0.022868348795728407
0.022868348795728407
threshold is:
[{'ad': 0.0029757721669021464, 'da': 0.006336140964456395, 'dd': 0.0049598018219702555}, {'ad': 0.006578741117800213, 'da': 0.002976335741269071, 'dd': 0.0022841029184109095}, {'ad': 0.002894489220150564, 'da': 0.005059871814653203, 'dd': 0.008790960797552776}, {'ad': 0.009365862189121277, 'da': 0.00983970334221388, 'dd': 0.016647262362060065}, {'ad': 0.018290936540768243, 'da': 0.01676639853080577, 'dd': 0.025394663986953538}]
['peppers256', 0.05, 1, 0.0006705158125597393, 0.00039530050843872614, 0.00041686340119328493, 0.0015891959350993784, 0.00036831176801990843, 0.0005331638346376959, 0.0006010409249781845, 0.0006705158125597397, 31.7359097586389, 34.03072627063578, 33.8000623238035, 27.98822554468781, 34.33784404673568, 32.73139317153843, 32.21095955805773, 31.735909758638897]
peppers256 0.05 2
Number of points in noise estimation: 128
Estimated noise: 0.022580449276108912
0.022580449276108912
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0285801729555288, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0285971708514138, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0285971708574245, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0285971708514138"
[1] "Starting iterative with newton 0.0285971708514138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124191402916439, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124201414914084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124201414914149, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0124201414914149"
[1] "Starting iterative with newton 0.0124201414914149"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123930331834081, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123940304162678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123940304162742, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0123940304162742"
[1] "Starting iterative with newton 0.0123940304162742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123929885436455, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.01239398576995, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123939857699564, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0123939857699564"
[1] "Starting iterative with newton 0.0123939857699564"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0123929884673108, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0123939856936041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0123939856936105, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000279861765283392"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0144991566797394, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0145017885552609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145017885553476, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0145017885553476"
[1] "Starting iterative with newton 0.0145017885553476"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00543049116220319, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00543070436662122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00543070436662154, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00543070436662122"
[1] "Starting iterative with newton 0.00543070436662122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0053671297801983, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00536733742222425, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00536733742222456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00536733742222456"
[1] "Starting iterative with newton 0.00536733742222456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00536668822045514, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00536689582394788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00536689582394819, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00536689582394788"
[1] "Starting iterative with newton 0.00536689582394788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00536668514331868, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0053668927465429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00536689274654321, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000121186849433629"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0527375696507617, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0528284790412643, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528284793112936, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0528284793112936"
[1] "Starting iterative with newton 0.0528284793112936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0401304582657937, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0401746006998021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.040174600753177, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.040174600753177"
[1] "Starting iterative with newton 0.040174600753177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.039928571954608, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.03997228006646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399722801188007, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.03997228006646"
[1] "Starting iterative with newton 0.03997228006646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399253273712831, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399690285033108, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399690285556349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0399690285556349"
[1] "Starting iterative with newton 0.0399690285556349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0399252752231091, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.0399689762429546, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0399689762952785, diff to last: 0"
[1] "Final threshold is: 0.000902517441853535"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.1181479204572, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.11921248876299, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.11921257486803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.119212574868031, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.119212574868031"
[1] "Starting iterative with newton 0.119212574868031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0373272026828433, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0373725543808636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0373725544478035, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0373725544478035"
[1] "Starting iterative with newton 0.0373725544478035"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0353251853832071, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353648635072911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353648635573458, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0353648635072911"
[1] "Starting iterative with newton 0.0353648635072911"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352753964193514, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0353149400376257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353149400873131, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0353149400376257"
[1] "Starting iterative with newton 0.0353149400376257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0352741579938349, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.035313698270388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0353136983200662, diff to last: 0"
[1] "Final threshold is: 0.000797399173668068"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.190523513372069, diff to last: 0.191"
[1] "Newton iter: 2, lambda:0.194961582113964, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.194963966341312, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194963966342, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.194963966341312"
[1] "Starting iterative with newton 0.194963966341312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0734541355286887, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0738107183086702, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0738107267070361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0738107267070361"
[1] "Starting iterative with newton 0.0738107267070361"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0672177634652609, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0675063470279298, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0675063523449397, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0675063523449397"
[1] "Starting iterative with newton 0.0675063523449397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668903311337576, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.067175581162181, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671755863474922, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.067175581162181"
[1] "Starting iterative with newton 0.067175581162181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668731469788023, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671582226875649, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671582278660381, diff to last: 0"
[1] "Final threshold is: 0.00151646284087019"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.206925718685726"
[1] "Newton iter: 1, lambda:0.308935770769524, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.310852329588526, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.310852996531729, diff to last: 0"
[1] "Newton iter: 4, lambda:0.31085299653181, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.310852996531729"
[1] "Starting iterative with newton 0.310852996531729"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11165439733289, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.112876236387751, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112876382675857, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112876382675859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112876382675859"
[1] "Starting iterative with newton 0.112876382675859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0988241795511943, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0997130773202067, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0997131492346062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0997131492346067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0997131492346067"
[1] "Starting iterative with newton 0.0997131492346067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0979607540504575, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0988298896358905, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0988299580504306, diff to last: 0"
[1] "Newton iter: 4, lambda:0.098829958050431, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0988299580504306"
[1] "Starting iterative with newton 0.0988299580504306"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0979027847416058, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987706045992474, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987706727842604, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987706727842608, diff to last: 0"
[1] "Final threshold is: 0.00223028616677215"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.362880495143859"
[1] "Newton iter: 1, lambda:0.393066121369997, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.393277803560228, diff to last: 0"
[1] "Newton iter: 3, lambda:0.39327781390978, diff to last: 0"
[1] "Newton iter: 4, lambda:0.39327781390978, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.39327781390978"
[1] "Starting iterative with newton 0.39327781390978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153876177903544, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.156997222000179, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.156998503694442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156998503694658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.156998503694442"
[1] "Starting iterative with newton 0.156998503694442"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133767820829504, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.135952428745921, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135953010852558, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135953010852599, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.135953010852599"
[1] "Starting iterative with newton 0.135953010852599"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131937803200582, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.134048138147103, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.134048677567765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.134048677567801, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.134048677567765"
[1] "Starting iterative with newton 0.134048677567765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.131771898740141, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.133875585095501, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.133876120783149, diff to last: 0"
[1] "Newton iter: 4, lambda:0.133876120783183, diff to last: 0"
[1] "Final threshold is: 0.00302298295462612"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.57500780766307"
[1] "Newton iter: 1, lambda:0.467738412942983, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.470792208326971, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.470794760203606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.470794760205387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.470794760203606"
[1] "Starting iterative with newton 0.470794760203606"
[1] "Starting newton at: 0.222648308570434"
[1] "Newton iter: 1, lambda:0.203717521797899, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.203777189335678, diff to last: 0"
[1] "Newton iter: 3, lambda:0.203777189929093, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.203777189335678"
[1] "Starting iterative with newton 0.203777189335678"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169295694473678, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173735359911393, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173738405675298, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173738405676731, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.173738405675298"
[1] "Starting iterative with newton 0.173738405675298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.166068975210339, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.170300479903753, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.170303221089223, diff to last: 0"
[1] "Newton iter: 4, lambda:0.170303221090373, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.170303221089223"
[1] "Starting iterative with newton 0.170303221089223"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.165698966759965, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.169907004230253, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.16990971218026, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169909712181381, diff to last: 0"
[1] "Final threshold is: 0.00383663763742993"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.14102242482418"
[1] "Starting iterative with newton 2.14102242482418"
[1] "Starting newton at: 0.477251978649775"
[1] "Newton iter: 1, lambda:0.577090822254201, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.580674598652491, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.580679095780003, diff to last: 0"
[1] "Newton iter: 4, lambda:0.580679095787076, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.580679095780003"
[1] "Starting iterative with newton 0.580679095780003"
[1] "Starting newton at: 0.454207839408794"
[1] "Newton iter: 1, lambda:0.38303586908099, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.384465189707788, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.38446577374349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384465773743587, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.384465773743587"
[1] "Starting iterative with newton 0.384465773743587"
[1] "Starting newton at: 0.452666393097443"
[1] "Newton iter: 1, lambda:0.347777333172475, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.35075018657356, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.350752616098905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350752616100527, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.350752616098905"
[1] "Starting iterative with newton 0.350752616098905"
[1] "Starting newton at: 0.448321585262624"
[1] "Newton iter: 1, lambda:0.341717512711625, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.344766405913238, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.344768942488385, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34476894249014, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.34476894249014"
[1] "Starting iterative with newton 0.34476894249014"
[1] "Starting newton at: 0.449504543061427"
[1] "Newton iter: 1, lambda:0.340516660604318, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.343698143339628, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.343700901696767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34370090169884, diff to last: 0"
[1] "Final threshold is: 0.00776092077691674"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.90723671227425"
[1] "Starting iterative with newton 1.90723671227425"
[1] "Starting newton at: 0.498336769452634"
[1] "Newton iter: 1, lambda:0.620568241675827, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.626724302757114, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.626739423231591, diff to last: 0"
[1] "Newton iter: 4, lambda:0.626739423322633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.626739423231591"
[1] "Starting iterative with newton 0.626739423231591"
[1] "Starting newton at: 0.45998544898431"
[1] "Newton iter: 1, lambda:0.427706223338562, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.428037488765687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.428037523864006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.428037523864006, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.428037523864006"
[1] "Starting iterative with newton 0.428037523864006"
[1] "Starting newton at: 0.461810290041755"
[1] "Newton iter: 1, lambda:0.388680193649804, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.39029648206292, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.390297281481535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390297281481731, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.390297281481535"
[1] "Starting iterative with newton 0.390297281481535"
[1] "Starting newton at: 0.469011004269629"
[1] "Newton iter: 1, lambda:0.38055206483016, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.382890221304849, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382891879490191, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382891879491025, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.382891879491025"
[1] "Starting iterative with newton 0.382891879491025"
[1] "Starting newton at: 0.464477402386452"
[1] "Newton iter: 1, lambda:0.379261248867247, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.381428754042005, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.381430176441064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.381430176441676, diff to last: 0"
[1] "Final threshold is: 0.00861286475150471"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.63880897399115"
[1] "Starting iterative with newton 1.63880897399115"
[1] "Starting newton at: 0.64782813093153"
[1] "Newton iter: 1, lambda:0.68105484484521, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.681541004847178, diff to last: 0"
[1] "Newton iter: 3, lambda:0.68154110773388, diff to last: 0"
[1] "Newton iter: 4, lambda:0.681541107733885, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68154110773388"
[1] "Starting iterative with newton 0.68154110773388"
[1] "Starting newton at: 0.403083990419646"
[1] "Newton iter: 1, lambda:0.498713868898475, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.502216599420971, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.502221216344568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.502221216352583, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.502221216344568"
[1] "Starting iterative with newton 0.502221216344568"
[1] "Starting newton at: 0.419546185461363"
[1] "Newton iter: 1, lambda:0.461258504597417, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.46189236764911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.461892512940161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.461892512940169, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.461892512940161"
[1] "Starting iterative with newton 0.461892512940161"
[1] "Starting newton at: 0.414538011207149"
[1] "Newton iter: 1, lambda:0.452038398784143, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.452545365704782, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.452545457762572, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452545457762575, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.452545457762575"
[1] "Starting iterative with newton 0.452545457762575"
[1] "Starting newton at: 0.414228078575261"
[1] "Newton iter: 1, lambda:0.44990704265582, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.450364765242467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.450364840115663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.450364840115665, diff to last: 0"
[1] "Final threshold is: 0.0101694404279746"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.01613696206807"
[1] "Starting iterative with newton 1.01613696206807"
[1] "Starting newton at: 0.994081778398752"
[1] "Newton iter: 1, lambda:0.860174437923229, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.870409923016235, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.870474444559123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.870474447110814, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.870474444559123"
[1] "Starting iterative with newton 0.870474444559123"
[1] "Starting newton at: 0.68064606800854"
[1] "Newton iter: 1, lambda:0.815250832043459, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.826599000807239, diff to last: 0.011"
[1] "Newton iter: 3, lambda:0.826676156197141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.826676159746182, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.826676156197141"
[1] "Starting iterative with newton 0.826676156197141"
[1] "Starting newton at: 0.691023924862058"
[1] "Newton iter: 1, lambda:0.804996980088426, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.813004196211172, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.813042217172471, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813042218026797, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.813042217172471"
[1] "Starting iterative with newton 0.813042217172471"
[1] "Starting newton at: 0.692838691668444"
[1] "Newton iter: 1, lambda:0.801481485499997, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.808723037062478, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.808754037908593, diff to last: 0"
[1] "Newton iter: 4, lambda:0.808754038474995, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.808754037908593"
[1] "Starting iterative with newton 0.808754037908593"
[1] "Starting newton at: 0.689864555691849"
[1] "Newton iter: 1, lambda:0.799938735843555, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.807368327847661, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.807400933483907, diff to last: 0"
[1] "Newton iter: 4, lambda:0.807400934109921, diff to last: 0"
[1] "Final threshold is: 0.0182314758240163"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.94629477229955"
[1] "Starting iterative with newton 0.94629477229955"
[1] "Starting newton at: 1.00325045783448"
[1] "Newton iter: 1, lambda:0.871715857485378, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.88191161650745, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.881977732215406, diff to last: 0"
[1] "Newton iter: 4, lambda:0.8819777349822, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.881977732215406"
[1] "Starting iterative with newton 0.881977732215406"
[1] "Starting newton at: 0.73081608851123"
[1] "Newton iter: 1, lambda:0.851876573161295, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.861481806497917, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.861539705727455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.861539707822, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.861539707822"
[1] "Starting iterative with newton 0.861539707822"
[1] "Starting newton at: 0.734028859961259"
[1] "Newton iter: 1, lambda:0.846666722690977, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.854919752281698, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.854962288608858, diff to last: 0"
[1] "Newton iter: 4, lambda:0.85496228973456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.85496228973456"
[1] "Starting iterative with newton 0.85496228973456"
[1] "Starting newton at: 0.734561243356089"
[1] "Newton iter: 1, lambda:0.844897189090559, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.852798157302404, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.852837081744196, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852837082685546, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.852837081744196"
[1] "Starting iterative with newton 0.852837081744196"
[1] "Starting newton at: 0.735935061402693"
[1] "Newton iter: 1, lambda:0.844475563233973, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.85211318148251, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.852149533703931, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852149534524612, diff to last: 0"
[1] "Final threshold is: 0.0192419193214615"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.896711339035178"
[1] "Starting iterative with newton 0.896711339035178"
[1] "Starting newton at: 0.971197487186679"
[1] "Newton iter: 1, lambda:0.921628534143691, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.923248371191033, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.923250149120746, diff to last: 0"
[1] "Newton iter: 4, lambda:0.923250149122886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.923250149122886"
[1] "Starting iterative with newton 0.923250149122886"
[1] "Starting newton at: 0.967886032238625"
[1] "Newton iter: 1, lambda:0.931704086428808, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.932578418670804, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.93257893948356, diff to last: 0"
[1] "Newton iter: 4, lambda:0.932578939483744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.93257893948356"
[1] "Starting iterative with newton 0.93257893948356"
[1] "Starting newton at: 0.969900623854543"
[1] "Newton iter: 1, lambda:0.935027654838425, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.935842029039306, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.935842481769448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.935842481769588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.935842481769588"
[1] "Starting iterative with newton 0.935842481769588"
[1] "Starting newton at: 0.968470929706757"
[1] "Newton iter: 1, lambda:0.93628678288459, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.936981923540738, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.936982253617689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936982253617763, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936982253617689"
[1] "Starting iterative with newton 0.936982253617689"
[1] "Starting newton at: 0.968350873349153"
[1] "Newton iter: 1, lambda:0.936707427196811, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.937379767094279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.937380075945203, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937380075945268, diff to last: 0"
[1] "Final threshold is: 0.0211664632573158"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.31951625707435"
[1] "Newton iter: 1, lambda:1.16536083067519, diff to last: 0.154"
[1] "Newton iter: 2, lambda:1.18579870678777, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.18621430556196, diff to last: 0"
[1] "Newton iter: 4, lambda:1.18621447504362, diff to last: 0"
[1] "Newton iter: 5, lambda:1.18621447504365, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.18621447504362"
[1] "Starting iterative with newton 1.18621447504362"
[1] "Starting newton at: 1.76262033569715"
[1] "Newton iter: 1, lambda:1.40676315947659, diff to last: 0.356"
[1] "Newton iter: 2, lambda:1.50426975394813, diff to last: 0.098"
[1] "Newton iter: 3, lambda:1.51661954978658, diff to last: 0.012"
[1] "Newton iter: 4, lambda:1.51680440702167, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5168044479574, diff to last: 0"
[1] "Newton iter: 6, lambda:1.51680444795741, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5168044479574"
[1] "Starting iterative with newton 1.5168044479574"
[1] "Starting newton at: 1.71569134271343"
[1] "Newton iter: 1, lambda:1.73531378737398, diff to last: 0.02"
[1] "Newton iter: 2, lambda:1.73584331895627, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.73584369638882, diff to last: 0"
[1] "Newton iter: 4, lambda:1.73584369638902, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.73584369638902"
[1] "Starting iterative with newton 1.73584369638902"
[1] "Starting newton at: 1.65799280143838"
[1] "Newton iter: 1, lambda:1.8300658919053, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.88005470923219, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.88388619174412, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.8839075067039, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88390750736037, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88390750736037"
[1] "Starting iterative with newton 1.88390750736037"
[1] "Starting newton at: 1.64340063874006"
[1] "Newton iter: 1, lambda:1.87343972547829, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.96921831527712, diff to last: 0.096"
[1] "Newton iter: 3, lambda:1.98472632395449, diff to last: 0.016"
[1] "Newton iter: 4, lambda:1.98509759856871, diff to last: 0"
[1] "Newton iter: 5, lambda:1.98509780712871, diff to last: 0"
[1] "Newton iter: 6, lambda:1.98509780712878, diff to last: 0"
[1] "Final threshold is: 0.0448244003419864"
threshold is:
[{'ad': 0.00027986176528339173, 'da': 0.00012118684943362881, 'dd': 0.0009025174418535347}, {'ad': 0.0007973991736680678, 'da': 0.001516462840870187, 'dd': 0.002230286166772152}, {'ad': 0.003022982954626115, 'da': 0.0038366376374299334, 'dd': 0.007760920776916744}, {'ad': 0.008612864751504707, 'da': 0.010169440427974638, 'dd': 0.018231475824016338}, {'ad': 0.019241919321461482, 'da': 0.021166463257315783, 'dd': 0.04482440034198636}]
Number of points in noise estimation: 128
Estimated noise: 0.022580449276108912
0.022580449276108912
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 59.9851964138741"
[1] "Starting iterative with newton 59.9851964138741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.1522296503202"
[1] "Starting iterative with newton 42.1522296503202"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.3374556138415"
[1] "Starting iterative with newton 38.3374556138415"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.7611422115765"
[1] "Starting iterative with newton 21.7611422115765"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.9622141403938"
[1] "Starting iterative with newton 15.9622141403938"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 7.84559500810996"
[1] "Starting iterative with newton 7.84559500810996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.93913457836443"
[1] "Starting iterative with newton 5.93913457836443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.4955719412282"
[1] "Starting iterative with newton 4.4955719412282"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.14102242482418"
[1] "Starting iterative with newton 2.14102242482418"
[1] "Starting newton at: 2.61391715583834"
[1] "Newton iter: 1, lambda:1.80510726212899, diff to last: 0.809"
[1] "Newton iter: 2, lambda:1.86640706500336, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.86482642440511, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.86482549459084, diff to last: 0"
[1] "Newton iter: 5, lambda:1.86482549459052, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.86482549459052"
[1] "Starting iterative with newton 1.86482549459052"
[1] "Starting newton at: 2.30786825232969"
[1] "Newton iter: 1, lambda:1.71287444710574, diff to last: 0.595"
[1] "Newton iter: 2, lambda:1.70625633445378, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.70623362665881, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70623362638848, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70623362638848"
[1] "Starting iterative with newton 1.70623362638848"
[1] "Starting newton at: 2.08616970040687"
[1] "Newton iter: 1, lambda:1.5942705885116, diff to last: 0.492"
[1] "Newton iter: 2, lambda:1.55423036476634, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.55315151822959, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55315069218881, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55315069218833, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55315069218881"
[1] "Starting iterative with newton 1.55315069218881"
[1] "Starting newton at: 1.87122564676079"
[1] "Newton iter: 1, lambda:1.46193672226081, diff to last: 0.409"
[1] "Newton iter: 2, lambda:1.39860013110623, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.39502734092764, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.39501523081571, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39501523067618, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.39501523067618"
[1] "Starting iterative with newton 1.39501523067618"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90723671227425"
[1] "Starting iterative with newton 1.90723671227425"
[1] "Starting newton at: 2.30501867398947"
[1] "Newton iter: 1, lambda:1.71141490345823, diff to last: 0.594"
[1] "Newton iter: 2, lambda:1.6922708751408, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.69206721429808, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69206719058297, diff to last: 0"
[1] "Newton iter: 5, lambda:1.69206719058297, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69206719058297"
[1] "Starting iterative with newton 1.69206719058297"
[1] "Starting newton at: 2.02318573580351"
[1] "Newton iter: 1, lambda:1.58515646428606, diff to last: 0.438"
[1] "Newton iter: 2, lambda:1.53497566359988, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.53315704978222, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53315451639452, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5331545163896, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5331545163896"
[1] "Starting iterative with newton 1.5331545163896"
[1] "Starting newton at: 1.86715671014532"
[1] "Newton iter: 1, lambda:1.46926017076963, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.40155081744878, diff to last: 0.068"
[1] "Newton iter: 3, lambda:1.39736144248477, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.39734437999796, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39734437971411, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39734437971411"
[1] "Starting iterative with newton 1.39734437971411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63880897399115"
[1] "Starting iterative with newton 1.63880897399115"
[1] "Starting newton at: 1.89652061327519"
[1] "Newton iter: 1, lambda:1.56120808940986, diff to last: 0.335"
[1] "Newton iter: 2, lambda:1.5268872063643, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.52607094291681, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5260704591589, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52607045915873, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52607045915873"
[1] "Starting iterative with newton 1.52607045915873"
[1] "Starting newton at: 1.79238157653155"
[1] "Newton iter: 1, lambda:1.47057730295611, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.42555913486926, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42385187340216, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42384929491786, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42384929491197, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42384929491197"
[1] "Starting iterative with newton 1.42384929491197"
[1] "Starting newton at: 1.67929257325577"
[1] "Newton iter: 1, lambda:1.36669434846698, diff to last: 0.313"
[1] "Newton iter: 2, lambda:1.30769966739461, diff to last: 0.059"
[1] "Newton iter: 3, lambda:1.30405061744144, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.30403596293917, diff to last: 0"
[1] "Newton iter: 5, lambda:1.30403596270231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.30403596293917"
[1] "Starting iterative with newton 1.30403596293917"
[1] "Starting newton at: 1.56372826543292"
[1] "Newton iter: 1, lambda:1.25260187226365, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.17398511897285, diff to last: 0.079"
[1] "Newton iter: 3, lambda:1.16573731580315, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.16564208865115, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16564207593392, diff to last: 0"
[1] "Newton iter: 6, lambda:1.16564207593392, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.16564208865115"
[1] "Starting iterative with newton 1.16564208865115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.01613696206807"
[1] "Starting iterative with newton 1.01613696206807"
[1] "Starting newton at: 1.35768839675298"
[1] "Newton iter: 1, lambda:1.28234992730302, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.27650002584552, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.27646211755659, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27646211595864, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27646211755659"
[1] "Starting iterative with newton 1.27646211755659"
[1] "Starting newton at: 1.60786466988265"
[1] "Newton iter: 1, lambda:1.56554456401396, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.56457886678093, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.56457831993022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56457831993004, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56457831993004"
[1] "Starting iterative with newton 1.56457831993004"
[1] "Starting newton at: 1.76945806387816"
[1] "Newton iter: 1, lambda:1.80222939541665, diff to last: 0.033"
[1] "Newton iter: 2, lambda:1.80189514315527, diff to last: 0"
[1] "Newton iter: 3, lambda:1.80189511221734, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80189511221734, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80189511221734"
[1] "Starting iterative with newton 1.80189511221734"
[1] "Starting newton at: 1.98055924037154"
[1] "Newton iter: 1, lambda:1.91761653394254, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.9172149437329, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91721491753249, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91721491753249, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91721491753249"
[1] "Starting iterative with newton 1.91721491753249"
[1] "Starting newton at: 2.06271830304879"
[1] "Newton iter: 1, lambda:1.97932764942164, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.97908772249964, diff to last: 0"
[1] "Newton iter: 3, lambda:1.97908771614569, diff to last: 0"
[1] "Final threshold is: 0.0446886897873979"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.94629477229955"
[1] "Starting iterative with newton 0.94629477229955"
[1] "Starting newton at: 1.29726643290515"
[1] "Newton iter: 1, lambda:1.27910002365202, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.27873927434278, diff to last: 0"
[1] "Newton iter: 3, lambda:1.27873913021413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2787391302141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2787391302141"
[1] "Starting iterative with newton 1.2787391302141"
[1] "Starting newton at: 1.64876815651032"
[1] "Newton iter: 1, lambda:1.60398810226662, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.60305649346733, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.60305604547685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60305604547675, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60305604547675"
[1] "Starting iterative with newton 1.60305604547675"
[1] "Starting newton at: 1.7777052830689"
[1] "Newton iter: 1, lambda:1.82293996395191, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.82235916309695, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.82235908372936, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82235908372936, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.82235908372936"
[1] "Starting iterative with newton 1.82235908372936"
[1] "Starting newton at: 1.987274789548"
[1] "Newton iter: 1, lambda:1.95252624720773, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.95243648327929, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95243648240463, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95243648240463"
[1] "Starting iterative with newton 1.95243648240463"
[1] "Starting newton at: 2.12798664024787"
[1] "Newton iter: 1, lambda:2.02679392262855, diff to last: 0.101"
[1] "Newton iter: 2, lambda:2.0272341117, diff to last: 0"
[1] "Newton iter: 3, lambda:2.02723410254417, diff to last: 0"
[1] "Final threshold is: 0.0457758570300396"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.896711339035178"
[1] "Starting iterative with newton 0.896711339035178"
[1] "Starting newton at: 1.22302976571192"
[1] "Newton iter: 1, lambda:1.27261799035407, diff to last: 0.05"
[1] "Newton iter: 2, lambda:1.26980925170937, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.26980042897534, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26980042888813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26980042897534"
[1] "Starting iterative with newton 1.26980042897534"
[1] "Starting newton at: 1.60461493870235"
[1] "Newton iter: 1, lambda:1.63446720816067, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.63403109454969, diff to last: 0"
[1] "Newton iter: 3, lambda:1.63403100784795, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63403100784795, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63403100784795"
[1] "Starting iterative with newton 1.63403100784795"
[1] "Starting newton at: 1.79045709359701"
[1] "Newton iter: 1, lambda:1.87943786899866, diff to last: 0.089"
[1] "Newton iter: 2, lambda:1.87746221609556, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87746161250205, diff to last: 0"
[1] "Newton iter: 4, lambda:1.877461612502, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.877461612502"
[1] "Starting iterative with newton 1.877461612502"
[1] "Starting newton at: 2.04314143648759"
[1] "Newton iter: 1, lambda:2.01806497932393, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.01806139013178, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0180613901314, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0180613901314"
[1] "Starting iterative with newton 2.0180613901314"
[1] "Starting newton at: 2.17950212502495"
[1] "Newton iter: 1, lambda:2.09229351202191, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.09305117357112, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.09305118865944, diff to last: 0"
[1] "Newton iter: 4, lambda:2.09305118865944, diff to last: 0"
[1] "Final threshold is: 0.0472620358571229"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0225804492761089"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66383054420119"
[1] "Newton iter: 1, lambda:1.56288964400915, diff to last: 0.101"
[1] "Newton iter: 2, lambda:1.55870181356524, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.55869237174531, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55869237169687, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55869237174531"
[1] "Starting iterative with newton 1.55869237174531"
[1] "Starting newton at: 2.24144923757961"
[1] "Newton iter: 1, lambda:2.14412613924324, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.14766544304462, diff to last: 0.004"
[1] "Newton iter: 3, lambda:2.14766913050283, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14766913050687, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14766913050283"
[1] "Starting iterative with newton 2.14766913050283"
[1] "Starting newton at: 2.46203725262992"
[1] "Newton iter: 1, lambda:2.4418710624969, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.44207785370823, diff to last: 0"
[1] "Newton iter: 3, lambda:2.44207787500791, diff to last: 0"
[1] "Newton iter: 4, lambda:2.44207787500791, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.44207787500791"
[1] "Starting iterative with newton 2.44207787500791"
[1] "Starting newton at: 2.64010436146836"
[1] "Newton iter: 1, lambda:2.58992491426919, diff to last: 0.05"
[1] "Newton iter: 2, lambda:2.59139854713684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.59139978724463, diff to last: 0"
[1] "Newton iter: 4, lambda:2.59139978724551, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.59139978724463"
[1] "Starting iterative with newton 2.59139978724463"
[1] "Starting newton at: 2.6883317232656"
[1] "Newton iter: 1, lambda:2.67136176126098, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.67153734740148, diff to last: 0"
[1] "Newton iter: 3, lambda:2.67153736608924, diff to last: 0"
[1] "Newton iter: 4, lambda:2.67153736608924, diff to last: 0"
[1] "Final threshold is: 0.0603245139842077"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04468868978739792}, {'ad': 0.04577585703003965, 'da': 0.04726203585712291, 'dd': 0.060324513984207725}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461046760373273. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008490088406999151
0.008490088406999151
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 159.538113151364"
[1] "Starting iterative with newton 159.538113151364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 112.109113340832"
[1] "Starting iterative with newton 112.109113340832"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 101.963245889144"
[1] "Starting iterative with newton 101.963245889144"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 57.8764724633031"
[1] "Starting iterative with newton 57.8764724633031"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.4534998286252"
[1] "Starting iterative with newton 42.4534998286252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 20.8663386797567"
[1] "Starting iterative with newton 20.8663386797567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7958693316061"
[1] "Starting iterative with newton 15.7958693316061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9565344104446"
[1] "Starting iterative with newton 11.9565344104446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.69431623620063"
[1] "Starting iterative with newton 5.69431623620063"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.0725339683787"
[1] "Starting iterative with newton 5.0725339683787"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.3586169114485"
[1] "Starting iterative with newton 4.3586169114485"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.70254301599993"
[1] "Starting iterative with newton 2.70254301599993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.5167889993397"
[1] "Starting iterative with newton 2.5167889993397"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38491567292788"
[1] "Starting iterative with newton 2.38491567292788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.79388963476544"
[1] "Starting iterative with newton 1.79388963476544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.461046760373273. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008490088406999151
0.008490088406999151
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462740178, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152481056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152481114, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152481056"
[1] "Starting iterative with newton 0.0124679152481056"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116628297761257, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116637288732896, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011663728873295, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116637288732896"
[1] "Starting iterative with newton 0.0116637288732896"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011659401561434, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116603003320076, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011660300332013, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011660300332013"
[1] "Starting iterative with newton 0.011660300332013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116593869317136, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011660285700893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116602857008984, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116602857008984"
[1] "Starting iterative with newton 0.0116602857008984"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116593868692818, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116602856384553, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116602856384606, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.8996855921348e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0105160710900089, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.0105168505776428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0105168505776471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0105168505776428"
[1] "Starting iterative with newton 0.0105168505776428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.16785305980796e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:3.16785308039282e-05, diff to last: 0"
[1] "Iteration: 2 Threshold: 3.16785305980796e-05"
[1] "Starting iterative with newton 3.16785305980796e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.05491745085862e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:3.05491746942295e-05, diff to last: 0"
[1] "Iteration: 3 Threshold: 3.05491745085862e-05"
[1] "Starting iterative with newton 3.05491745085862e-05"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:3.05490548797258e-05, diff to last: 0"
[1] "Newton iter: 2, lambda:3.05490550653671e-05, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.59364176679141e-07"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0489006993282106, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489615258368991, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489615259309155, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0489615258368991"
[1] "Starting iterative with newton 0.0489615258368991"
[1] "Starting newton at: 0.0292483886312932"
[1] "Newton iter: 1, lambda:0.0252460428265439, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.0252463060064836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0252463060064848, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0252463060064836"
[1] "Starting iterative with newton 0.0252463060064836"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250577758400687, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250680410449993, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025068041046722, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0250680410449993"
[1] "Starting iterative with newton 0.0250680410449993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250564000396391, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250666637489712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250666637506932, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0250666637489712"
[1] "Starting iterative with newton 0.0250666637489712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0250563894078854, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0250666531056622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0250666531073843, diff to last: 0"
[1] "Final threshold is: 0.000212818100934652"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0474431391874579, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0475061351671872, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0475061352781668, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0475061351671872"
[1] "Starting iterative with newton 0.0475061351671872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150140019252135, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150172779750364, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150172779751923, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0150172779750364"
[1] "Starting iterative with newton 0.0150172779750364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145933811373612, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145964533927117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145964533928479, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0145964533927117"
[1] "Starting iterative with newton 0.0145964533927117"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145879290557036, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145909987146659, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0145909987148018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0145909987146659"
[1] "Starting iterative with newton 0.0145909987146659"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0145878583860745, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0145909280113901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.014590928011526, diff to last: 0"
[1] "Final threshold is: 0.000123878268756862"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0878801474044294, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0883070397735377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0883070498265034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0883070498265034, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0883070498265034"
[1] "Starting iterative with newton 0.0883070498265034"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0216607208557039, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216728863317598, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216728863355973, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0216728863355973"
[1] "Starting iterative with newton 0.0216728863355973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0202174953400355, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0202277280321042, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0202277280347255, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0202277280347255"
[1] "Starting iterative with newton 0.0202277280347255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201866488999509, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201968423935096, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0201968423961089, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0201968423961089"
[1] "Starting iterative with newton 0.0201968423961089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0201859898746837, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0201961825317322, diff to last: 0"
[1] "Newton iter: 3, lambda:0.020196182534331, diff to last: 0"
[1] "Final threshold is: 0.000171467375178298"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119561130562982, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.12061774674238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.120617829009161, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120617829009161, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.120617829009161"
[1] "Starting iterative with newton 0.120617829009161"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0415601527980952, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0416270410369491, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0416270412101962, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0416270410369491"
[1] "Starting iterative with newton 0.0416270410369491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392951494670416, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0393532227910634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0393532229178973, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0393532227910634"
[1] "Starting iterative with newton 0.0393532227910634"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392295716026307, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392874020280968, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039287402153765, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0392874020280968"
[1] "Starting iterative with newton 0.0392874020280968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392276730313869, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392854964346636, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392854965602981, diff to last: 0"
[1] "Final threshold is: 0.000333537337843144"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.171938569115452, diff to last: 0.172"
[1] "Newton iter: 2, lambda:0.175092613151941, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.175093666966738, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175093666966855, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.175093666966738"
[1] "Starting iterative with newton 0.175093666966738"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0544833757834852, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0546348231142014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.054634824284311, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0546348231142014"
[1] "Starting iterative with newton 0.0546348231142014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0499637502669169, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0500853307619544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.050085331481861, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.050085331481861"
[1] "Starting iterative with newton 0.050085331481861"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049793007435574, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499135420179473, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499135427242545, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0499135427242545"
[1] "Starting iterative with newton 0.0499135427242545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.049786559653015, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499070548542953, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499070555600932, diff to last: 0"
[1] "Final threshold is: 0.00042371531383821"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.238862837813757"
[1] "Newton iter: 1, lambda:0.224030131999432, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.224060291395857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.224060291520742, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.224060291395857"
[1] "Starting iterative with newton 0.224060291395857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0680660177203002, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0683607154517285, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0683607209748978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0683607209748978"
[1] "Starting iterative with newton 0.0683607209748978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0609506644355458, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0611730092652294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.061173012223991, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.061173012223991"
[1] "Starting iterative with newton 0.061173012223991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606227965117702, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0608421157403174, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0608421186107443, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0608421157403174"
[1] "Starting iterative with newton 0.0608421157403174"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0606077020052055, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.0608268825852087, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0608268854516232, diff to last: 0"
[1] "Final threshold is: 0.000516425610670579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.303251214762378"
[1] "Newton iter: 1, lambda:0.396334543950274, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.398435392115675, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.398436444513412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398436444513676, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.398436444513412"
[1] "Starting iterative with newton 0.398436444513412"
[1] "Starting newton at: 0.267869786758521"
[1] "Newton iter: 1, lambda:0.156960797470825, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.158541613145811, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158541935938935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158541935938948, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.158541935938935"
[1] "Starting iterative with newton 0.158541935938935"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136027012678839, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138256410918221, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138257008878467, diff to last: 0"
[1] "Newton iter: 4, lambda:0.13825700887851, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138257008878467"
[1] "Starting iterative with newton 0.138257008878467"
[1] "Starting newton at: 0.258626080908233"
[1] "Newton iter: 1, lambda:0.134673974772579, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.136503261929561, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136503662006839, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136503662006859, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136503662006859"
[1] "Starting iterative with newton 0.136503662006859"
[1] "Starting newton at: 0.260379427779841"
[1] "Newton iter: 1, lambda:0.134464822916482, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.13635133266464, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136351757933513, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136351757933535, diff to last: 0"
[1] "Final threshold is: 0.00115763847930546"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.309790771855125"
[1] "Newton iter: 1, lambda:0.450572212778977, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.456042631177238, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.45605066680847, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456050666825786, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456050666825786"
[1] "Starting iterative with newton 0.456050666825786"
[1] "Starting newton at: 0.338439718768141"
[1] "Newton iter: 1, lambda:0.169581078165133, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173600150282263, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173602449342988, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17360244934374, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.173602449342988"
[1] "Starting iterative with newton 0.173602449342988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.144355931173492, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.14708205381715, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147083024614329, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147083024614452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.147083024614329"
[1] "Starting iterative with newton 0.147083024614329"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141928729571915, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144541304709502, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144542188759129, diff to last: 0"
[1] "Newton iter: 4, lambda:0.14454218875923, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.144542188759129"
[1] "Starting iterative with newton 0.144542188759129"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141695546567122, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.144297380877589, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.144298256954139, diff to last: 0"
[1] "Newton iter: 4, lambda:0.144298256954238, diff to last: 0"
[1] "Final threshold is: 0.00122510495851652"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.622738293545735"
[1] "Newton iter: 1, lambda:0.52009602590477, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.523281542786523, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.52328470914983, diff to last: 0"
[1] "Newton iter: 4, lambda:0.523284709152956, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.523284709152956"
[1] "Starting iterative with newton 0.523284709152956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.188719914253651, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.194515890965264, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.194521340492204, diff to last: 0"
[1] "Newton iter: 4, lambda:0.19452134049702, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.194521340492204"
[1] "Starting iterative with newton 0.194521340492204"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.155743773478505, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.159281711260935, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.159283534811364, diff to last: 0"
[1] "Newton iter: 4, lambda:0.159283534811848, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.159283534811364"
[1] "Starting iterative with newton 0.159283534811364"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.152161046725524, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155495391435015, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155496990950311, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155496990950679, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.155496990950311"
[1] "Starting iterative with newton 0.155496990950311"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.151775565551051, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.155088465120753, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.155090041979677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.155090041980034, diff to last: 0"
[1] "Final threshold is: 0.00131672816745267"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.70254301599993"
[1] "Starting iterative with newton 2.70254301599993"
[1] "Starting newton at: 0.59417077393021"
[1] "Newton iter: 1, lambda:0.62217983508844, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.622492745980594, diff to last: 0"
[1] "Newton iter: 3, lambda:0.622492784703214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.622492784703215, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.622492784703214"
[1] "Starting iterative with newton 0.622492784703214"
[1] "Starting newton at: 0.324271237124728"
[1] "Newton iter: 1, lambda:0.318279313589956, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.318288445367552, diff to last: 0"
[1] "Newton iter: 3, lambda:0.318288445388773, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.318288445388773"
[1] "Starting iterative with newton 0.318288445388773"
[1] "Starting newton at: 0.305472862167205"
[1] "Newton iter: 1, lambda:0.269600079533071, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.269897347614412, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26989736807882, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26989736807882, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.26989736807882"
[1] "Starting iterative with newton 0.26989736807882"
[1] "Starting newton at: 0.299573325790388"
[1] "Newton iter: 1, lambda:0.261759037270187, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.262084148173691, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262084172264763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.262084172264764, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.262084172264763"
[1] "Starting iterative with newton 0.262084172264763"
[1] "Starting newton at: 0.298342870692067"
[1] "Newton iter: 1, lambda:0.260494725492835, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.260819583179951, diff to last: 0"
[1] "Newton iter: 3, lambda:0.260819607171184, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260819607171184, diff to last: 0"
[1] "Final threshold is: 0.00221438152316214"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.5167889993397"
[1] "Starting iterative with newton 2.5167889993397"
[1] "Starting newton at: 0.608520491338778"
[1] "Newton iter: 1, lambda:0.618279054933571, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.618316830295084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.618316830859467, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.618316830295084"
[1] "Starting iterative with newton 0.618316830295084"
[1] "Starting newton at: 0.297824253729495"
[1] "Newton iter: 1, lambda:0.340993804345561, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.341495338904143, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341495406307799, diff to last: 0"
[1] "Newton iter: 4, lambda:0.3414954063078, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.3414954063078"
[1] "Starting iterative with newton 0.3414954063078"
[1] "Starting newton at: 0.28960367216313"
[1] "Newton iter: 1, lambda:0.295559394244617, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.295568180418881, diff to last: 0"
[1] "Newton iter: 3, lambda:0.295568180437994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295568180418881"
[1] "Starting iterative with newton 0.295568180418881"
[1] "Starting newton at: 0.2890543988622"
[1] "Newton iter: 1, lambda:0.287785652944473, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.287786045925126, diff to last: 0"
[1] "Newton iter: 3, lambda:0.287786045925164, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.287786045925164"
[1] "Starting iterative with newton 0.287786045925164"
[1] "Starting newton at: 0.290209576304892"
[1] "Newton iter: 1, lambda:0.286458995413252, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.286462420716883, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286462420719741, diff to last: 0"
[1] "Final threshold is: 0.00243209127716932"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38491567292788"
[1] "Starting iterative with newton 2.38491567292788"
[1] "Starting newton at: 0.581891479078276"
[1] "Newton iter: 1, lambda:0.631134188405239, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.632141958188756, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.632142374323855, diff to last: 0"
[1] "Newton iter: 4, lambda:0.632142374323926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632142374323926"
[1] "Starting iterative with newton 0.632142374323926"
[1] "Starting newton at: 0.282620780669614"
[1] "Newton iter: 1, lambda:0.357432476628483, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.359023295968694, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.359024010068064, diff to last: 0"
[1] "Newton iter: 4, lambda:0.359024010068208, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.359024010068208"
[1] "Starting iterative with newton 0.359024010068208"
[1] "Starting newton at: 0.285690699659474"
[1] "Newton iter: 1, lambda:0.311260876151138, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.311431631456172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311431639055077, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.311431639055077"
[1] "Starting iterative with newton 0.311431639055077"
[1] "Starting newton at: 0.288437960722794"
[1] "Newton iter: 1, lambda:0.30290841440047, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.302962253446396, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30296225419084, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.302962253446396"
[1] "Starting iterative with newton 0.302962253446396"
[1] "Starting newton at: 0.289248056042021"
[1] "Newton iter: 1, lambda:0.301411617265438, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.301449551281173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.301449551649769, diff to last: 0"
[1] "Final threshold is: 0.00255933334062738"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00849008840699915"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.79388963476544"
[1] "Starting iterative with newton 1.79388963476544"
[1] "Starting newton at: 0.827498426278826"
[1] "Newton iter: 1, lambda:0.710491694107123, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.717000680355244, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.717021813470831, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717021813693105, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717021813693105"
[1] "Starting iterative with newton 0.717021813693105"
[1] "Starting newton at: 0.527865346379583"
[1] "Newton iter: 1, lambda:0.482565683854898, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.483334053616885, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483334276651482, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483334276651501, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.483334276651501"
[1] "Starting iterative with newton 0.483334276651501"
[1] "Starting newton at: 0.54500724021544"
[1] "Newton iter: 1, lambda:0.425800149058035, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.430691353512502, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.430699769470941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43069976949584, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.430699769470941"
[1] "Starting iterative with newton 0.430699769470941"
[1] "Starting newton at: 0.547124302924751"
[1] "Newton iter: 1, lambda:0.412572486711933, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.418686808013227, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.418699741173353, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418699741231171, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418699741173353"
[1] "Starting iterative with newton 0.418699741173353"
[1] "Starting newton at: 0.548310357586828"
[1] "Newton iter: 1, lambda:0.409459631077396, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.415941618247425, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.415956097838804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.415956097910994, diff to last: 0"
[1] "Final threshold is: 0.00353150404469473"
threshold is:
[{'ad': 9.8996855921348e-05, 'da': 2.593641766791408e-07, 'dd': 0.00021281810093465208}, {'ad': 0.00012387826875686242, 'da': 0.00017146737517829838, 'dd': 0.00033353733784314367}, {'ad': 0.00042371531383821005, 'da': 0.000516425610670579, 'dd': 0.001157638479305458}, {'ad': 0.0012251049585165214, 'da': 0.0013167281674526668, 'dd': 0.0022143815231621383}, {'ad': 0.0024320912771693248, 'da': 0.002559333340627382, 'dd': 0.003531504044694732}]
Number of points in noise estimation: 128
Estimated noise: 0.022580449276108912
0.022580449276108912
threshold is:
[{'ad': 0.003206166176466851, 'da': 0.02943896573833729, 'dd': 0.003581029470911323}, {'ad': 0.004640650111014999, 'da': 0.0008707979989021758, 'dd': 0.0022570960481747976}, {'ad': 0.003282484184193635, 'da': 0.003975601482928231, 'dd': 0.005830861323736532}, {'ad': 0.007406193964307749, 'da': 0.011098900523144415, 'dd': 0.013880632935072289}, {'ad': 0.015261939412887502, 'da': 0.01675578191279114, 'dd': 0.02499446313112022}]
['peppers256', 0.05, 2, 0.0006811851922356868, 0.00041093556248855543, 0.00043126356664287003, 0.001567890010970707, 0.00037911398512121294, 0.0005477799614219515, 0.0006134227814401338, 0.0006811851922356872, 31.66734801402667, 33.862262731352246, 33.652572297147, 28.0468440676888, 34.21230194605629, 32.61393858907628, 32.12240099122986, 31.66734801402667]
peppers256 0.05 3
Number of points in noise estimation: 128
Estimated noise: 0.022198364611601736
0.022198364611601736
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0223360887311523, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0223428738924583, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0223428738930843, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0223428738924583"
[1] "Starting iterative with newton 0.0223428738924583"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00010902575833482, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000109025765924756, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00010902575833482"
[1] "Starting iterative with newton 0.00010902575833482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00010135296595946, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000101352972132076, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000101352972132076"
[1] "Starting iterative with newton 0.000101352972132076"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000101350405050451, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000101350411222626, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.24981338185562e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249341004731702, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.024941857333183, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0249418573339335, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.024941857333183"
[1] "Starting iterative with newton 0.024941857333183"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126613911714423, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126625884463041, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126625884463148, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0126625884463041"
[1] "Starting iterative with newton 0.0126625884463041"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126337077539195, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126348963416113, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126348963416218, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0126348963416113"
[1] "Starting iterative with newton 0.0126348963416113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126336435535348, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126348321216147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126348321216252, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0126348321216252"
[1] "Starting iterative with newton 0.0126348321216252"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126336434046402, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0126348319726746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126348319726851, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000280472606935754"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0631021049963769, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0632419317598221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0632419324456016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0632419317598221"
[1] "Starting iterative with newton 0.0632419317598221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0372432400197927, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0372755293727319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0372755293969966, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0372755293727319"
[1] "Starting iterative with newton 0.0372755293727319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369046518942534, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369363089949367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369363090182252, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0369363089949367"
[1] "Starting iterative with newton 0.0369363089949367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369001054804171, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369317542627697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369317542860456, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0369317542627697"
[1] "Starting iterative with newton 0.0369317542627697"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369000444140022, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0369316930846538, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0369316931079295, diff to last: 0"
[1] "Final threshold is: 0.000819823189333597"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.12487378381253, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.126039193661906, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.126039294744632, diff to last: 0"
[1] "Newton iter: 4, lambda:0.126039294744633, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.126039294744632"
[1] "Starting iterative with newton 0.126039294744632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0418324131478696, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0419033826585562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0419033828628189, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0419033826585562"
[1] "Starting iterative with newton 0.0419033826585562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0392243810156289, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.039284694987584, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392846951301941, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.039284694987584"
[1] "Starting iterative with newton 0.039284694987584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391434209834818, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392034217513308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0392034218923122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0392034218923122"
[1] "Starting iterative with newton 0.0392034218923122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0391409082977251, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0392008993619449, diff to last: 0"
[1] "Newton iter: 3, lambda:0.039200899502876, diff to last: 0"
[1] "Final threshold is: 0.000870195857139159"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.142682090944649"
[1] "Newton iter: 1, lambda:0.190321943472524, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.190584566181724, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190584574133175, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.190584566181724"
[1] "Starting iterative with newton 0.190584566181724"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0768460377914561, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0772198654890291, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0772198743271376, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0772198743271376"
[1] "Starting iterative with newton 0.0772198743271376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0717417740289005, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0720597734850224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.072059779727987, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0720597734850224"
[1] "Starting iterative with newton 0.0720597734850224"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0715056784369236, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0718212249776556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718212311176555, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0718212249776556"
[1] "Starting iterative with newton 0.0718212249776556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0714947545253478, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.0718101878500727, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0718101939853425, diff to last: 0"
[1] "Final threshold is: 0.00159406873272353"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.129799332068036"
[1] "Newton iter: 1, lambda:0.294641702795425, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.299645446494009, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.299649977399696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.299649977403408, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.299649977399696"
[1] "Starting iterative with newton 0.299649977399696"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117008713719241, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118413072581683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.118413274598537, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118413274598541, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.118413274598537"
[1] "Starting iterative with newton 0.118413274598537"
[1] "Starting newton at: 0.20718893735272"
[1] "Newton iter: 1, lambda:0.104417002703101, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.105436191726059, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.10543629219623, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105436292196231, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.10543629219623"
[1] "Starting iterative with newton 0.10543629219623"
[1] "Starting newton at: 0.164707266103979"
[1] "Newton iter: 1, lambda:0.104147940823935, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.104500714015222, diff to last: 0"
[1] "Newton iter: 3, lambda:0.10450072600006, diff to last: 0"
[1] "Newton iter: 4, lambda:0.10450072600006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.10450072600006"
[1] "Starting iterative with newton 0.10450072600006"
[1] "Starting newton at: 0.165642832300149"
[1] "Newton iter: 1, lambda:0.10406861775468, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.104433192042695, diff to last: 0"
[1] "Newton iter: 3, lambda:0.104433204838777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.104433204838777, diff to last: 0"
[1] "Final threshold is: 0.00231824635856927"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.213348273755498"
[1] "Newton iter: 1, lambda:0.388204050559183, diff to last: 0.175"
[1] "Newton iter: 2, lambda:0.395370538509076, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.395382254079875, diff to last: 0"
[1] "Newton iter: 4, lambda:0.395382254111139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.395382254079875"
[1] "Starting iterative with newton 0.395382254079875"
[1] "Starting newton at: 0.299572116174639"
[1] "Newton iter: 1, lambda:0.164412446058851, diff to last: 0.135"
[1] "Newton iter: 2, lambda:0.166875160368348, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.166875984539652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166875984539744, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.166875984539652"
[1] "Starting iterative with newton 0.166875984539652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142952964729647, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145572093294733, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145572970638046, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145572970638144, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.145572970638046"
[1] "Starting iterative with newton 0.145572970638046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141011164065271, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143544014757403, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143544830313934, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143544830314018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143544830313934"
[1] "Starting iterative with newton 0.143544830313934"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140825904361368, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143350617377995, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143351427233765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143351427233848, diff to last: 0"
[1] "Final threshold is: 0.00318216724933045"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.597051365713988"
[1] "Newton iter: 1, lambda:0.455164833625637, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.460400345251467, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.460407763442905, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460407763457779, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.460407763442905"
[1] "Starting iterative with newton 0.460407763442905"
[1] "Starting newton at: 0.264770340536241"
[1] "Newton iter: 1, lambda:0.219250008858739, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.219596013587689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.219596033653346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.219596033653346, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.219596033653346"
[1] "Starting iterative with newton 0.219596033653346"
[1] "Starting newton at: 0.230606279209618"
[1] "Newton iter: 1, lambda:0.193719754190758, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.193935687362287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.193935694779532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.193935687362287"
[1] "Starting iterative with newton 0.193935687362287"
[1] "Starting newton at: 0.223904819588017"
[1] "Newton iter: 1, lambda:0.190916486451864, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.191088220155766, diff to last: 0"
[1] "Newton iter: 3, lambda:0.191088224819384, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.191088220155766"
[1] "Starting iterative with newton 0.191088220155766"
[1] "Starting newton at: 0.226752286794537"
[1] "Newton iter: 1, lambda:0.190564453689341, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.190770935371928, diff to last: 0"
[1] "Newton iter: 3, lambda:0.190770942109227, diff to last: 0"
[1] "Final threshold is: 0.00423480278068236"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.16599299830628"
[1] "Starting iterative with newton 2.16599299830628"
[1] "Starting newton at: 0.501297417715285"
[1] "Newton iter: 1, lambda:0.577593837270739, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.579666890699676, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.579668388709128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.57966838870991, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.579668388709128"
[1] "Starting iterative with newton 0.579668388709128"
[1] "Starting newton at: 0.396786827690391"
[1] "Newton iter: 1, lambda:0.384151030180546, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.384195917493136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.384195918060751, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.384195917493136"
[1] "Starting iterative with newton 0.384195917493136"
[1] "Starting newton at: 0.411948898468904"
[1] "Newton iter: 1, lambda:0.351058518076502, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.352053801303798, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.352054069670657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.352054069670677, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.352054069670657"
[1] "Starting iterative with newton 0.352054069670657"
[1] "Starting newton at: 0.424857886823459"
[1] "Newton iter: 1, lambda:0.344850737423565, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.346552521089972, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.346553300411093, diff to last: 0"
[1] "Newton iter: 4, lambda:0.346553300411256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.346553300411093"
[1] "Starting iterative with newton 0.346553300411093"
[1] "Starting newton at: 0.416497031490418"
[1] "Newton iter: 1, lambda:0.344215778868608, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.345604954281925, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.345605472952159, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345605472952231, diff to last: 0"
[1] "Final threshold is: 0.00767187630035708"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.94900773797833"
[1] "Starting iterative with newton 1.94900773797833"
[1] "Starting newton at: 0.48366938530474"
[1] "Newton iter: 1, lambda:0.620353449164264, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.628081671249948, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.628105514951727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628105515178132, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628105514951727"
[1] "Starting iterative with newton 0.628105514951727"
[1] "Starting newton at: 0.480512693841406"
[1] "Newton iter: 1, lambda:0.422428844270922, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.423487835551915, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.423488191452525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423488191452565, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.423488191452525"
[1] "Starting iterative with newton 0.423488191452525"
[1] "Starting newton at: 0.485760519885793"
[1] "Newton iter: 1, lambda:0.381811128578044, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.385025372360031, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.385028501405866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.38502850140883, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.38502850140883"
[1] "Starting iterative with newton 0.38502850140883"
[1] "Starting newton at: 0.483581592371275"
[1] "Newton iter: 1, lambda:0.374042617800619, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.377576720122974, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.377580467641058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.37758046764527, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.37758046764527"
[1] "Starting iterative with newton 0.37758046764527"
[1] "Starting newton at: 0.480425273769777"
[1] "Newton iter: 1, lambda:0.372713799357046, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.376126237000352, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.376129724438532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376129724442173, diff to last: 0"
[1] "Final threshold is: 0.00834946476434783"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.63698268528871"
[1] "Starting iterative with newton 1.63698268528871"
[1] "Starting newton at: 0.703382248588365"
[1] "Newton iter: 1, lambda:0.664809419057635, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.665438070226953, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.665438239568269, diff to last: 0"
[1] "Newton iter: 4, lambda:0.665438239568281, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.665438239568269"
[1] "Starting iterative with newton 0.665438239568269"
[1] "Starting newton at: 0.414161255217789"
[1] "Newton iter: 1, lambda:0.489506956176304, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.49160789994189, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.491609510667803, diff to last: 0"
[1] "Newton iter: 4, lambda:0.491609510668749, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.491609510668749"
[1] "Starting iterative with newton 0.491609510668749"
[1] "Starting newton at: 0.435498667276202"
[1] "Newton iter: 1, lambda:0.454022254011066, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.454143283853721, diff to last: 0"
[1] "Newton iter: 3, lambda:0.454143289003101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.454143289003101"
[1] "Starting iterative with newton 0.454143289003101"
[1] "Starting newton at: 0.438821241963386"
[1] "Newton iter: 1, lambda:0.445785836542459, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.445802765360445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445802765460339, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.445802765360445"
[1] "Starting iterative with newton 0.445802765360445"
[1] "Starting newton at: 0.440554947783911"
[1] "Newton iter: 1, lambda:0.443929584399726, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.443933548781488, diff to last: 0"
[1] "Newton iter: 3, lambda:0.443933548786955, diff to last: 0"
[1] "Final threshold is: 0.00985459877917375"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.02175905575835"
[1] "Starting iterative with newton 1.02175905575835"
[1] "Starting newton at: 0.775390817997036"
[1] "Newton iter: 1, lambda:0.849312990471809, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.852733922621106, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.852741037935334, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852741037966068, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.852741037966068"
[1] "Starting iterative with newton 0.852741037966068"
[1] "Starting newton at: 0.75323007421042"
[1] "Newton iter: 1, lambda:0.800701654645478, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.802046749043196, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.802047809550697, diff to last: 0"
[1] "Newton iter: 4, lambda:0.802047809551355, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.802047809550697"
[1] "Starting iterative with newton 0.802047809550697"
[1] "Starting newton at: 0.753126209369599"
[1] "Newton iter: 1, lambda:0.785725586105318, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.786349073140408, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.78634929838165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.78634929838168, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.78634929838165"
[1] "Starting iterative with newton 0.78634929838165"
[1] "Starting newton at: 0.752347899851714"
[1] "Newton iter: 1, lambda:0.780961749791651, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.781439643324212, diff to last: 0"
[1] "Newton iter: 3, lambda:0.781439775178165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.781439775178175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.781439775178165"
[1] "Starting iterative with newton 0.781439775178165"
[1] "Starting newton at: 0.75613138222375"
[1] "Newton iter: 1, lambda:0.779579735498941, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.779899672114148, diff to last: 0"
[1] "Newton iter: 3, lambda:0.779899731140813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.779899731140815, diff to last: 0"
[1] "Final threshold is: 0.0173124985923539"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.968084912076912"
[1] "Starting iterative with newton 0.968084912076912"
[1] "Starting newton at: 0.746659534266039"
[1] "Newton iter: 1, lambda:0.864770970231748, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.873944980918475, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.873997974787773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.873997976548544, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.873997976548544"
[1] "Starting iterative with newton 0.873997976548544"
[1] "Starting newton at: 0.729013337224343"
[1] "Newton iter: 1, lambda:0.837033219195626, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.844513620142471, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.844548133871693, diff to last: 0"
[1] "Newton iter: 4, lambda:0.844548134603981, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.844548133871693"
[1] "Starting iterative with newton 0.844548133871693"
[1] "Starting newton at: 0.73119988980077"
[1] "Newton iter: 1, lambda:0.82906325063179, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.835139602854855, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.835162216289761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.835162216602122, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.835162216602122"
[1] "Starting iterative with newton 0.835162216602122"
[1] "Starting newton at: 0.732059477914765"
[1] "Newton iter: 1, lambda:0.826495406189038, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.832134390620393, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.832153821858784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.832153822088944, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.832153822088944"
[1] "Starting iterative with newton 0.832153822088944"
[1] "Starting newton at: 0.732816992853164"
[1] "Newton iter: 1, lambda:0.825719130810237, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.831169689243773, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.83118783002539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.831187830225862, diff to last: 0"
[1] "Final threshold is: 0.0184510105116297"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.903120426150796"
[1] "Starting iterative with newton 0.903120426150796"
[1] "Starting newton at: 0.990956972861853"
[1] "Newton iter: 1, lambda:0.908609862919385, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.912944427157074, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.912957012983021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.912957013088903, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.912957013088903"
[1] "Starting iterative with newton 0.912957013088903"
[1] "Starting newton at: 0.990521855170885"
[1] "Newton iter: 1, lambda:0.912422434231394, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.916338822252077, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.916349117436131, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916349117507136, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.916349117436131"
[1] "Starting iterative with newton 0.916349117436131"
[1] "Starting newton at: 0.989685634761066"
[1] "Newton iter: 1, lambda:0.9138031988693, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.917507712244119, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.917516929669156, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917516929726115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.917516929669156"
[1] "Starting iterative with newton 0.917516929669156"
[1] "Starting newton at: 0.988798294830411"
[1] "Newton iter: 1, lambda:0.914339581930041, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.917910182754342, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.917918747499985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917918747549176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.917918747499985"
[1] "Starting iterative with newton 0.917918747499985"
[1] "Starting newton at: 0.988416193074841"
[1] "Newton iter: 1, lambda:0.914531444291121, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.91804866571144, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.91805697681669, diff to last: 0"
[1] "Newton iter: 4, lambda:0.918056976863014, diff to last: 0"
[1] "Final threshold is: 0.0203793635056017"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.01783740063493"
[1] "Newton iter: 1, lambda:1.14487482655995, diff to last: 0.127"
[1] "Newton iter: 2, lambda:1.16148240227162, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.16175047165648, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16175054073666, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16175054073666, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16175054073666"
[1] "Starting iterative with newton 1.16175054073666"
[1] "Starting newton at: 1.3120994914738"
[1] "Newton iter: 1, lambda:1.44630451392158, diff to last: 0.134"
[1] "Newton iter: 2, lambda:1.46955147891095, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.47019718370961, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4701976717402, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47019767174048, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47019767174048"
[1] "Starting iterative with newton 1.47019767174048"
[1] "Starting newton at: 1.7499713519635"
[1] "Newton iter: 1, lambda:1.6659173040483, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.67427909069653, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.67437158351283, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67437159472762, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67437159472762, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67437158351283"
[1] "Starting iterative with newton 1.67437158351283"
[1] "Starting newton at: 1.67386358336989"
[1] "Newton iter: 1, lambda:1.79136985037881, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.81320832824042, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.81389703014456, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.81389769812984, diff to last: 0"
[1] "Newton iter: 5, lambda:1.81389769813047, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.81389769813047"
[1] "Starting iterative with newton 1.81389769813047"
[1] "Starting newton at: 1.65441295268743"
[1] "Newton iter: 1, lambda:1.8431217004708, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.90494463815155, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.91100688272164, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.91106148146011, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91106148585466, diff to last: 0"
[1] "Final threshold is: 0.042422439658191"
threshold is:
[{'ad': 2.2498133818556233e-06, 'da': 0.0002804726069357544, 'dd': 0.0008198231893335972}, {'ad': 0.0008701958571391588, 'da': 0.0015940687327235259, 'dd': 0.0023182463585692697}, {'ad': 0.003182167249330455, 'da': 0.004234802780682362, 'dd': 0.00767187630035708}, {'ad': 0.008349464764347829, 'da': 0.009854598779173745, 'dd': 0.01731249859235393}, {'ad': 0.018451010511629652, 'da': 0.02037936350560168, 'dd': 0.04242243965819101}]
Number of points in noise estimation: 128
Estimated noise: 0.022198364611601736
0.022198364611601736
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 60.0831970971963"
[1] "Starting iterative with newton 60.0831970971963"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.1244721907294"
[1] "Starting iterative with newton 43.1244721907294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 38.5479268273702"
[1] "Starting iterative with newton 38.5479268273702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.8413573546539"
[1] "Starting iterative with newton 21.8413573546539"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.0168860702263"
[1] "Starting iterative with newton 17.0168860702263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.32761520097652"
[1] "Starting iterative with newton 8.32761520097652"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.91607963600151"
[1] "Starting iterative with newton 5.91607963600151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.72821912222181"
[1] "Starting iterative with newton 4.72821912222181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.16599299830628"
[1] "Starting iterative with newton 2.16599299830628"
[1] "Starting newton at: 2.68337667420366"
[1] "Newton iter: 1, lambda:1.7699564412361, diff to last: 0.913"
[1] "Newton iter: 2, lambda:1.87518263501588, diff to last: 0.105"
[1] "Newton iter: 3, lambda:1.87017573996815, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.87016643483887, diff to last: 0"
[1] "Newton iter: 5, lambda:1.87016643480638, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.87016643480638"
[1] "Starting iterative with newton 1.87016643480638"
[1] "Starting newton at: 2.2717114929296"
[1] "Newton iter: 1, lambda:1.67331043306635, diff to last: 0.598"
[1] "Newton iter: 2, lambda:1.66119439493473, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.66111037451872, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66111037040248, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66111037040248"
[1] "Starting iterative with newton 1.66111037040248"
[1] "Starting newton at: 2.10144971192846"
[1] "Newton iter: 1, lambda:1.57995592046827, diff to last: 0.521"
[1] "Newton iter: 2, lambda:1.53737596113704, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.53609919514889, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53609798408038, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53609798407929, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.53609798407929"
[1] "Starting iterative with newton 1.53609798407929"
[1] "Starting newton at: 2.00092715174917"
[1] "Newton iter: 1, lambda:1.50917816324849, diff to last: 0.492"
[1] "Newton iter: 2, lambda:1.44860434421164, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.44558753886826, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.44557955273908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.44557955268297, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.44557955268297"
[1] "Starting iterative with newton 1.44557955268297"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.94900773797833"
[1] "Starting iterative with newton 1.94900773797833"
[1] "Starting newton at: 2.32956355982532"
[1] "Newton iter: 1, lambda:1.71223050989522, diff to last: 0.617"
[1] "Newton iter: 2, lambda:1.69730328850682, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.69717904594713, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69717903714818, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69717903714818"
[1] "Starting iterative with newton 1.69717903714818"
[1] "Starting newton at: 2.06462201750211"
[1] "Newton iter: 1, lambda:1.57915654920782, diff to last: 0.485"
[1] "Newton iter: 2, lambda:1.52597244553087, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.5238895534655, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.52388615747647, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52388615746743, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52388615746743"
[1] "Starting iterative with newton 1.52388615746743"
[1] "Starting newton at: 1.89185457792661"
[1] "Newton iter: 1, lambda:1.46874675736214, diff to last: 0.423"
[1] "Newton iter: 2, lambda:1.39647362734222, diff to last: 0.072"
[1] "Newton iter: 3, lambda:1.39165104336391, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.39162811476544, diff to last: 0"
[1] "Newton iter: 5, lambda:1.39162811424548, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.39162811424548"
[1] "Starting iterative with newton 1.39162811424548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.63698268528871"
[1] "Starting iterative with newton 1.63698268528871"
[1] "Starting newton at: 1.93707902719748"
[1] "Newton iter: 1, lambda:1.59366759707783, diff to last: 0.343"
[1] "Newton iter: 2, lambda:1.55908185648916, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.55828332697098, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55828288091134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5582828809112, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5582828809112"
[1] "Starting iterative with newton 1.5582828809112"
[1] "Starting newton at: 1.85042112513364"
[1] "Newton iter: 1, lambda:1.53504573403754, diff to last: 0.315"
[1] "Newton iter: 2, lambda:1.49616564199932, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.49502462366455, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49502359482987, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49502359482903, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.49502359482903"
[1] "Starting iterative with newton 1.49502359482903"
[1] "Starting newton at: 1.77727615895219"
[1] "Newton iter: 1, lambda:1.47864523384171, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.43540015092421, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.43381474230692, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43381251501858, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43381251501417, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43381251501417"
[1] "Starting iterative with newton 1.43381251501417"
[1] "Starting newton at: 1.71951365015594"
[1] "Newton iter: 1, lambda:1.42851058573408, diff to last: 0.291"
[1] "Newton iter: 2, lambda:1.38040302488486, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.37822956989885, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.37822493849362, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37822493847256, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.37822493847256"
[1] "Starting iterative with newton 1.37822493847256"
[1] "Starting newton at: 1.66630747989825"
[1] "Newton iter: 1, lambda:1.37998427837148, diff to last: 0.286"
[1] "Newton iter: 2, lambda:1.32650071464415, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.32353578896246, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.32352628988268, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32352628978501, diff to last: 0"
[1] "Final threshold is: 0.0293801191536882"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.02175905575835"
[1] "Starting iterative with newton 1.02175905575835"
[1] "Starting newton at: 1.18819448450366"
[1] "Newton iter: 1, lambda:1.27599628022287, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.26706188103982, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.26697110737852, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26697109795774, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26697109795774"
[1] "Starting iterative with newton 1.26697109795774"
[1] "Starting newton at: 1.45823568477403"
[1] "Newton iter: 1, lambda:1.52357605921083, diff to last: 0.065"
[1] "Newton iter: 2, lambda:1.52047817962019, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.52047179517609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52047179514884, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.52047179514884"
[1] "Starting iterative with newton 1.52047179514884"
[1] "Starting newton at: 1.69969442289518"
[1] "Newton iter: 1, lambda:1.7089396975208, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.70890440494735, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70890440444527, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.70890440444527"
[1] "Starting iterative with newton 1.70890440444527"
[1] "Starting newton at: 1.88982258291245"
[1] "Newton iter: 1, lambda:1.8307128766987, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.82999187324352, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.82999173455304, diff to last: 0"
[1] "Newton iter: 4, lambda:1.82999173455303, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.82999173455303"
[1] "Starting iterative with newton 1.82999173455303"
[1] "Starting newton at: 2.00129818244506"
[1] "Newton iter: 1, lambda:1.89791312357778, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.89681852392361, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.89681828169969, diff to last: 0"
[1] "Newton iter: 4, lambda:1.89681828169968, diff to last: 0"
[1] "Final threshold is: 0.0421062638191215"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.968084912076912"
[1] "Starting iterative with newton 0.968084912076912"
[1] "Starting newton at: 1.32196165980339"
[1] "Newton iter: 1, lambda:1.27797483675675, diff to last: 0.044"
[1] "Newton iter: 2, lambda:1.27588327542077, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.27587837733056, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27587837730367, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27587837733056"
[1] "Starting iterative with newton 1.27587837733056"
[1] "Starting newton at: 1.65089173618896"
[1] "Newton iter: 1, lambda:1.58389450901553, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.58173617252761, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.58173357351778, diff to last: 0"
[1] "Newton iter: 4, lambda:1.581733573514, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.581733573514"
[1] "Starting iterative with newton 1.581733573514"
[1] "Starting newton at: 1.75839500039865"
[1] "Newton iter: 1, lambda:1.79292168354548, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.79254115342172, diff to last: 0"
[1] "Newton iter: 3, lambda:1.79254111254573, diff to last: 0"
[1] "Newton iter: 4, lambda:1.79254111254573, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.79254111254573"
[1] "Starting iterative with newton 1.79254111254573"
[1] "Starting newton at: 1.97993030518971"
[1] "Newton iter: 1, lambda:1.91577661437513, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.9153925262956, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91539250311744, diff to last: 0"
[1] "Newton iter: 4, lambda:1.91539250311744, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.91539250311744"
[1] "Starting iterative with newton 1.91539250311744"
[1] "Starting newton at: 2.10302805609646"
[1] "Newton iter: 1, lambda:1.98133962906862, diff to last: 0.122"
[1] "Newton iter: 2, lambda:1.98150999403202, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98150999112775, diff to last: 0"
[1] "Final threshold is: 0.0439862812645855"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.903120426150796"
[1] "Starting iterative with newton 0.903120426150796"
[1] "Starting newton at: 1.24171662772189"
[1] "Newton iter: 1, lambda:1.27359750761295, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.2724413294877, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27243983217641, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27243983217389, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27243983217641"
[1] "Starting iterative with newton 1.27243983217641"
[1] "Starting newton at: 1.60724857326411"
[1] "Newton iter: 1, lambda:1.62436146622408, diff to last: 0.017"
[1] "Newton iter: 2, lambda:1.62421524905947, diff to last: 0"
[1] "Newton iter: 3, lambda:1.62421523879144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62421523879144, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62421523879144"
[1] "Starting iterative with newton 1.62421523879144"
[1] "Starting newton at: 1.7835847240579"
[1] "Newton iter: 1, lambda:1.86342932608508, diff to last: 0.08"
[1] "Newton iter: 2, lambda:1.86171598935281, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.86171544790671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86171544790665, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86171544790665"
[1] "Starting iterative with newton 1.86171544790665"
[1] "Starting newton at: 2.02230559037786"
[1] "Newton iter: 1, lambda:1.99931455705368, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.99929434649128, diff to last: 0"
[1] "Newton iter: 3, lambda:1.99929434646676, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.99929434649128"
[1] "Starting iterative with newton 1.99929434649128"
[1] "Starting newton at: 2.16016904845223"
[1] "Newton iter: 1, lambda:2.0726433877096, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.07318111338174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.07318111215668, diff to last: 0"
[1] "Final threshold is: 0.0460212302335401"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0221983646116017"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4278482833215"
[1] "Newton iter: 1, lambda:1.536450731017, diff to last: 0.109"
[1] "Newton iter: 2, lambda:1.52815087830095, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.52810976936723, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52810976834248, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.52810976834248"
[1] "Starting iterative with newton 1.52810976834248"
[1] "Starting newton at: 2.0723341005434"
[1] "Newton iter: 1, lambda:2.09736219765524, diff to last: 0.025"
[1] "Newton iter: 2, lambda:2.0974914212695, diff to last: 0"
[1] "Newton iter: 3, lambda:2.09749142513115, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.0974914212695"
[1] "Starting iterative with newton 2.0974914212695"
[1] "Starting newton at: 2.41422982961101"
[1] "Newton iter: 1, lambda:2.37196673286858, diff to last: 0.042"
[1] "Newton iter: 2, lambda:2.37278996533606, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.37279026059537, diff to last: 0"
[1] "Newton iter: 4, lambda:2.37279026059541, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.37279026059537"
[1] "Starting iterative with newton 2.37279026059537"
[1] "Starting newton at: 2.56514528113818"
[1] "Newton iter: 1, lambda:2.52258094618117, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.52355076528758, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52355125292054, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52355125292066, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52355125292054"
[1] "Starting iterative with newton 2.52355125292054"
[1] "Starting newton at: 2.60568980405702"
[1] "Newton iter: 1, lambda:2.60073811021294, diff to last: 0.005"
[1] "Newton iter: 2, lambda:2.60075178628419, diff to last: 0"
[1] "Newton iter: 3, lambda:2.60075178638821, diff to last: 0"
[1] "Final threshold is: 0.057732436416211"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.029380119153688215, 'dd': 0.042106263819121546}, {'ad': 0.04398628126458548, 'da': 0.04602123023354007, 'dd': 0.057732436416210994}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462636735970206. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008316657689978002
0.008316657689978002
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 160.370760215553"
[1] "Starting iterative with newton 160.370760215553"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 115.105465808251"
[1] "Starting iterative with newton 115.105465808251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 102.890003007635"
[1] "Starting iterative with newton 102.890003007635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 58.2977479949854"
[1] "Starting iterative with newton 58.2977479949854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 45.4205349820006"
[1] "Starting iterative with newton 45.4205349820006"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.2276117964022"
[1] "Starting iterative with newton 22.2276117964022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7908738975141"
[1] "Starting iterative with newton 15.7908738975141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.6203020433446"
[1] "Starting iterative with newton 12.6203020433446"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.78134920480375"
[1] "Starting iterative with newton 5.78134920480375"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.20218409982321"
[1] "Starting iterative with newton 5.20218409982321"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.36934401601105"
[1] "Starting iterative with newton 4.36934401601105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.72722299154646"
[1] "Starting iterative with newton 2.72722299154646"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.58395892368759"
[1] "Starting iterative with newton 2.58395892368759"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.4105592961989"
[1] "Starting iterative with newton 2.4105592961989"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80031088927509"
[1] "Starting iterative with newton 1.80031088927509"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462636735970206. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008316657689978002
0.008316657689978002
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.08055194821346e-09, diff to last: 0"
[1] "Newton iter: 2, lambda:1.08055194821346e-09, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.18329221957307e-18, diff to last: 0"
[1] "Newton iter: 2, lambda:1.18329221957307e-18, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124673485852171, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124683183001392, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124683183001451, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124683183001392"
[1] "Starting iterative with newton 0.0124683183001392"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116780328922203, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011678933435068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116789334350734, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0116789334350734"
[1] "Starting iterative with newton 0.0116789334350734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116746964869907, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116755967129462, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116755967129516, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0116755967129462"
[1] "Starting iterative with newton 0.0116755967129462"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116746823706213, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116755825952356, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011675582595241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0116755825952356"
[1] "Starting iterative with newton 0.0116755825952356"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0116746823108946, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0116755825355032, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0116755825355085, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.710182327891e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037501347913125, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0375284359688987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0375284359830254, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0375284359830254"
[1] "Starting iterative with newton 0.0375284359830254"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0257304770600635, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0257452831654762, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0257452831703774, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0257452831654762"
[1] "Starting iterative with newton 0.0257452831654762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254723032709927, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254868324263675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0254868324310931, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0254868324263675"
[1] "Starting iterative with newton 0.0254868324263675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254666305566814, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254811536330376, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0254811536377594, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0254811536330376"
[1] "Starting iterative with newton 0.0254811536330376"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0254665059086578, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0254810288514413, diff to last: 0"
[1] "Newton iter: 3, lambda:0.025481028856163, diff to last: 0"
[1] "Final threshold is: 0.00021191699458516"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510161270616702, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511008485620986, diff to last: 0"
[1] "Newton iter: 3, lambda:0.051100848795631, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0511008485620986"
[1] "Starting iterative with newton 0.0511008485620986"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0139031904224772, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0139059870663901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0139059870665033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0139059870663901"
[1] "Starting iterative with newton 0.0139059870663901"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134902675131949, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134928533573038, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134928533573988, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0134928533573038"
[1] "Starting iterative with newton 0.0134928533573038"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134856913547222, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0134882749227445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134882749228394, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0134882749228394"
[1] "Starting iterative with newton 0.0134882749228394"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0134856406421398, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.013488224184946, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0134882241850408, diff to last: 0"
[1] "Final threshold is: 0.000112176943392667"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.179932443642501"
[1] "Newton iter: 1, lambda:0.0919956316022053, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.0924034579609608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0924034667825073, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0924034667825073"
[1] "Starting iterative with newton 0.0924034667825073"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0305685761223579, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0305942758576377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0305942758758033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0305942758576377"
[1] "Starting iterative with newton 0.0305942758576377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0294086681558765, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294318353951325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294318354095101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0294318354095101"
[1] "Starting iterative with newton 0.0294318354095101"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0293866523206152, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294097735193055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294097735336191, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0294097735193055"
[1] "Starting iterative with newton 0.0294097735193055"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0293862344138874, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0294093547393389, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0294093547536513, diff to last: 0"
[1] "Final threshold is: 0.000244587536250214"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.168248120297068"
[1] "Newton iter: 1, lambda:0.135199819604921, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.135289868917973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.135289869588072, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.135289869588072"
[1] "Starting iterative with newton 0.135289869588072"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0440608476169645, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0441357873238828, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0441357875406323, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0441357873238828"
[1] "Starting iterative with newton 0.0441357873238828"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414309705055229, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0414954803393578, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414954804957336, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0414954804957336"
[1] "Starting iterative with newton 0.0414954804957336"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0413540680535846, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0414182880971909, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414182882520433, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0414182880971909"
[1] "Starting iterative with newton 0.0414182880971909"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0413518192238537, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0414160308057608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0414160309605688, diff to last: 0"
[1] "Final threshold is: 0.000344442951089096"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.332168059691594"
[1] "Newton iter: 1, lambda:0.186796771303184, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.189152551570099, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.189153180526615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.18915318052666, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.18915318052666"
[1] "Starting iterative with newton 0.18915318052666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0580815492602543, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0582641370820712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0582641388863561, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0582641370820712"
[1] "Starting iterative with newton 0.0582641370820712"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0530485779065482, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531931541466655, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531931552205114, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0531931541466655"
[1] "Starting iterative with newton 0.0531931541466655"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0528534734443108, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0529966920774746, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0529966931290762, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0529966931290762"
[1] "Starting iterative with newton 0.0529966931290762"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0528459139223324, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0529890801247961, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0529890811755437, diff to last: 0"
[1] "Final threshold is: 0.000440692049443454"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.274669037222012"
[1] "Newton iter: 1, lambda:0.240181391448142, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.24034827899479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.240348282919952, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240348282919952"
[1] "Starting iterative with newton 0.240348282919952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0860269411393703, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.0865759420245817, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.08657596436872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.08657596436872, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.08657596436872"
[1] "Starting iterative with newton 0.08657596436872"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0781819778916973, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0786143037234394, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0786143169371487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0786143169371487, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0786143169371487"
[1] "Starting iterative with newton 0.0786143169371487"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0777707243977045, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781974289039523, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781974417437541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781974417437541, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0781974417437541"
[1] "Starting iterative with newton 0.0781974417437541"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0777491716935296, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0781755829483342, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0781755957687936, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0781755957687936, diff to last: 0"
[1] "Final threshold is: 0.000650159669719149"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.298212417244549"
[1] "Newton iter: 1, lambda:0.391453761761611, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.393507633548103, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.393508614186805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.393508614187029, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.393508614186805"
[1] "Starting iterative with newton 0.393508614186805"
[1] "Starting newton at: 0.310186694410901"
[1] "Newton iter: 1, lambda:0.156966570620875, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.160074826426627, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.16007611582319, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160076115823412, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.16007611582319"
[1] "Starting iterative with newton 0.16007611582319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136073636230125, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138384750562327, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138385416280996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138385416281051, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.138385416280996"
[1] "Starting iterative with newton 0.138385416280996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.134098087075203, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136327395698628, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136328010987584, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136328010987631, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.136328010987584"
[1] "Starting iterative with newton 0.136328010987584"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133910265279576, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.136131895133961, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.136132505801361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.136132505801407, diff to last: 0"
[1] "Final threshold is: 0.00113216745122887"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.342639086586579"
[1] "Newton iter: 1, lambda:0.445702158665278, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.448572234511387, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.448574414574987, diff to last: 0"
[1] "Newton iter: 4, lambda:0.448574414576244, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.448574414574987"
[1] "Starting iterative with newton 0.448574414574987"
[1] "Starting newton at: 0.316088518014612"
[1] "Newton iter: 1, lambda:0.168443232691634, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.171468139101208, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.171469419223576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.171469419223805, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.171469419223576"
[1] "Starting iterative with newton 0.171469419223576"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.142636274835422, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.145269283574842, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.145270179320292, diff to last: 0"
[1] "Newton iter: 4, lambda:0.145270179320395, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.145270179320292"
[1] "Starting iterative with newton 0.145270179320292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140208182780894, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142731858523556, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.14273267489801, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142732674898096, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.14273267489801"
[1] "Starting iterative with newton 0.14273267489801"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139972405151976, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142485622514991, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142486431509078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142486431509162, diff to last: 0"
[1] "Final threshold is: 0.0011850108763275"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.653415964958168"
[1] "Newton iter: 1, lambda:0.508010365054523, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.514117763162978, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.514129051021542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.514129051060037, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.514129051060037"
[1] "Starting iterative with newton 0.514129051060037"
[1] "Starting newton at: 0.358224199432782"
[1] "Newton iter: 1, lambda:0.190783966407308, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.195238971535957, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.195242158995677, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195242158997308, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.195242158997308"
[1] "Starting iterative with newton 0.195242158997308"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157936138519344, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.161565642928846, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.161567556944027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.16156755694456, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.16156755694456"
[1] "Starting iterative with newton 0.16156755694456"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154521063472729, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.157955670001603, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157957364694495, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157957364694908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.157957364694495"
[1] "Starting iterative with newton 0.157957364694495"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154153927892447, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157568001192334, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157569673637863, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157569673638265, diff to last: 0"
[1] "Final threshold is: 0.00131045303796766"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.72722299154646"
[1] "Starting iterative with newton 2.72722299154646"
[1] "Starting newton at: 0.57637471706036"
[1] "Newton iter: 1, lambda:0.605879410638758, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.606216250765461, diff to last: 0"
[1] "Newton iter: 3, lambda:0.606216294296035, diff to last: 0"
[1] "Newton iter: 4, lambda:0.606216294296036, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.606216294296036"
[1] "Starting iterative with newton 0.606216294296036"
[1] "Starting newton at: 0.281525737923619"
[1] "Newton iter: 1, lambda:0.308090429220319, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.308266899690921, diff to last: 0"
[1] "Newton iter: 3, lambda:0.308266907461142, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.308266899690921"
[1] "Starting iterative with newton 0.308266899690921"
[1] "Starting newton at: 0.315956443374"
[1] "Newton iter: 1, lambda:0.259760234099343, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.260475790205097, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.260475906676737, diff to last: 0"
[1] "Newton iter: 4, lambda:0.260475906676741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.260475906676737"
[1] "Starting iterative with newton 0.260475906676737"
[1] "Starting newton at: 0.313678725541605"
[1] "Newton iter: 1, lambda:0.251845032416481, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.252697542342483, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.252697705052116, diff to last: 0"
[1] "Newton iter: 4, lambda:0.252697705052121, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.252697705052121"
[1] "Starting iterative with newton 0.252697705052121"
[1] "Starting newton at: 0.318017783536121"
[1] "Newton iter: 1, lambda:0.250412966819416, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.251428979422607, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.251429209925501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.251429209925513, diff to last: 0"
[1] "Final threshold is: 0.00209105067221201"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.58395892368759"
[1] "Starting iterative with newton 2.58395892368759"
[1] "Starting newton at: 0.602064057800261"
[1] "Newton iter: 1, lambda:0.61597361892824, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.616049683445652, diff to last: 0"
[1] "Newton iter: 3, lambda:0.616049685710754, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.616049685710754"
[1] "Starting iterative with newton 0.616049685710754"
[1] "Starting newton at: 0.300001334771732"
[1] "Newton iter: 1, lambda:0.333659130993257, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.333956858180858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.333956881401789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.33395688140179, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.333956881401789"
[1] "Starting iterative with newton 0.333956881401789"
[1] "Starting newton at: 0.28147334275597"
[1] "Newton iter: 1, lambda:0.288810567742351, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.288823562125651, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288823562166386, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288823562166386"
[1] "Starting iterative with newton 0.288823562166386"
[1] "Starting newton at: 0.27669241359978"
[1] "Newton iter: 1, lambda:0.281440658062906, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.28144602378198, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28144602378883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.28144602378198"
[1] "Starting iterative with newton 0.28144602378198"
[1] "Starting newton at: 0.277464449816108"
[1] "Newton iter: 1, lambda:0.28023346869119, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.280235289049122, diff to last: 0"
[1] "Newton iter: 3, lambda:0.280235289049908, diff to last: 0"
[1] "Final threshold is: 0.00233062097167358"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.4105592961989"
[1] "Starting iterative with newton 2.4105592961989"
[1] "Starting newton at: 0.596761388186904"
[1] "Newton iter: 1, lambda:0.626773388737807, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.62714193036693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.627141985451925, diff to last: 0"
[1] "Newton iter: 4, lambda:0.627141985451926, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.627141985451925"
[1] "Starting iterative with newton 0.627141985451925"
[1] "Starting newton at: 0.286243483479109"
[1] "Newton iter: 1, lambda:0.352936115822855, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.354184716305643, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.354185151062714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.354185151062767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354185151062714"
[1] "Starting iterative with newton 0.354185151062714"
[1] "Starting newton at: 0.284642943153792"
[1] "Newton iter: 1, lambda:0.306761531642126, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.306887843256794, diff to last: 0"
[1] "Newton iter: 3, lambda:0.306887847368636, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.306887843256794"
[1] "Starting iterative with newton 0.306887843256794"
[1] "Starting newton at: 0.27481296268683"
[1] "Newton iter: 1, lambda:0.29838147102506, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.298522813576063, diff to last: 0"
[1] "Newton iter: 3, lambda:0.29852281865041, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298522813576063"
[1] "Starting iterative with newton 0.298522813576063"
[1] "Starting newton at: 0.272092761263394"
[1] "Newton iter: 1, lambda:0.296881769289265, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.297037733700351, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297037739862841, diff to last: 0"
[1] "Final threshold is: 0.00247036115219267"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.008316657689978"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.80031088927509"
[1] "Starting iterative with newton 1.80031088927509"
[1] "Starting newton at: 0.824434620663799"
[1] "Newton iter: 1, lambda:0.700238002577395, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.707394555699348, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.70741954762218, diff to last: 0"
[1] "Newton iter: 4, lambda:0.707419547926223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.70741954762218"
[1] "Starting iterative with newton 0.70741954762218"
[1] "Starting newton at: 0.545973406488186"
[1] "Newton iter: 1, lambda:0.475197535154809, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.477033791163371, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.477035045244118, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477035045244703, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.477035045244118"
[1] "Starting iterative with newton 0.477035045244118"
[1] "Starting newton at: 0.542863530612004"
[1] "Newton iter: 1, lambda:0.420909427361958, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.425959942054075, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.425968800073359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425968800100588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.425968800073359"
[1] "Starting iterative with newton 0.425968800073359"
[1] "Starting newton at: 0.535605505112924"
[1] "Newton iter: 1, lambda:0.409150274950293, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.41449455949743, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.414504320227615, diff to last: 0"
[1] "Newton iter: 4, lambda:0.41450432026015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.414504320227615"
[1] "Starting iterative with newton 0.414504320227615"
[1] "Starting newton at: 0.532284806915868"
[1] "Newton iter: 1, lambda:0.406655200137142, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.41191284867834, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.411922261018773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411922261048917, diff to last: 0"
[1] "Final threshold is: 0.0034258164397749"
threshold is:
[{'ad': 0.0, 'da': 9.710182327891001e-05, 'dd': 0.0002119169945851597}, {'ad': 0.00011217694339266721, 'da': 0.00024458753625021404, 'dd': 0.0003444429510890962}, {'ad': 0.00044069204944345445, 'da': 0.0006501596697191489, 'dd': 0.0011321674512288654}, {'ad': 0.0011850108763274954, 'da': 0.001310453037967661, 'dd': 0.0020910506722120123}, {'ad': 0.0023306209716735847, 'da': 0.0024703611521926655, 'dd': 0.003425816439774903}]
Number of points in noise estimation: 128
Estimated noise: 0.022198364611601736
0.022198364611601736
threshold is:
[{'ad': 0.07144251260135981, 'da': 0.0031108605352373757, 'dd': 0.006966614389476101}, {'ad': 0.0009414441570037013, 'da': 0.0028775527920906242, 'dd': 0.00470887447811464}, {'ad': 0.0035230707067792633, 'da': 0.00454673485035012, 'dd': 0.008906379621684009}, {'ad': 0.0085639398263897, 'da': 0.009770897025327702, 'dd': 0.0163379862970453}, {'ad': 0.01601729046500011, 'da': 0.018327693742902922, 'dd': 0.022168407766585546}]
['peppers256', 0.05, 3, 0.0006729518661763683, 0.0004108085508059235, 0.0004289500739178234, 0.0015422453622322898, 0.0003760173727262778, 0.0005458158170257713, 0.000607746241504471, 0.0006729518661763688, 31.720159981855048, 33.86360525325052, 33.67593252998908, 28.11846527071957, 34.2479208936792, 32.629538831998694, 32.16277718291152, 31.720159981855048]
peppers256 0.05 4
Number of points in noise estimation: 128
Estimated noise: 0.021779364713845707
0.021779364713845707
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0216431318127202, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0216502826096681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0216502826104486, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0216502826096681"
[1] "Starting iterative with newton 0.0216502826096681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0023508305625635, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00235085919733496, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00235085919733496, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00235085919733496"
[1] "Starting iterative with newton 0.00235085919733496"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00226837226508848, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00226839839555398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00226839839555398, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00226839839555398"
[1] "Starting iterative with newton 0.00226839839555398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00226802444688897, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.0022680505670734, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0022680505670734, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0022680505670734"
[1] "Starting iterative with newton 0.0022680505670734"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00226802297983553, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00226804909997661, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00226804909997661, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 4.93966685373e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0136001358166545, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0136019227069785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0136019227070093, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0136019227070093"
[1] "Starting iterative with newton 0.0136019227070093"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00994958359258749, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00995029836379692, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00995029836380061, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00995029836379692"
[1] "Starting iterative with newton 0.00995029836379692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992514450562834, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992585642675758, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992585642676124, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00992585642675758"
[1] "Starting iterative with newton 0.00992585642675758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00992498068056743, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992569258257875, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992569258258242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00992569258258242"
[1] "Starting iterative with newton 0.00992569258258242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.009924979582371, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00992569148425417, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00992569148425783, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000216175254872764"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0563825796077391, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.0564860840932383, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0564860844416113, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0564860840932383"
[1] "Starting iterative with newton 0.0564860840932383"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425565505430212, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426064033999455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426064034683037, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0426064034683037"
[1] "Starting iterative with newton 0.0426064034683037"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422684470219798, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423177645007539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423177645678393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0423177645678393"
[1] "Starting iterative with newton 0.0423177645678393"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422623949763256, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423117011903328, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423117012573915, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0423117011903328"
[1] "Starting iterative with newton 0.0423117011903328"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0422622678159559, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0423115737932696, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423115738603277, diff to last: 0"
[1] "Final threshold is: 0.000921519197260414"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.126212960349659, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.127433403105358, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.127433516696381, diff to last: 0"
[1] "Newton iter: 4, lambda:0.127433516696382, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.127433516696382"
[1] "Starting iterative with newton 0.127433516696382"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.048227198584257, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483294852476089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483294857075569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483294857075569"
[1] "Starting iterative with newton 0.0483294857075569"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.045419439946395, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0455084660872528, diff to last: 0"
[1] "Newton iter: 3, lambda:0.045508466429182, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.045508466429182"
[1] "Starting iterative with newton 0.045508466429182"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453190316772922, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454076015410713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454076018792645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0454076018792645"
[1] "Starting iterative with newton 0.0454076018792645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0453154413722067, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0454039949437329, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0454039952817931, diff to last: 0"
[1] "Final threshold is: 0.000988870165345165"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.177212159025487, diff to last: 0.177"
[1] "Newton iter: 2, lambda:0.180889209006921, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.180890779433192, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180890779433479, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.180890779433479"
[1] "Starting iterative with newton 0.180890779433479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0772252228284757, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775855462810852, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775855541159546, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0775855462810852"
[1] "Starting iterative with newton 0.0775855462810852"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725459016449059, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0728598436585429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0728598495314761, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0728598495314761"
[1] "Starting iterative with newton 0.0728598495314761"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0723252404888064, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0726370886256795, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0726370944171007, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0726370886256795"
[1] "Starting iterative with newton 0.0726370886256795"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0723148260113209, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0726265755204811, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0726265813080776, diff to last: 0"
[1] "Final threshold is: 0.00158176080222839"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.183515891813115"
[1] "Newton iter: 1, lambda:0.285304465432078, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.287167538013391, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.287168155762784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.287168155762852, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.287168155762784"
[1] "Starting iterative with newton 0.287168155762784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108431479549375, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109511720622849, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109511827725486, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109511827725487, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.109511827725486"
[1] "Starting iterative with newton 0.109511827725486"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0972624813307013, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0980874185787553, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.098087477878684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0980874778786843, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0980874778786843"
[1] "Starting iterative with newton 0.0980874778786843"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.096534259564584, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.0973440812809946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0973441382312638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.097344138231264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0973441382312638"
[1] "Starting iterative with newton 0.0973441382312638"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.096486846153716, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0972956898546679, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0972957466547034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0972957466547037, diff to last: 0"
[1] "Final threshold is: 0.00211903955149872"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.546922002735662"
[1] "Newton iter: 1, lambda:0.38187041212769, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.387834800944301, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.387842907636927, diff to last: 0"
[1] "Newton iter: 4, lambda:0.387842907651886, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.387842907636927"
[1] "Starting iterative with newton 0.387842907636927"
[1] "Starting newton at: 0.277655914338197"
[1] "Newton iter: 1, lambda:0.155683239524317, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.157610459132495, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.157610942987707, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157610942987738, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.157610942987738"
[1] "Starting iterative with newton 0.157610942987738"
[1] "Starting newton at: 0.268814608964548"
[1] "Newton iter: 1, lambda:0.135272517627511, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.137430321169386, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.137430887105452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.137430887105491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.137430887105491"
[1] "Starting iterative with newton 0.137430887105491"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133464484728133, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135618710689127, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135619271204998, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135619271205036, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.135619271205036"
[1] "Starting iterative with newton 0.135619271205036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.133307794159899, diff to last: 0.133"
[1] "Newton iter: 2, lambda:0.135455729884092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.135456286814947, diff to last: 0"
[1] "Newton iter: 4, lambda:0.135456286814984, diff to last: 0"
[1] "Final threshold is: 0.00295015187332683"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.265927119332029"
[1] "Newton iter: 1, lambda:0.44517456646213, diff to last: 0.179"
[1] "Newton iter: 2, lambda:0.453981273508049, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.454001867175568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.454001867287946, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.454001867175568"
[1] "Starting iterative with newton 0.454001867175568"
[1] "Starting newton at: 0.266174368577603"
[1] "Newton iter: 1, lambda:0.205449657798973, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.206060909873391, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.206060972069536, diff to last: 0"
[1] "Newton iter: 4, lambda:0.206060972069537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.206060972069536"
[1] "Starting iterative with newton 0.206060972069536"
[1] "Starting newton at: 0.338517351081682"
[1] "Newton iter: 1, lambda:0.17337580979349, diff to last: 0.165"
[1] "Newton iter: 2, lambda:0.177591840970232, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.177594617845554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177594617846758, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.177594617846758"
[1] "Starting iterative with newton 0.177594617846758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169754095571371, diff to last: 0.17"
[1] "Newton iter: 2, lambda:0.174233366005662, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174236475748757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174236475750256, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174236475748757"
[1] "Starting iterative with newton 0.174236475748757"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.169381014941326, diff to last: 0.169"
[1] "Newton iter: 2, lambda:0.173836286666203, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.173839360266696, diff to last: 0"
[1] "Newton iter: 4, lambda:0.173839360268159, diff to last: 0"
[1] "Final threshold is: 0.00378611082890185"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 2.35797936326022"
[1] "Starting iterative with newton 2.35797936326022"
[1] "Starting newton at: 0.617221949249836"
[1] "Newton iter: 1, lambda:0.591176802608271, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.59141301475224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.591413034348776, diff to last: 0"
[1] "Newton iter: 4, lambda:0.591413034348777, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.591413034348777"
[1] "Starting iterative with newton 0.591413034348777"
[1] "Starting newton at: 0.428402581051274"
[1] "Newton iter: 1, lambda:0.36793892575832, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.368942922751374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.368943202250547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.368943202250569, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.368943202250547"
[1] "Starting iterative with newton 0.368943202250547"
[1] "Starting newton at: 0.42743728248316"
[1] "Newton iter: 1, lambda:0.328730585327425, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.331266384911646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.33126808184544, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331268081846199, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.33126808184544"
[1] "Starting iterative with newton 0.33126808184544"
[1] "Starting newton at: 0.422356075913247"
[1] "Newton iter: 1, lambda:0.322007328648576, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.324605503308144, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.32460726895401, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324607268954825, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.324607268954825"
[1] "Starting iterative with newton 0.324607268954825"
[1] "Starting newton at: 0.41681501550629"
[1] "Newton iter: 1, lambda:0.321055917501198, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.323419934313609, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.323421393682585, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323421393683141, diff to last: 0"
[1] "Final threshold is: 0.00704391248927329"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.94418702022045"
[1] "Starting iterative with newton 1.94418702022045"
[1] "Starting newton at: 0.725351765455765"
[1] "Newton iter: 1, lambda:0.624906616571795, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.628762112716246, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.62876800764956, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628768007663324, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.62876800764956"
[1] "Starting iterative with newton 0.62876800764956"
[1] "Starting newton at: 0.481267271237151"
[1] "Newton iter: 1, lambda:0.422073056524395, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.423177024391604, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.423177412694376, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423177412694424, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.423177412694424"
[1] "Starting iterative with newton 0.423177412694424"
[1] "Starting newton at: 0.459808167276966"
[1] "Newton iter: 1, lambda:0.382516569205098, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.384307466502268, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.38430844029263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384308440292918, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.38430844029263"
[1] "Starting iterative with newton 0.38430844029263"
[1] "Starting newton at: 0.457382272265701"
[1] "Newton iter: 1, lambda:0.374695902490798, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.376724687482361, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.376725925109062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.376725925109523, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.376725925109062"
[1] "Starting iterative with newton 0.376725925109062"
[1] "Starting newton at: 0.457260014605145"
[1] "Newton iter: 1, lambda:0.373140715231908, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.375236071245077, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.375237388907715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.375237388908236, diff to last: 0"
[1] "Final threshold is: 0.00817243194729228"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.66429446557597"
[1] "Starting iterative with newton 1.66429446557597"
[1] "Starting newton at: 0.671228318561358"
[1] "Newton iter: 1, lambda:0.670248229961904, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.670248640929971, diff to last: 0"
[1] "Newton iter: 3, lambda:0.670248640930044, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.670248640929971"
[1] "Starting iterative with newton 0.670248640929971"
[1] "Starting newton at: 0.409567076262685"
[1] "Newton iter: 1, lambda:0.488532011028042, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.490848557280042, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.490850522166478, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490850522167891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490850522166478"
[1] "Starting iterative with newton 0.490850522166478"
[1] "Starting newton at: 0.429797609038902"
[1] "Newton iter: 1, lambda:0.451855586687897, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.452027462044363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.452027472438792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.452027472438792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.452027472438792"
[1] "Starting iterative with newton 0.452027472438792"
[1] "Starting newton at: 0.421831050073775"
[1] "Newton iter: 1, lambda:0.443200929339484, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.44336074514782, diff to last: 0"
[1] "Newton iter: 3, lambda:0.443360754053276, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.443360754053276"
[1] "Starting iterative with newton 0.443360754053276"
[1] "Starting newton at: 0.422502860802861"
[1] "Newton iter: 1, lambda:0.441290260281298, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.441413472153319, diff to last: 0"
[1] "Newton iter: 3, lambda:0.441413477435614, diff to last: 0"
[1] "Final threshold is: 0.00961370511467713"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.0490591496807"
[1] "Starting iterative with newton 1.0490591496807"
[1] "Starting newton at: 0.757824150300782"
[1] "Newton iter: 1, lambda:0.84726008863296, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.852277976854282, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.852293239132175, diff to last: 0"
[1] "Newton iter: 4, lambda:0.852293239273048, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.852293239273048"
[1] "Starting iterative with newton 0.852293239273048"
[1] "Starting newton at: 0.735749270864791"
[1] "Newton iter: 1, lambda:0.791835375253567, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.79370161990949, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.793703643713872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.793703643716249, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.793703643713872"
[1] "Starting iterative with newton 0.793703643713872"
[1] "Starting newton at: 0.727750625132749"
[1] "Newton iter: 1, lambda:0.774291108511489, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.775554478079374, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.775555393352387, diff to last: 0"
[1] "Newton iter: 4, lambda:0.775555393352868, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.775555393352387"
[1] "Starting iterative with newton 0.775555393352387"
[1] "Starting newton at: 0.720676152597295"
[1] "Newton iter: 1, lambda:0.768535289601328, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.769866152285125, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.769867163835199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.769867163835783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.769867163835199"
[1] "Starting iterative with newton 0.769867163835199"
[1] "Starting newton at: 0.720728871118567"
[1] "Newton iter: 1, lambda:0.766843652330129, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.76807685337682, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.768077720758808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.768077720759237, diff to last: 0"
[1] "Final threshold is: 0.0167282448089948"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.990478960036852"
[1] "Starting iterative with newton 0.990478960036852"
[1] "Starting newton at: 0.760565143980298"
[1] "Newton iter: 1, lambda:0.861909550421838, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.868589189363896, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.868617112929606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.868617113416086, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.868617113416086"
[1] "Starting iterative with newton 0.868617113416086"
[1] "Starting newton at: 0.754915416657157"
[1] "Newton iter: 1, lambda:0.827348337671679, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.830630346702432, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.830636902645747, diff to last: 0"
[1] "Newton iter: 4, lambda:0.830636902671868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.830636902645747"
[1] "Starting iterative with newton 0.830636902645747"
[1] "Starting newton at: 0.758764677680206"
[1] "Newton iter: 1, lambda:0.816491382681349, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.818546088382484, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.818548634644404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.818548634648311, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.818548634644404"
[1] "Starting iterative with newton 0.818548634644404"
[1] "Starting newton at: 0.755111212353283"
[1] "Newton iter: 1, lambda:0.812638699999401, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.814673138596746, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.814675627963951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.814675627967675, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.814675627967675"
[1] "Starting iterative with newton 0.814675627967675"
[1] "Starting newton at: 0.75333913077632"
[1] "Newton iter: 1, lambda:0.811361532166012, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.813429548290418, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.813432118257469, diff to last: 0"
[1] "Newton iter: 4, lambda:0.813432118261435, diff to last: 0"
[1] "Final threshold is: 0.0177160347734855"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.929595207202239"
[1] "Starting iterative with newton 0.929595207202239"
[1] "Starting newton at: 0.991274428460885"
[1] "Newton iter: 1, lambda:0.905202577435948, diff to last: 0.086"
[1] "Newton iter: 2, lambda:0.909909336513032, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.90992411817016, diff to last: 0"
[1] "Newton iter: 4, lambda:0.909924118315611, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.909924118315611"
[1] "Starting iterative with newton 0.909924118315611"
[1] "Starting newton at: 0.991085871897996"
[1] "Newton iter: 1, lambda:0.897629083916623, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.903132471168021, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.903152598114141, diff to last: 0"
[1] "Newton iter: 4, lambda:0.903152598382619, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.903152598114141"
[1] "Starting iterative with newton 0.903152598114141"
[1] "Starting newton at: 0.989101156368027"
[1] "Newton iter: 1, lambda:0.895252755356416, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.900793518731775, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.900813888918812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900813889193399, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.900813888918812"
[1] "Starting iterative with newton 0.900813888918812"
[1] "Starting newton at: 0.98780493218195"
[1] "Newton iter: 1, lambda:0.894510657118307, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.899985360021226, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.900005236119328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.900005236380616, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.900005236119328"
[1] "Starting iterative with newton 0.900005236119328"
[1] "Starting newton at: 0.988476869305376"
[1] "Newton iter: 1, lambda:0.89410756826773, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.899704745857666, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899725518590422, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899725518875763, diff to last: 0"
[1] "Final threshold is: 0.0195954502179493"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.03772285617691"
[1] "Newton iter: 1, lambda:1.13504227083721, diff to last: 0.097"
[1] "Newton iter: 2, lambda:1.14441209351458, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.14449481105449, diff to last: 0"
[1] "Newton iter: 4, lambda:1.14449481746141, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.14449481105449"
[1] "Starting iterative with newton 1.14449481105449"
[1] "Starting newton at: 1.35450376059019"
[1] "Newton iter: 1, lambda:1.42038320031456, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.42552082308008, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.4255505776005, diff to last: 0"
[1] "Newton iter: 4, lambda:1.42555057859397, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42555057859397"
[1] "Starting iterative with newton 1.42555057859397"
[1] "Starting newton at: 1.83489887158926"
[1] "Newton iter: 1, lambda:1.49549596240084, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.58747935242528, diff to last: 0.092"
[1] "Newton iter: 3, lambda:1.59886661563113, diff to last: 0.011"
[1] "Newton iter: 4, lambda:1.59902918188914, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59902921464288, diff to last: 0"
[1] "Newton iter: 6, lambda:1.59902921464288, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.59902921464288"
[1] "Starting iterative with newton 1.59902921464288"
[1] "Starting newton at: 1.78239137821582"
[1] "Newton iter: 1, lambda:1.70051132574244, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.70847036022797, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.70855427032187, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70855427956677, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.70855427032187"
[1] "Starting iterative with newton 1.70855427032187"
[1] "Starting newton at: 1.75149943833108"
[1] "Newton iter: 1, lambda:1.77761241575188, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.77856784028121, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.77856908305126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.77856908305336, diff to last: 0"
[1] "Final threshold is: 0.0387361047285436"
threshold is:
[{'ad': 4.939666853730005e-05, 'da': 0.00021617525487276385, 'dd': 0.0009215191972604142}, {'ad': 0.0009888701653451648, 'da': 0.0015817608022283911, 'dd': 0.0021190395514987196}, {'ad': 0.002950151873326833, 'da': 0.003786110828901849, 'dd': 0.007043912489273295}, {'ad': 0.008172431947292282, 'da': 0.009613705114677129, 'dd': 0.016728244808994756}, {'ad': 0.017716034773485496, 'da': 0.01959545021794932, 'dd': 0.038736104728543566}]
Number of points in noise estimation: 128
Estimated noise: 0.021779364713845707
0.021779364713845707
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 61.927263922188"
[1] "Starting iterative with newton 61.927263922188"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 44.2632987936924"
[1] "Starting iterative with newton 44.2632987936924"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 39.602994384113"
[1] "Starting iterative with newton 39.602994384113"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 22.2207707395089"
[1] "Starting iterative with newton 22.2207707395089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 17.4301362971612"
[1] "Starting iterative with newton 17.4301362971612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.36085365765636"
[1] "Starting iterative with newton 8.36085365765636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.9563544478316"
[1] "Starting iterative with newton 5.9563544478316"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.87669899257732"
[1] "Starting iterative with newton 4.87669899257732"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.35797936326022"
[1] "Starting iterative with newton 2.35797936326022"
[1] "Starting newton at: 2.71384137380859"
[1] "Newton iter: 1, lambda:1.76257737899693, diff to last: 0.951"
[1] "Newton iter: 2, lambda:1.88825112298074, diff to last: 0.126"
[1] "Newton iter: 3, lambda:1.88095140404385, diff to last: 0.007"
[1] "Newton iter: 4, lambda:1.88093183862716, diff to last: 0"
[1] "Newton iter: 5, lambda:1.88093183848434, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.88093183848434"
[1] "Starting iterative with newton 1.88093183848434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.94418702022045"
[1] "Starting iterative with newton 1.94418702022045"
[1] "Starting newton at: 2.35188220769964"
[1] "Newton iter: 1, lambda:1.69693313804199, diff to last: 0.655"
[1] "Newton iter: 2, lambda:1.69320438773344, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.69319656134722, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69319656131255, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.69319656131255"
[1] "Starting iterative with newton 1.69319656131255"
[1] "Starting newton at: 2.0375321184307"
[1] "Newton iter: 1, lambda:1.56286123498796, diff to last: 0.475"
[1] "Newton iter: 2, lambda:1.51001033554831, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.50791021412725, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.50790669098061, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50790669097067, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.50790669097067"
[1] "Starting iterative with newton 1.50790669097067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 3 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.66429446557597"
[1] "Starting iterative with newton 1.66429446557597"
[1] "Starting newton at: 1.96176894475733"
[1] "Newton iter: 1, lambda:1.58578405746047, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.55081264753716, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.54999698474718, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.54999651882911, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54999651882896, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.54999651882896"
[1] "Starting iterative with newton 1.54999651882896"
[1] "Starting newton at: 1.8408476833343"
[1] "Newton iter: 1, lambda:1.50182436363405, diff to last: 0.339"
[1] "Newton iter: 2, lambda:1.45754488246641, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.45597809986296, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45597603650951, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45597603650592, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45597603650592"
[1] "Starting iterative with newton 1.45597603650592"
[1] "Starting newton at: 1.75748476434992"
[1] "Newton iter: 1, lambda:1.42337124209476, diff to last: 0.334"
[1] "Newton iter: 2, lambda:1.36757250262394, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.36463174600842, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.36462314128059, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36462314120676, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.36462314128059"
[1] "Starting iterative with newton 1.36462314128059"
[1] "Starting newton at: 1.65117506713144"
[1] "Newton iter: 1, lambda:1.34314890730691, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.28006697486764, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.27564041448677, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.27561757208444, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27561757147488, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27561757147488"
[1] "Starting iterative with newton 1.27561757147488"
[1] "Starting newton at: 1.56218889699868"
[1] "Newton iter: 1, lambda:1.2576265044009, diff to last: 0.305"
[1] "Newton iter: 2, lambda:1.18066637149668, diff to last: 0.077"
[1] "Newton iter: 3, lambda:1.17278528909487, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.17269881510136, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17269880467315, diff to last: 0"
[1] "Newton iter: 6, lambda:1.17269880467315, diff to last: 0"
[1] "Final threshold is: 0.0255406349664674"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.0490591496807"
[1] "Starting iterative with newton 1.0490591496807"
[1] "Starting newton at: 1.20970363881115"
[1] "Newton iter: 1, lambda:1.26922207345227, diff to last: 0.06"
[1] "Newton iter: 2, lambda:1.2650884647399, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.26506889524174, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26506889480208, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26506889480208"
[1] "Starting iterative with newton 1.26506889480208"
[1] "Starting newton at: 1.43749980212919"
[1] "Newton iter: 1, lambda:1.51158504913861, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.50745723385941, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.5074455517879, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50744555169375, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.5074455517879"
[1] "Starting iterative with newton 1.5074455517879"
[1] "Starting newton at: 1.70187417117939"
[1] "Newton iter: 1, lambda:1.69290716024491, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.69287401544142, diff to last: 0"
[1] "Newton iter: 3, lambda:1.69287401497791, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69287401497791"
[1] "Starting iterative with newton 1.69287401497791"
[1] "Starting newton at: 1.89626756310032"
[1] "Newton iter: 1, lambda:1.80864533554337, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.80713799357376, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.80713733935546, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80713733935534, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80713733935534"
[1] "Starting iterative with newton 1.80713733935534"
[1] "Starting newton at: 2.01092257806425"
[1] "Newton iter: 1, lambda:1.87792993965883, diff to last: 0.133"
[1] "Newton iter: 2, lambda:1.87637849038243, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.87637796444863, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87637796444856, diff to last: 0"
[1] "Final threshold is: 0.0408663200287487"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.990478960036852"
[1] "Starting iterative with newton 0.990478960036852"
[1] "Starting newton at: 1.34774032577377"
[1] "Newton iter: 1, lambda:1.2706282098266, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.26428070455194, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.26423458280721, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26423458036305, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26423458036305"
[1] "Starting iterative with newton 1.26423458036305"
[1] "Starting newton at: 1.45038581401322"
[1] "Newton iter: 1, lambda:1.55416264404933, diff to last: 0.104"
[1] "Newton iter: 2, lambda:1.54654837861238, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.54651288231285, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54651288153111, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54651288153111"
[1] "Starting iterative with newton 1.54651288153111"
[1] "Starting newton at: 1.72656540803335"
[1] "Newton iter: 1, lambda:1.74445909208135, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.74434161219808, diff to last: 0"
[1] "Newton iter: 3, lambda:1.74434160740052, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.74434160740052"
[1] "Starting iterative with newton 1.74434160740052"
[1] "Starting newton at: 1.91994575056321"
[1] "Newton iter: 1, lambda:1.86535006885884, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.86487453261526, diff to last: 0"
[1] "Newton iter: 3, lambda:1.86487448383126, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86487448383126, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.86487448383126"
[1] "Starting iterative with newton 1.86487448383126"
[1] "Starting newton at: 2.05380133448489"
[1] "Newton iter: 1, lambda:1.93608324535021, diff to last: 0.118"
[1] "Newton iter: 2, lambda:1.93557504169333, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.93557500310229, diff to last: 0"
[1] "Newton iter: 4, lambda:1.93557500310229, diff to last: 0"
[1] "Final threshold is: 0.0421555939235678"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.929595207202239"
[1] "Starting iterative with newton 0.929595207202239"
[1] "Starting newton at: 1.26861676770298"
[1] "Newton iter: 1, lambda:1.25047968227549, diff to last: 0.018"
[1] "Newton iter: 2, lambda:1.25010000999828, diff to last: 0"
[1] "Newton iter: 3, lambda:1.2500998417002, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25009984170017, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25009984170017"
[1] "Starting iterative with newton 1.25009984170017"
[1] "Starting newton at: 1.59457884519624"
[1] "Newton iter: 1, lambda:1.57877883562809, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.57864571233866, diff to last: 0"
[1] "Newton iter: 3, lambda:1.57864570257232, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57864570257232"
[1] "Starting iterative with newton 1.57864570257232"
[1] "Starting newton at: 1.73539368452581"
[1] "Newton iter: 1, lambda:1.81349069110137, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.81149773948485, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81149677375134, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81149677375111, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81149677375134"
[1] "Starting iterative with newton 1.81149677375134"
[1] "Starting newton at: 1.97264516072084"
[1] "Newton iter: 1, lambda:1.95101519809234, diff to last: 0.022"
[1] "Newton iter: 2, lambda:1.95097504730479, diff to last: 0"
[1] "Newton iter: 3, lambda:1.95097504713196, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.95097504713196"
[1] "Starting iterative with newton 1.95097504713196"
[1] "Starting newton at: 2.11915649688335"
[1] "Newton iter: 1, lambda:2.0307844739847, diff to last: 0.088"
[1] "Newton iter: 2, lambda:2.0310752665224, diff to last: 0"
[1] "Newton iter: 3, lambda:2.03107526300445, diff to last: 0"
[1] "Final threshold is: 0.044235528914244"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0217793647138457"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43995234183402"
[1] "Newton iter: 1, lambda:1.54709468091935, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.53909483305814, diff to last: 0.008"
[1] "Newton iter: 3, lambda:1.53905686318198, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53905686231354, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53905686231354"
[1] "Starting iterative with newton 1.53905686231354"
[1] "Starting newton at: 2.07241026831541"
[1] "Newton iter: 1, lambda:2.08878320555694, diff to last: 0.016"
[1] "Newton iter: 2, lambda:2.08883385810798, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0888338586343, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08883385810798"
[1] "Starting iterative with newton 2.08883385810798"
[1] "Starting newton at: 2.31433148213618"
[1] "Newton iter: 1, lambda:2.35935844664306, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.36011223457009, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.36011246381778, diff to last: 0"
[1] "Newton iter: 4, lambda:2.3601124638178, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.3601124638178"
[1] "Starting iterative with newton 2.3601124638178"
[1] "Starting newton at: 2.45609628808024"
[1] "Newton iter: 1, lambda:2.4933340188058, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.49396678901451, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.49396697956255, diff to last: 0"
[1] "Newton iter: 4, lambda:2.49396697956257, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.49396697956257"
[1] "Starting iterative with newton 2.49396697956257"
[1] "Starting newton at: 2.58223266901717"
[1] "Newton iter: 1, lambda:2.56203661692993, diff to last: 0.02"
[1] "Newton iter: 2, lambda:2.56224724617291, diff to last: 0"
[1] "Newton iter: 3, lambda:2.56224726874664, diff to last: 0"
[1] "Newton iter: 4, lambda:2.56224726874664, diff to last: 0"
[1] "Final threshold is: 0.055804117753088"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.025540634966467406, 'dd': 0.04086632002874871}, {'ad': 0.042155593923567845, 'da': 0.044235528914244, 'dd': 0.05580411775308804}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46927320083822. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008362818861517051
0.008362818861517051
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 161.277732906347"
[1] "Starting iterative with newton 161.277732906347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 115.275308939416"
[1] "Starting iterative with newton 115.275308939416"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 103.138436062636"
[1] "Starting iterative with newton 103.138436062636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 57.8697539875597"
[1] "Starting iterative with newton 57.8697539875597"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 45.3934614289912"
[1] "Starting iterative with newton 45.3934614289912"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 21.7742467156769"
[1] "Starting iterative with newton 21.7742467156769"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.5121877003956"
[1] "Starting iterative with newton 15.5121877003956"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.7004312442704"
[1] "Starting iterative with newton 12.7004312442704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 6.14090695859578"
[1] "Starting iterative with newton 6.14090695859578"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.06326382126431"
[1] "Starting iterative with newton 5.06326382126431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.33433711255091"
[1] "Starting iterative with newton 4.33433711255091"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.73207422110159"
[1] "Starting iterative with newton 2.73207422110159"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.57951330397702"
[1] "Starting iterative with newton 2.57951330397702"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.42095319642351"
[1] "Starting iterative with newton 2.42095319642351"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75657975002538"
[1] "Starting iterative with newton 1.75657975002538"
[1] "Starting newton at: 2.05494411269339"
[1] "Newton iter: 1, lambda:1.55051258269998, diff to last: 0.504"
[1] "Newton iter: 2, lambda:1.48678604518116, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.48352792113457, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.48351882436089, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48351882428978, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.48351882428978"
[1] "Starting iterative with newton 1.48351882428978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.46927320083822. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.008362818861517051
0.008362818861517051
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00190711375869248, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00190713025003988, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00190713025003988, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00190713025003988"
[1] "Starting iterative with newton 0.00190713025003988"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.12478197452275e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.12478197452292e-07, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.12478197452275e-07"
[1] "Starting iterative with newton 1.12478197452275e-07"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:1.11448868140473e-07, diff to last: 0"
[1] "Newton iter: 2, lambda:1.1144886814049e-07, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 9.32026696579873e-10"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625448, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152365927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152365986, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152365927"
[1] "Starting iterative with newton 0.0124679152365927"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00259312753223038, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00259316363159561, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00259316363159561, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00259316363159561"
[1] "Starting iterative with newton 0.00259316363159561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0025480200951784, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00254805463355525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00254805463355526, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00254805463355525"
[1] "Starting iterative with newton 0.00254805463355525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00254781528003023, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00254784981140835, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00254784981140835, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00254784981140835"
[1] "Starting iterative with newton 0.00254784981140835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00254781435007124, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00254784888141759, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00254784888141759, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 2.13071986818141e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498677850501828, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299321908626, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0499299322872842, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299322872842"
[1] "Starting iterative with newton 0.0499299322872842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0215570155459428, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0215681968063242, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0215681968093319, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0215681968093319"
[1] "Starting iterative with newton 0.0215681968093319"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.020893508406613, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0209039530526693, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0209039530552792, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0209039530552792"
[1] "Starting iterative with newton 0.0209039530552792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208780235165257, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208884512256756, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208884512282766, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0208884512282766"
[1] "Starting iterative with newton 0.0208884512282766"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0208776621688029, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.0208880894828616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0208880894854624, diff to last: 0"
[1] "Final threshold is: 0.000174683308708331"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0396268069517488"
[1] "Newton iter: 1, lambda:0.0648145672410752, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.0648387069240084, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0648387069461661, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0648387069240084"
[1] "Starting iterative with newton 0.0648387069240084"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014803016216652, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.014806733509612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0148067335098464, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0148067335098464"
[1] "Starting iterative with newton 0.0148067335098464"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141719842100445, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141752908238429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141752908240229, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141752908238429"
[1] "Starting iterative with newton 0.0141752908238429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141640990637968, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141674007337251, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141674007339045, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141674007337251"
[1] "Starting iterative with newton 0.0141674007337251"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141640005477507, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141673021559402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141673021561196, diff to last: 0"
[1] "Final threshold is: 0.000118478581686508"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0425865986818179"
[1] "Newton iter: 1, lambda:0.0928946948743535, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0930231352696537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.09302313610526, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0930231352696537"
[1] "Starting iterative with newton 0.0930231352696537"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0286220509015731, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.0286487510675367, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0286487510907718, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0286487510675367"
[1] "Starting iterative with newton 0.0286487510675367"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0269170856223848, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0269399577745023, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0269399577910172, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0269399577745023"
[1] "Starting iterative with newton 0.0269399577745023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268723264096063, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268951026630886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268951026794511, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0268951026630886"
[1] "Starting iterative with newton 0.0268951026630886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0268711518614963, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.0268939256016031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0268939256179616, diff to last: 0"
[1] "Final threshold is: 0.000224909028281323"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.121774974586798, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.12291515507038, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.122915254622456, diff to last: 0"
[1] "Newton iter: 4, lambda:0.122915254622457, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.122915254622456"
[1] "Starting iterative with newton 0.122915254622456"
[1] "Starting newton at: 0.0573806912209853"
[1] "Newton iter: 1, lambda:0.0408281740916283, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0408388623991134, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0408388624035699, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0408388623991134"
[1] "Starting iterative with newton 0.0408388623991134"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0385353751092127, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.0385912070955823, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385912072127878, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0385912072127878"
[1] "Starting iterative with newton 0.0385912072127878"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384738195930274, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385294167374429, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385294168535463, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0385294167374429"
[1] "Starting iterative with newton 0.0385294167374429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0384721272181894, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0385277179157361, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0385277180318093, diff to last: 0"
[1] "Final threshold is: 0.000322200327047625"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.355042165972251"
[1] "Newton iter: 1, lambda:0.177086596114829, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.180526013513884, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.180527323192241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180527323192431, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.180527323192241"
[1] "Starting iterative with newton 0.180527323192241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0577825246222508, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0579644809701094, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0579644827739835, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0579644827739835"
[1] "Starting iterative with newton 0.0579644827739835"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0526513222255728, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0527960970124937, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0527960981069642, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0527960970124937"
[1] "Starting iterative with newton 0.0527960970124937"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524346228823405, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525779402364899, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525779413070366, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0525779413070366"
[1] "Starting iterative with newton 0.0525779413070366"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0524254762582211, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0525687322919927, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0525687333615392, diff to last: 0"
[1] "Final threshold is: 0.000439622785937517"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.314037448712834"
[1] "Newton iter: 1, lambda:0.230835926633839, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.231800739008972, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.231800870120774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.231800870120776, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.231800870120774"
[1] "Starting iterative with newton 0.231800870120774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675961037355122, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0679006236236536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0679006298039781, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0679006298039781"
[1] "Starting iterative with newton 0.0679006298039781"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0596665591222363, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.0598869974799013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0598870004891994, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0598869974799013"
[1] "Starting iterative with newton 0.0598869974799013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0592829432717102, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0594997452153135, diff to last: 0"
[1] "Newton iter: 3, lambda:0.059499748115312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.059499748115312"
[1] "Starting iterative with newton 0.059499748115312"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0592644142205737, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0594810415050058, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0594810443998111, diff to last: 0"
[1] "Final threshold is: 0.000497429175800741"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.296801320640697"
[1] "Newton iter: 1, lambda:0.381151610332374, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.382779749666286, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.382780347973428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.382780347973508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.382780347973428"
[1] "Starting iterative with newton 0.382780347973428"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139673639894161, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142114151180929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.142114895124979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142114895125048, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.142114895124979"
[1] "Starting iterative with newton 0.142114895124979"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.119047551859757, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.120679720777272, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.120680027390545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.120680027390556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.120680027390556"
[1] "Starting iterative with newton 0.120680027390556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117209549741155, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118779214324901, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118779495684488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118779495684497, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.118779495684497"
[1] "Starting iterative with newton 0.118779495684497"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.117046586956842, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.118610782512933, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.118611061719372, diff to last: 0"
[1] "Newton iter: 4, lambda:0.118611061719381, diff to last: 0"
[1] "Final threshold is: 0.000991922824131324"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.301813166418765"
[1] "Newton iter: 1, lambda:0.450594331043054, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.456745413631678, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.456755637662257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456755637690462, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.456755637662257"
[1] "Starting iterative with newton 0.456755637662257"
[1] "Starting newton at: 0.309340584410824"
[1] "Newton iter: 1, lambda:0.17162989104091, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.174325597882139, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.174326639116483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174326639116638, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174326639116483"
[1] "Starting iterative with newton 0.174326639116483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.143897183389668, diff to last: 0.144"
[1] "Newton iter: 2, lambda:0.146638035511359, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.146639028205813, diff to last: 0"
[1] "Newton iter: 4, lambda:0.146639028205944, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.146639028205813"
[1] "Starting iterative with newton 0.146639028205813"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.141249641763694, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143867712531755, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143868610560727, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143868610560833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.143868610560727"
[1] "Starting iterative with newton 0.143868610560727"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.140984102995788, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.143590054288815, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.143590943254885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.143590943254989, diff to last: 0"
[1] "Final threshold is: 0.00120082504859498"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.682131218687201"
[1] "Newton iter: 1, lambda:0.511495955576191, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.520010360379438, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.520032768929817, diff to last: 0"
[1] "Newton iter: 4, lambda:0.520032769084673, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.520032769084673"
[1] "Starting iterative with newton 0.520032769084673"
[1] "Starting newton at: 0.361803628837585"
[1] "Newton iter: 1, lambda:0.194682681034773, diff to last: 0.167"
[1] "Newton iter: 2, lambda:0.199218744224264, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.199222123211774, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199222123213649, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.199222123213649"
[1] "Starting iterative with newton 0.199222123213649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.16066434230722, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.164500953360186, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.164503137933941, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164503137934649, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.164503137934649"
[1] "Starting iterative with newton 0.164503137934649"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.157071214201688, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160694548520993, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160696474138355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160696474138899, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.160696474138355"
[1] "Starting iterative with newton 0.160696474138355"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156676176770294, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160276549070519, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.160278447884226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160278447884754, diff to last: 0"
[1] "Final threshold is: 0.0013403796270653"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.73207422110159"
[1] "Starting iterative with newton 2.73207422110159"
[1] "Starting newton at: 0.54818248970355"
[1] "Newton iter: 1, lambda:0.611809814362992, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.613401087814813, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.613402065475359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.613402065475728, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.613402065475359"
[1] "Starting iterative with newton 0.613402065475359"
[1] "Starting newton at: 0.294652305755976"
[1] "Newton iter: 1, lambda:0.310763889768997, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.310829026980962, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310829028044186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.310829026980962"
[1] "Starting iterative with newton 0.310829026980962"
[1] "Starting newton at: 0.292460877813658"
[1] "Newton iter: 1, lambda:0.262645394440821, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.262847463917719, diff to last: 0"
[1] "Newton iter: 3, lambda:0.262847473216883, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.262847473216883"
[1] "Starting iterative with newton 0.262847473216883"
[1] "Starting newton at: 0.288162330759086"
[1] "Newton iter: 1, lambda:0.254861624652538, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.255109662958563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.255109676747015, diff to last: 0"
[1] "Newton iter: 4, lambda:0.255109676747015, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.255109676747015"
[1] "Starting iterative with newton 0.255109676747015"
[1] "Starting newton at: 0.290932763571336"
[1] "Newton iter: 1, lambda:0.253546550487212, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.253858293611887, diff to last: 0"
[1] "Newton iter: 3, lambda:0.253858315335878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.253858315335878, diff to last: 0"
[1] "Final threshold is: 0.00212297110764383"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.57951330397702"
[1] "Starting iterative with newton 2.57951330397702"
[1] "Starting newton at: 0.573715487184424"
[1] "Newton iter: 1, lambda:0.616182785176069, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.616899599302615, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.616899801039664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.61689980103968, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.61689980103968"
[1] "Starting iterative with newton 0.61689980103968"
[1] "Starting newton at: 0.286394365235848"
[1] "Newton iter: 1, lambda:0.333574652337803, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.334163065565054, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.334163156685973, diff to last: 0"
[1] "Newton iter: 4, lambda:0.334163156685975, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.334163156685975"
[1] "Starting iterative with newton 0.334163156685975"
[1] "Starting newton at: 0.297443259376725"
[1] "Newton iter: 1, lambda:0.288324134377986, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.288344260253472, diff to last: 0"
[1] "Newton iter: 3, lambda:0.288344260351571, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.288344260253472"
[1] "Starting iterative with newton 0.288344260253472"
[1] "Starting newton at: 0.283998426199055"
[1] "Newton iter: 1, lambda:0.280774013098352, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.280776494834539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28077649483601, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.280776494834539"
[1] "Starting iterative with newton 0.280776494834539"
[1] "Starting newton at: 0.279912612704706"
[1] "Newton iter: 1, lambda:0.279521886901047, diff to last: 0"
[1] "Newton iter: 2, lambda:0.279521923263506, diff to last: 0"
[1] "Newton iter: 3, lambda:0.279521923263506, diff to last: 0"
[1] "Final threshold is: 0.00233759121207557"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.42095319642351"
[1] "Starting iterative with newton 2.42095319642351"
[1] "Starting newton at: 0.595274470206038"
[1] "Newton iter: 1, lambda:0.630000339790279, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.630498211082684, diff to last: 0"
[1] "Newton iter: 3, lambda:0.63049831238045, diff to last: 0"
[1] "Newton iter: 4, lambda:0.630498312380454, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.63049831238045"
[1] "Starting iterative with newton 0.63049831238045"
[1] "Starting newton at: 0.27917166462752"
[1] "Newton iter: 1, lambda:0.352847492913675, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.354369226409658, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.354369871063494, diff to last: 0"
[1] "Newton iter: 4, lambda:0.35436987106361, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.354369871063494"
[1] "Starting iterative with newton 0.354369871063494"
[1] "Starting newton at: 0.288128286711284"
[1] "Newton iter: 1, lambda:0.306998576277699, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.30709015471539, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307090156868981, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.307090156868981"
[1] "Starting iterative with newton 0.307090156868981"
[1] "Starting newton at: 0.281870697199824"
[1] "Newton iter: 1, lambda:0.298755998915442, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.298828244233352, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298828245554204, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298828244233352"
[1] "Starting iterative with newton 0.298828244233352"
[1] "Starting newton at: 0.280216291226476"
[1] "Newton iter: 1, lambda:0.297305099836457, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.297378906694194, diff to last: 0"
[1] "Newton iter: 3, lambda:0.297378908069214, diff to last: 0"
[1] "Final threshold is: 0.00248692592991952"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.00836281886151705"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75657975002538"
[1] "Starting iterative with newton 1.75657975002538"
[1] "Starting newton at: 0.802366127689619"
[1] "Newton iter: 1, lambda:0.708306679017562, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.712475160666016, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.712483659492714, diff to last: 0"
[1] "Newton iter: 4, lambda:0.712483659527991, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.712483659492714"
[1] "Starting iterative with newton 0.712483659492714"
[1] "Starting newton at: 0.534254702666755"
[1] "Newton iter: 1, lambda:0.487345974690724, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.488175579700546, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.488175841710448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.488175841710474, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.488175841710448"
[1] "Starting iterative with newton 0.488175841710448"
[1] "Starting newton at: 0.53573708723201"
[1] "Newton iter: 1, lambda:0.433197930284063, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.436874284483289, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.436879101984622, diff to last: 0"
[1] "Newton iter: 4, lambda:0.43687910199289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436879101984622"
[1] "Starting iterative with newton 0.436879101984622"
[1] "Starting newton at: 0.539965149853186"
[1] "Newton iter: 1, lambda:0.420067531684982, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.425001024922868, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.425009564117676, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425009564143241, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425009564117676"
[1] "Starting iterative with newton 0.425009564117676"
[1] "Starting newton at: 0.54175709742825"
[1] "Newton iter: 1, lambda:0.416921147470515, diff to last: 0.125"
[1] "Newton iter: 2, lambda:0.422245221812884, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.422255129879245, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422255129913533, diff to last: 0"
[1] "Final threshold is: 0.00353124316481323"
threshold is:
[{'ad': 9.320266965798726e-10, 'da': 2.1307198681814112e-05, 'dd': 0.000174683308708331}, {'ad': 0.00011847858168650754, 'da': 0.0002249090282813229, 'dd': 0.00032220032704762534}, {'ad': 0.00043962278593751697, 'da': 0.0004974291758007414, 'dd': 0.000991922824131324}, {'ad': 0.0012008250485949805, 'da': 0.0013403796270652995, 'dd': 0.0021229711076438257}, {'ad': 0.0023375912120755663, 'da': 0.0024869259299195247, 'dd': 0.0035312431648132302}]
Number of points in noise estimation: 128
Estimated noise: 0.021779364713845707
0.021779364713845707
threshold is:
[{'ad': 0.04032409740061027, 'da': 0.014924239780945732, 'dd': 0.00984548810664565}, {'ad': 0.00038152579076733417, 'da': 0.0006967333343289098, 'dd': 0.0019166285030501294}, {'ad': 0.0031301451604928143, 'da': 0.0024375777170463353, 'dd': 0.005907855581833598}, {'ad': 0.007384288462404132, 'da': 0.009152783220283272, 'dd': 0.013890827294409663}, {'ad': 0.014707432069656884, 'da': 0.016296427978029958, 'dd': 0.023624457738429215}]
['peppers256', 0.05, 4, 0.0006719275090294689, 0.00041049251650551944, 0.0004350549181200425, 0.0015100468696777134, 0.00037945370636194786, 0.0005521427105703858, 0.0006061159621463109, 0.0006719275090294691, 31.726775783251494, 33.86694755889201, 33.614559174567106, 28.210095726230577, 34.20841200790689, 32.57948657048236, 32.17444278635131, 31.726775783251494]
peppers256 0.075 0
Number of points in noise estimation: 128
Estimated noise: 0.031543586829168316
0.031543586829168316
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.036413413210712, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0364523565988206, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0364523566433569, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0364523565988206"
[1] "Starting iterative with newton 0.0364523565988206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00544958196373193, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00544988882959833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0054498888295993, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00544988882959833"
[1] "Starting iterative with newton 0.00544988882959833"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00517599970642111, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00517626913754345, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00517626913754418, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00517626913754345"
[1] "Starting iterative with newton 0.00517626913754345"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00517362691577516, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.00517389603436774, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00517389603436847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00517389603436774"
[1] "Starting iterative with newton 0.00517389603436774"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00517360633976146, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.0051738754556448, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00517387545564553, diff to last: 0"
[1] "Final threshold is: 0.000163202589678435"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0243791693439036, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0243923057692866, diff to last: 0"
[1] "Newton iter: 3, lambda:0.024392305773101, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0243923057692866"
[1] "Starting iterative with newton 0.0243923057692866"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0121260179370968, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0121269744257536, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0121269744257596, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0121269744257536"
[1] "Starting iterative with newton 0.0121269744257536"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120889022781099, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.01208985486632, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120898548663259, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.01208985486632"
[1] "Starting iterative with newton 0.01208985486632"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120887873999184, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120897399760959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120897399761018, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0120897399761018"
[1] "Starting iterative with newton 0.0120897399761018"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120887870443305, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120897396204708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120897396204767, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000381353751460357"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0670044762627446, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0672097896201369, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0672097915481295, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0672097896201369"
[1] "Starting iterative with newton 0.0672097896201369"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0375808177070706, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.0376194255835712, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0376194256243015, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0376194256243015"
[1] "Starting iterative with newton 0.0376194256243015"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.037004408255578, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0370417969611936, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370417969993479, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0370417969611936"
[1] "Starting iterative with newton 0.0370417969611936"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369929831770939, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0370303479522616, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370303479903662, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0370303479522616"
[1] "Starting iterative with newton 0.0370303479522616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0369927566582244, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.037030120959026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0370301209971296, diff to last: 0"
[1] "Final threshold is: 0.00116806283576564"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156249299962624, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.158671814236289, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.158672393111885, diff to last: 0"
[1] "Newton iter: 4, lambda:0.158672393111918, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.158672393111885"
[1] "Starting iterative with newton 0.158672393111885"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0508842126795074, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0510228477014398, diff to last: 0"
[1] "Newton iter: 3, lambda:0.051022848730554, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0510228477014398"
[1] "Starting iterative with newton 0.0510228477014398"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465503020468067, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0466604111961525, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466604118122809, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0466604111961525"
[1] "Starting iterative with newton 0.0466604111961525"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463769825765409, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464860333047, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464860339077146, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0464860333047"
[1] "Starting iterative with newton 0.0464860333047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0463700577650334, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464790663366441, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464790669391396, diff to last: 0"
[1] "Final threshold is: 0.00146611648373348"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.134759824652815"
[1] "Newton iter: 1, lambda:0.248447202224156, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.250398706855541, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.25039927521206, diff to last: 0"
[1] "Newton iter: 4, lambda:0.250399275212109, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25039927521206"
[1] "Starting iterative with newton 0.25039927521206"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104142519836649, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.105039222337174, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105039288714395, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105039288714395, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105039288714395"
[1] "Starting iterative with newton 0.105039288714395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0960872171230495, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0968269010825355, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0968269448594568, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0968269448594569, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0968269448594568"
[1] "Starting iterative with newton 0.0968269448594568"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0956208299392086, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0963520210277453, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963520637281475, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963520637281476, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0963520637281475"
[1] "Starting iterative with newton 0.0963520637281475"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.09559382323783, diff to last: 0.096"
[1] "Newton iter: 2, lambda:0.0963245244631576, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0963245671019143, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0963245671019145, diff to last: 0"
[1] "Final threshold is: 0.00303842234616128"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.171308368559113"
[1] "Newton iter: 1, lambda:0.371250279632928, diff to last: 0.2"
[1] "Newton iter: 2, lambda:0.380360726162707, diff to last: 0.009"
[1] "Newton iter: 3, lambda:0.380379113986541, diff to last: 0"
[1] "Newton iter: 4, lambda:0.380379114061311, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.380379113986541"
[1] "Starting iterative with newton 0.380379113986541"
[1] "Starting newton at: 0.306377691082686"
[1] "Newton iter: 1, lambda:0.171987827726513, diff to last: 0.134"
[1] "Newton iter: 2, lambda:0.174475593055315, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174476453856929, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174476453857032, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.174476453856929"
[1] "Starting iterative with newton 0.174476453856929"
[1] "Starting newton at: 0.292785676589963"
[1] "Newton iter: 1, lambda:0.150982871785311, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.153643295675585, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.153644240530792, diff to last: 0"
[1] "Newton iter: 4, lambda:0.153644240530911, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.153644240530792"
[1] "Starting iterative with newton 0.153644240530792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14851567982513, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.151456500887949, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151457650262511, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151457650262686, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.151457650262686"
[1] "Starting iterative with newton 0.151457650262686"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.148295667369082, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.151226348475554, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.151227489395266, diff to last: 0"
[1] "Newton iter: 4, lambda:0.151227489395439, diff to last: 0"
[1] "Final threshold is: 0.00477025744270216"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.530729423332455"
[1] "Newton iter: 1, lambda:0.494112300906935, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.494498783825445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.49449882730659, diff to last: 0"
[1] "Newton iter: 4, lambda:0.49449882730659, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.49449882730659"
[1] "Starting iterative with newton 0.49449882730659"
[1] "Starting newton at: 0.318783182142574"
[1] "Newton iter: 1, lambda:0.214684986491774, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.216584733973385, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216585371863645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216585371863717, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216585371863645"
[1] "Starting iterative with newton 0.216585371863645"
[1] "Starting newton at: 0.267689380984341"
[1] "Newton iter: 1, lambda:0.182501249888437, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.183681689265832, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.183681916910384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.183681916910393, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.183681916910384"
[1] "Starting iterative with newton 0.183681916910384"
[1] "Starting newton at: 0.26933062391445"
[1] "Newton iter: 1, lambda:0.178384893884457, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.179716467468563, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179716754186899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179716754186912, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.179716754186912"
[1] "Starting iterative with newton 0.179716754186912"
[1] "Starting newton at: 0.262393744636499"
[1] "Newton iter: 1, lambda:0.178094498654227, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.179237602893145, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.179237813926943, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17923781392695, diff to last: 0"
[1] "Final threshold is: 0.00565380354667484"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.48879890741532"
[1] "Starting iterative with newton 3.48879890741532"
[1] "Starting newton at: 0.636409461770883"
[1] "Newton iter: 1, lambda:0.543320653599518, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.546020478961194, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.546022821706056, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546022821707819, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.546022821707819"
[1] "Starting iterative with newton 0.546022821707819"
[1] "Starting newton at: 0.228876556428615"
[1] "Newton iter: 1, lambda:0.26799127737687, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.268305509101024, diff to last: 0"
[1] "Newton iter: 3, lambda:0.268305529313979, diff to last: 0"
[1] "Newton iter: 4, lambda:0.268305529313979, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.268305529313979"
[1] "Starting iterative with newton 0.268305529313979"
[1] "Starting newton at: 0.267489208763756"
[1] "Newton iter: 1, lambda:0.232737736795333, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.23296884718717, diff to last: 0"
[1] "Newton iter: 3, lambda:0.232968857435487, diff to last: 0"
[1] "Newton iter: 4, lambda:0.232968857435487, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.232968857435487"
[1] "Starting iterative with newton 0.232968857435487"
[1] "Starting newton at: 0.293351625258745"
[1] "Newton iter: 1, lambda:0.227482054177887, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.228302948146082, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228303076293671, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228303076293674, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.228303076293674"
[1] "Starting iterative with newton 0.228303076293674"
[1] "Starting newton at: 0.294437991322485"
[1] "Newton iter: 1, lambda:0.226820575835535, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.227684470103316, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.227684611858199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227684611858203, diff to last: 0"
[1] "Final threshold is: 0.00718198932381459"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78907494755687"
[1] "Starting iterative with newton 1.78907494755687"
[1] "Starting newton at: 0.703639403520159"
[1] "Newton iter: 1, lambda:0.640780433025319, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.642345045287328, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.642346036559742, diff to last: 0"
[1] "Newton iter: 4, lambda:0.642346036560139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.642346036560139"
[1] "Starting iterative with newton 0.642346036560139"
[1] "Starting newton at: 0.40122561533961"
[1] "Newton iter: 1, lambda:0.451060600141602, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.451913090668195, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.451913337911299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.45191333791132, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.451913337911299"
[1] "Starting iterative with newton 0.451913337911299"
[1] "Starting newton at: 0.381689945713173"
[1] "Newton iter: 1, lambda:0.412518890819811, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.41283051474891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.412830546436691, diff to last: 0"
[1] "Newton iter: 4, lambda:0.412830546436691, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.412830546436691"
[1] "Starting iterative with newton 0.412830546436691"
[1] "Starting newton at: 0.380890559922404"
[1] "Newton iter: 1, lambda:0.404362237094484, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.404540978883059, diff to last: 0"
[1] "Newton iter: 3, lambda:0.404540989211715, diff to last: 0"
[1] "Newton iter: 4, lambda:0.404540989211715, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.404540989211715"
[1] "Starting iterative with newton 0.404540989211715"
[1] "Starting newton at: 0.389180117147379"
[1] "Newton iter: 1, lambda:0.402712035259267, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.402771237165622, diff to last: 0"
[1] "Newton iter: 3, lambda:0.402771238296422, diff to last: 0"
[1] "Final threshold is: 0.0127048494918254"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.61154961645791"
[1] "Starting iterative with newton 1.61154961645791"
[1] "Starting newton at: 0.677876538895693"
[1] "Newton iter: 1, lambda:0.687195527367879, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.687234767681725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.687234768375194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.687234768375194"
[1] "Starting iterative with newton 0.687234768375194"
[1] "Starting newton at: 0.437056706297214"
[1] "Newton iter: 1, lambda:0.508303325124933, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.510260194609167, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.510261651101238, diff to last: 0"
[1] "Newton iter: 4, lambda:0.510261651102044, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.510261651102044"
[1] "Starting iterative with newton 0.510261651102044"
[1] "Starting newton at: 0.442519046117568"
[1] "Newton iter: 1, lambda:0.471676277985846, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.471987731771399, diff to last: 0"
[1] "Newton iter: 3, lambda:0.471987767123741, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471987767123741, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.471987767123741"
[1] "Starting iterative with newton 0.471987767123741"
[1] "Starting newton at: 0.445172229501414"
[1] "Newton iter: 1, lambda:0.463388549963879, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.463508708919688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.463508714130953, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.463508708919688"
[1] "Starting iterative with newton 0.463508708919688"
[1] "Starting newton at: 0.445586861352045"
[1] "Newton iter: 1, lambda:0.461528096580624, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.461619879303644, diff to last: 0"
[1] "Newton iter: 3, lambda:0.461619882337631, diff to last: 0"
[1] "Final threshold is: 0.0145611467448847"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.37918085178004"
[1] "Starting iterative with newton 1.37918085178004"
[1] "Starting newton at: 0.622097969142921"
[1] "Newton iter: 1, lambda:0.721634220456657, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.726617050348697, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.726629148450367, diff to last: 0"
[1] "Newton iter: 4, lambda:0.726629148521552, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.726629148521552"
[1] "Starting iterative with newton 0.726629148521552"
[1] "Starting newton at: 0.613893334243088"
[1] "Newton iter: 1, lambda:0.58442775266236, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.584798989669556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.584799049094336, diff to last: 0"
[1] "Newton iter: 4, lambda:0.584799049094338, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.584799049094336"
[1] "Starting iterative with newton 0.584799049094336"
[1] "Starting newton at: 0.625792721206392"
[1] "Newton iter: 1, lambda:0.547534184906035, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.550039724261449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.550042349461337, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550042349464217, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.550042349464217"
[1] "Starting iterative with newton 0.550042349464217"
[1] "Starting newton at: 0.6319678584535"
[1] "Newton iter: 1, lambda:0.53770290900855, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.541294071149811, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.54129942258417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.541299422596043, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.54129942258417"
[1] "Starting iterative with newton 0.54129942258417"
[1] "Starting newton at: 0.637413073875387"
[1] "Newton iter: 1, lambda:0.534846373686331, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.53907936240034, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.539086783628689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.539086783651477, diff to last: 0"
[1] "Final threshold is: 0.0170047307685674"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.908722220982298"
[1] "Starting iterative with newton 0.908722220982298"
[1] "Starting newton at: 0.973286029273799"
[1] "Newton iter: 1, lambda:0.917400191806351, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.919448569435199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.919451407187128, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919451407192568, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.919451407192568"
[1] "Starting iterative with newton 0.919451407192568"
[1] "Starting newton at: 0.973458698093112"
[1] "Newton iter: 1, lambda:0.921427542764687, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.923211134192005, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.92321329083654, diff to last: 0"
[1] "Newton iter: 4, lambda:0.92321329083969, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.92321329083654"
[1] "Starting iterative with newton 0.92321329083654"
[1] "Starting newton at: 0.972955068416262"
[1] "Newton iter: 1, lambda:0.922872471093914, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.924528143909888, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.924530003812518, diff to last: 0"
[1] "Newton iter: 4, lambda:0.924530003814863, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.924530003812518"
[1] "Starting iterative with newton 0.924530003812518"
[1] "Starting newton at: 0.976753258447864"
[1] "Newton iter: 1, lambda:0.923090569092312, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.924988146179135, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.924990590319455, diff to last: 0"
[1] "Newton iter: 4, lambda:0.924990590323507, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.924990590319455"
[1] "Starting iterative with newton 0.924990590319455"
[1] "Starting newton at: 0.976292671940926"
[1] "Newton iter: 1, lambda:0.923297820172122, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.925149341912313, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.925151669046761, diff to last: 0"
[1] "Newton iter: 4, lambda:0.925151669050434, diff to last: 0"
[1] "Final threshold is: 0.0291826020028423"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.894085557693854"
[1] "Starting iterative with newton 0.894085557693854"
[1] "Starting newton at: 0.967205775715815"
[1] "Newton iter: 1, lambda:0.940964267128493, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.9414397317161, diff to last: 0"
[1] "Newton iter: 3, lambda:0.941439890055777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.941439890055795, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.941439890055777"
[1] "Starting iterative with newton 0.941439890055777"
[1] "Starting newton at: 0.968077813616661"
[1] "Newton iter: 1, lambda:0.959000197165744, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.959058266132018, diff to last: 0"
[1] "Newton iter: 3, lambda:0.959058268519978, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.959058266132018"
[1] "Starting iterative with newton 0.959058266132018"
[1] "Starting newton at: 0.968413023163898"
[1] "Newton iter: 1, lambda:0.965559110708599, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.965564893246886, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965564893270662, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.965564893246886"
[1] "Starting iterative with newton 0.965564893246886"
[1] "Starting newton at: 0.96699435237155"
[1] "Newton iter: 1, lambda:0.967960508671209, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.967961173762424, diff to last: 0"
[1] "Newton iter: 3, lambda:0.967961173762739, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.967961173762739"
[1] "Starting iterative with newton 0.967961173762739"
[1] "Starting newton at: 0.966359949945863"
[1] "Newton iter: 1, lambda:0.968838381246547, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.968842763871433, diff to last: 0"
[1] "Newton iter: 3, lambda:0.968842763885118, diff to last: 0"
[1] "Final threshold is: 0.03056077584599"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.850389852859525"
[1] "Starting iterative with newton 0.850389852859525"
[1] "Starting newton at: 0.923970083328046"
[1] "Newton iter: 1, lambda:0.982638598193859, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.985300059069277, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.985305384121529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.985305384142816, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.985305384121529"
[1] "Starting iterative with newton 0.985305384121529"
[1] "Starting newton at: 0.913747736791676"
[1] "Newton iter: 1, lambda:1.02989614198267, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.04102406787748, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.04112110922879, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04112111656133, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.04112110922879"
[1] "Starting iterative with newton 1.04112110922879"
[1] "Starting newton at: 1.21991295540146"
[1] "Newton iter: 1, lambda:1.04122451167363, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.06343768061937, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.06383261471985, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06383273796129, diff to last: 0"
[1] "Newton iter: 5, lambda:1.0638327379613, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.06383273796129"
[1] "Starting iterative with newton 1.06383273796129"
[1] "Starting newton at: 1.22722272719071"
[1] "Newton iter: 1, lambda:1.05084942271102, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.07262907370021, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.07301090910379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07301102497383, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07301102497385, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.07301102497383"
[1] "Starting iterative with newton 1.07301102497383"
[1] "Starting newton at: 1.23348458750093"
[1] "Newton iter: 1, lambda:1.05368387594762, diff to last: 0.18"
[1] "Newton iter: 2, lambda:1.07629708842946, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.07670989360013, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07671002934591, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07671002934592, diff to last: 0"
[1] "Final threshold is: 0.0339632963005091"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.0004389755774"
[1] "Newton iter: 1, lambda:1.14258717973185, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.16340903289058, diff to last: 0.021"
[1] "Newton iter: 3, lambda:1.1638297029041, diff to last: 0"
[1] "Newton iter: 4, lambda:1.16382987227641, diff to last: 0"
[1] "Newton iter: 5, lambda:1.16382987227644, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.16382987227644"
[1] "Starting iterative with newton 1.16382987227644"
[1] "Starting newton at: 1.3338273552595"
[1] "Newton iter: 1, lambda:1.44989151210394, diff to last: 0.116"
[1] "Newton iter: 2, lambda:1.46692453372904, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.46726549035231, diff to last: 0"
[1] "Newton iter: 4, lambda:1.46726562490496, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46726562490498, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46726562490498"
[1] "Starting iterative with newton 1.46726562490498"
[1] "Starting newton at: 1.77219128816482"
[1] "Newton iter: 1, lambda:1.64192268564273, diff to last: 0.13"
[1] "Newton iter: 2, lambda:1.66050699456284, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.66096045721649, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66096072202818, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66096072202826, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.66096072202818"
[1] "Starting iterative with newton 1.66096072202818"
[1] "Starting newton at: 1.74296372135625"
[1] "Newton iter: 1, lambda:1.78473902606663, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.78724713615409, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.78725578628466, diff to last: 0"
[1] "Newton iter: 4, lambda:1.78725578638724, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.78725578628466"
[1] "Starting iterative with newton 1.78725578628466"
[1] "Starting newton at: 1.70930768213523"
[1] "Newton iter: 1, lambda:1.84108747984399, diff to last: 0.132"
[1] "Newton iter: 2, lambda:1.86934318400386, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.87052101553841, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.87052299594792, diff to last: 0"
[1] "Newton iter: 5, lambda:1.87052299595351, diff to last: 0"
[1] "Final threshold is: 0.0590030045388156"
threshold is:
[{'ad': 0.0001632025896784346, 'da': 0.00038135375146035663, 'dd': 0.0011680628357656432}, {'ad': 0.0014661164837334773, 'da': 0.0030384223461612844, 'dd': 0.0047702574427021605}, {'ad': 0.005653803546674841, 'da': 0.00718198932381459, 'dd': 0.012704849491825352}, {'ad': 0.014561146744884707, 'da': 0.017004730768567435, 'dd': 0.029182602002842346}, {'ad': 0.03056077584598995, 'da': 0.03396329630050907, 'dd': 0.05900300453881565}]
Number of points in noise estimation: 128
Estimated noise: 0.031543586829168316
0.031543586829168316
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.9221446331993"
[1] "Starting iterative with newton 42.9221446331993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.7908853780854"
[1] "Starting iterative with newton 30.7908853780854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.9059069812177"
[1] "Starting iterative with newton 26.9059069812177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7583106770127"
[1] "Starting iterative with newton 15.7583106770127"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.9738186253246"
[1] "Starting iterative with newton 11.9738186253246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.82788223639046"
[1] "Starting iterative with newton 5.82788223639046"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.11389631566841"
[1] "Starting iterative with newton 4.11389631566841"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.48879890741532"
[1] "Starting iterative with newton 3.48879890741532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78907494755687"
[1] "Starting iterative with newton 1.78907494755687"
[1] "Starting newton at: 2.09429645482637"
[1] "Newton iter: 1, lambda:1.66807486113736, diff to last: 0.426"
[1] "Newton iter: 2, lambda:1.63957883508696, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.63911548850606, diff to last: 0"
[1] "Newton iter: 4, lambda:1.6391153604185, diff to last: 0"
[1] "Newton iter: 5, lambda:1.63911536041849, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.63911536041849"
[1] "Starting iterative with newton 1.63911536041849"
[1] "Starting newton at: 1.88860103581768"
[1] "Newton iter: 1, lambda:1.52967063078684, diff to last: 0.359"
[1] "Newton iter: 2, lambda:1.48468138468969, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.48313428787978, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.48313235929297, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48313235928997, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48313235928997"
[1] "Starting iterative with newton 1.48313235928997"
[1] "Starting newton at: 1.76727437524494"
[1] "Newton iter: 1, lambda:1.40614717773319, diff to last: 0.361"
[1] "Newton iter: 2, lambda:1.34035799996645, diff to last: 0.066"
[1] "Newton iter: 3, lambda:1.3360667798607, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.33604743725226, diff to last: 0"
[1] "Newton iter: 5, lambda:1.3360474368582, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.3360474368582"
[1] "Starting iterative with newton 1.3360474368582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 4 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.61154961645791"
[1] "Starting iterative with newton 1.61154961645791"
[1] "Starting newton at: 1.91013491198487"
[1] "Newton iter: 1, lambda:1.54693608931223, diff to last: 0.363"
[1] "Newton iter: 2, lambda:1.50434146530017, diff to last: 0.043"
[1] "Newton iter: 3, lambda:1.5029937387617, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50299231800135, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50299231799977, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50299231799977"
[1] "Starting iterative with newton 1.50299231799977"
[1] "Starting newton at: 1.79486236314372"
[1] "Newton iter: 1, lambda:1.46806306877299, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.4183431868369, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.41618086172585, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41617656430454, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41617656428753, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.41617656428753"
[1] "Starting iterative with newton 1.41617656428753"
[1] "Starting newton at: 1.71171935403436"
[1] "Newton iter: 1, lambda:1.40346891823985, diff to last: 0.308"
[1] "Newton iter: 2, lambda:1.34778391419741, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.34469028298417, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34468028062159, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34468028051682, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34468028051682"
[1] "Starting iterative with newton 1.34468028051682"
[1] "Starting newton at: 1.63762838922714"
[1] "Newton iter: 1, lambda:1.33895143910809, diff to last: 0.299"
[1] "Newton iter: 2, lambda:1.27575181284931, diff to last: 0.063"
[1] "Newton iter: 3, lambda:1.2712079980712, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.27118346250075, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27118346178395, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.27118346178395"
[1] "Starting iterative with newton 1.27118346178395"
[1] "Starting newton at: 1.57998575440319"
[1] "Newton iter: 1, lambda:1.28410420552757, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.21271260608323, diff to last: 0.071"
[1] "Newton iter: 3, lambda:1.20622002437164, diff to last: 0.006"
[1] "Newton iter: 4, lambda:1.20616402234069, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20616401816713, diff to last: 0"
[1] "Final threshold is: 0.0380467395689224"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.37918085178004"
[1] "Starting iterative with newton 1.37918085178004"
[1] "Starting newton at: 1.62352981929065"
[1] "Newton iter: 1, lambda:1.43430200514582, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.41062649991442, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.41012911695883, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41012889238132, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41012889238128, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41012889238132"
[1] "Starting iterative with newton 1.41012889238132"
[1] "Starting newton at: 1.64445227865006"
[1] "Newton iter: 1, lambda:1.45524673986544, diff to last: 0.189"
[1] "Newton iter: 2, lambda:1.43281756828776, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.43238988184099, diff to last: 0"
[1] "Newton iter: 4, lambda:1.43238972271588, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43238972271586, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43238972271586"
[1] "Starting iterative with newton 1.43238972271586"
[1] "Starting newton at: 1.67303294792035"
[1] "Newton iter: 1, lambda:1.47643171266968, diff to last: 0.197"
[1] "Newton iter: 2, lambda:1.45387364684845, diff to last: 0.023"
[1] "Newton iter: 3, lambda:1.45345901728289, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45345887371153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45345887371151, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.45345887371151"
[1] "Starting iterative with newton 1.45345887371151"
[1] "Starting newton at: 1.70099577203124"
[1] "Newton iter: 1, lambda:1.49788286029053, diff to last: 0.203"
[1] "Newton iter: 2, lambda:1.47549023548973, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.47509919607989, diff to last: 0"
[1] "Newton iter: 4, lambda:1.4750990736956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47509907369559, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.47509907369559"
[1] "Starting iterative with newton 1.47509907369559"
[1] "Starting newton at: 1.72486660310365"
[1] "Newton iter: 1, lambda:1.51844526869188, diff to last: 0.206"
[1] "Newton iter: 2, lambda:1.49677903477161, diff to last: 0.022"
[1] "Newton iter: 3, lambda:1.49642838535363, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49642829103672, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49642829103671, diff to last: 0"
[1] "Final threshold is: 0.0472027157319407"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.908722220982298"
[1] "Starting iterative with newton 0.908722220982298"
[1] "Starting newton at: 1.24500615715588"
[1] "Newton iter: 1, lambda:1.26125829121981, diff to last: 0.016"
[1] "Newton iter: 2, lambda:1.26095315778372, diff to last: 0"
[1] "Newton iter: 3, lambda:1.26095305110374, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26095305110373, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26095305110373"
[1] "Starting iterative with newton 1.26095305110373"
[1] "Starting newton at: 1.60352874560819"
[1] "Newton iter: 1, lambda:1.61267420568025, diff to last: 0.009"
[1] "Newton iter: 2, lambda:1.61263142285546, diff to last: 0"
[1] "Newton iter: 3, lambda:1.61263142193766, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61263142193766"
[1] "Starting iterative with newton 1.61263142193766"
[1] "Starting newton at: 1.77013812909854"
[1] "Newton iter: 1, lambda:1.85164813331221, diff to last: 0.082"
[1] "Newton iter: 2, lambda:1.84973020624803, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.84972945826609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.84972945826597, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.84972945826609"
[1] "Starting iterative with newton 1.84972945826609"
[1] "Starting newton at: 1.99821112531337"
[1] "Newton iter: 1, lambda:1.98828336058645, diff to last: 0.01"
[1] "Newton iter: 2, lambda:1.98827664211936, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98827664211586, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.98827664211586"
[1] "Starting iterative with newton 1.98827664211586"
[1] "Starting newton at: 2.127222188642"
[1] "Newton iter: 1, lambda:2.06891662275347, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.06903025008241, diff to last: 0"
[1] "Newton iter: 3, lambda:2.06903024986922, diff to last: 0"
[1] "Final threshold is: 0.0652646353456502"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.894085557693854"
[1] "Starting iterative with newton 0.894085557693854"
[1] "Starting newton at: 1.2138940266467"
[1] "Newton iter: 1, lambda:1.24627609402025, diff to last: 0.032"
[1] "Newton iter: 2, lambda:1.24503027634802, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.24502845680372, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24502845679984, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24502845680372"
[1] "Starting iterative with newton 1.24502845680372"
[1] "Starting newton at: 1.57880461251966"
[1] "Newton iter: 1, lambda:1.60799387718327, diff to last: 0.029"
[1] "Newton iter: 2, lambda:1.60754591183047, diff to last: 0"
[1] "Newton iter: 3, lambda:1.60754581289282, diff to last: 0"
[1] "Newton iter: 4, lambda:1.60754581289282, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60754581289282"
[1] "Starting iterative with newton 1.60754581289282"
[1] "Starting newton at: 1.93429852807644"
[1] "Newton iter: 1, lambda:1.85543191482771, diff to last: 0.079"
[1] "Newton iter: 2, lambda:1.85485420891946, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.85485414974699, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85485414974699, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.85485414974699"
[1] "Starting iterative with newton 1.85485414974699"
[1] "Starting newton at: 2.01230529272941"
[1] "Newton iter: 1, lambda:2.00135733568999, diff to last: 0.011"
[1] "Newton iter: 2, lambda:2.00135379161485, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00135379161434, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00135379161485"
[1] "Starting iterative with newton 2.00135379161485"
[1] "Starting newton at: 2.15770196015702"
[1] "Newton iter: 1, lambda:2.07962040236881, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.08015629854683, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08015630443577, diff to last: 0"
[1] "Final threshold is: 0.0656155910072116"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.850389852859525"
[1] "Starting iterative with newton 0.850389852859525"
[1] "Starting newton at: 1.32821407780226"
[1] "Newton iter: 1, lambda:1.25931298430364, diff to last: 0.069"
[1] "Newton iter: 2, lambda:1.25418962031639, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.25415947517963, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25415947413275, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25415947413275"
[1] "Starting iterative with newton 1.25415947413275"
[1] "Starting newton at: 1.74172253891548"
[1] "Newton iter: 1, lambda:1.66649743174893, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.66475151666259, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66475030288151, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66475030288092, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66475030288092"
[1] "Starting iterative with newton 1.66475030288092"
[1] "Starting newton at: 1.95579331210136"
[1] "Newton iter: 1, lambda:1.92952969053043, diff to last: 0.026"
[1] "Newton iter: 2, lambda:1.92949043306269, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9294904329328, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.92949043306269"
[1] "Starting iterative with newton 1.92949043306269"
[1] "Starting newton at: 2.06191276234583"
[1] "Newton iter: 1, lambda:2.08049233538282, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.0805017466218, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08050174662574, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.08050174662574"
[1] "Starting iterative with newton 2.08050174662574"
[1] "Starting newton at: 2.23425540404441"
[1] "Newton iter: 1, lambda:2.1643064269725, diff to last: 0.07"
[1] "Newton iter: 2, lambda:2.16508154370619, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.16508160548258, diff to last: 0"
[1] "Newton iter: 4, lambda:2.16508160548258, diff to last: 0"
[1] "Final threshold is: 0.0682944396147749"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0315435868291683"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.42402274218514"
[1] "Newton iter: 1, lambda:1.55968804335541, diff to last: 0.136"
[1] "Newton iter: 2, lambda:1.54692049286148, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.5468285762064, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54682857131728, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5468285762064"
[1] "Starting iterative with newton 1.5468285762064"
[1] "Starting newton at: 2.06011644622173"
[1] "Newton iter: 1, lambda:2.11830682468771, diff to last: 0.058"
[1] "Newton iter: 2, lambda:2.11895245702001, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.1189525605904, diff to last: 0"
[1] "Newton iter: 4, lambda:2.1189525605904, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.1189525605904"
[1] "Starting iterative with newton 2.1189525605904"
[1] "Starting newton at: 2.34937245922828"
[1] "Newton iter: 1, lambda:2.40120989412438, diff to last: 0.052"
[1] "Newton iter: 2, lambda:2.40232460186331, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.40232515978364, diff to last: 0"
[1] "Newton iter: 4, lambda:2.40232515978378, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.40232515978364"
[1] "Starting iterative with newton 2.40232515978364"
[1] "Starting newton at: 2.49900352389195"
[1] "Newton iter: 1, lambda:2.52787113766252, diff to last: 0.029"
[1] "Newton iter: 2, lambda:2.52828973478828, diff to last: 0"
[1] "Newton iter: 3, lambda:2.52828982518229, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52828982518229, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52828982518229"
[1] "Starting iterative with newton 2.52828982518229"
[1] "Starting newton at: 2.61118753778374"
[1] "Newton iter: 1, lambda:2.59591723833601, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.59604640142198, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59604641057952, diff to last: 0"
[1] "Final threshold is: 0.0818886150758041"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.03804673956892237, 'da': 0.04720271573194071, 'dd': 0.06526463534565022}, {'ad': 0.0656155910072116, 'da': 0.06829443961477492, 'dd': 0.08188861507580412}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465185607609225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012143195610766802
0.012143195610766802
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 111.496054212533"
[1] "Starting iterative with newton 111.496054212533"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 79.9834736755324"
[1] "Starting iterative with newton 79.9834736755324"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 69.8917188097552"
[1] "Starting iterative with newton 69.8917188097552"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 40.934335331025"
[1] "Starting iterative with newton 40.934335331025"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1036072868458"
[1] "Starting iterative with newton 31.1036072868458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.1387093847648"
[1] "Starting iterative with newton 15.1387093847648"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 10.6864000053185"
[1] "Starting iterative with newton 10.6864000053185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 9.06262525887232"
[1] "Starting iterative with newton 9.06262525887232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.64736324449165"
[1] "Starting iterative with newton 4.64736324449165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18621727637993"
[1] "Starting iterative with newton 4.18621727637993"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.58260809968973"
[1] "Starting iterative with newton 3.58260809968973"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.36052841442614"
[1] "Starting iterative with newton 2.36052841442614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.32250770932286"
[1] "Starting iterative with newton 2.32250770932286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.20900222825483"
[1] "Starting iterative with newton 2.20900222825483"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75207800999515"
[1] "Starting iterative with newton 1.75207800999515"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.465185607609225. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012143195610766802
0.012143195610766802
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00725931089776404, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00725977941904518, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00725977941904714, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.00725977941904518"
[1] "Starting iterative with newton 0.00725977941904518"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:4.90144584463792e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:4.9014458456206e-06, diff to last: 0"
[1] "Iteration: 2 Threshold: 4.90144584463792e-06"
[1] "Starting iterative with newton 4.90144584463792e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:4.76247532799765e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:4.76247532890219e-06, diff to last: 0"
[1] "Iteration: 3 Threshold: 4.76247532799765e-06"
[1] "Starting iterative with newton 4.76247532799765e-06"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:4.76247270165655e-06, diff to last: 0"
[1] "Newton iter: 2, lambda:4.76247270256109e-06, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.78316376071526e-08"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462636289, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012467915237681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152376869, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.012467915237681"
[1] "Starting iterative with newton 0.012467915237681"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00993022795360697, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00993094042469, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00993094042469367, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00993094042469"
[1] "Starting iterative with newton 0.00993094042469"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00991321724923932, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00991392773553363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00991392773553728, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00991392773553363"
[1] "Starting iterative with newton 0.00991392773553363"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00991310306027743, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00991381353324221, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00991381353324586, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00991381353324221"
[1] "Starting iterative with newton 0.00991381353324221"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0099131022937478, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.0099138127666231, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00991381276662675, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000120385367673622"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.04342640298315, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0434757175852105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0434757176487589, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0434757176487589"
[1] "Starting iterative with newton 0.0434757176487589"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0200563806991138, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0200637033901674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0200637033911434, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0200637033901674"
[1] "Starting iterative with newton 0.0200637033901674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196719163691688, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196789391497151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196789391506101, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0196789391497151"
[1] "Starting iterative with newton 0.0196789391497151"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196655828398535, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196726007297959, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196726007306895, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0196726007297959"
[1] "Starting iterative with newton 0.0196726007297959"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0196654785005547, diff to last: 0.02"
[1] "Newton iter: 2, lambda:0.0196724963099422, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0196724963108359, diff to last: 0"
[1] "Final threshold is: 0.000238886970854568"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.067255229439707, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0674675436287275, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067467545742108, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0674675436287275"
[1] "Starting iterative with newton 0.0674675436287275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0171821121303037, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0171867764302068, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0171867764305506, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0171867764302068"
[1] "Starting iterative with newton 0.0171867764302068"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165776959977195, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165819652649575, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165819652652407, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0165819652649575"
[1] "Starting iterative with newton 0.0165819652649575"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165703898587777, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165746544918395, diff to last: 0"
[1] "Newton iter: 3, lambda:0.016574654492122, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0165746544918395"
[1] "Starting iterative with newton 0.0165746544918395"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0165703015397056, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.0165745661167681, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0165745661170506, diff to last: 0"
[1] "Final threshold is: 0.000201268198519503"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120324894263048, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.121327056176204, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121327125393527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121327125393528, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121327125393527"
[1] "Starting iterative with newton 0.121327125393527"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044227252306826, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0443082566683512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0443082569400571, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0443082566683512"
[1] "Starting iterative with newton 0.0443082566683512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0420222264403069, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420930993662331, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420930995678186, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420930993662331"
[1] "Starting iterative with newton 0.0420930993662331"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.041958405610725, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420289988649189, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420289990647342, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0420289988649189"
[1] "Starting iterative with newton 0.0420289988649189"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0419565585204762, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0420271436916012, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420271438913654, diff to last: 0"
[1] "Final threshold is: 0.000510343829234693"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.0634956291569682"
[1] "Newton iter: 1, lambda:0.195556739377493, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.197500498233947, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.197500915282426, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197500915282445, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.197500915282426"
[1] "Starting iterative with newton 0.197500915282426"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548978322277058, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0550677896178377, diff to last: 0"
[1] "Newton iter: 3, lambda:0.055067791247099, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0550677896178377"
[1] "Starting iterative with newton 0.0550677896178377"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0488020227706517, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0489275635381647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0489275643690922, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0489275635381647"
[1] "Starting iterative with newton 0.0489275635381647"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485432969348688, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486671384994551, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0486671393056226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0486671393056226"
[1] "Starting iterative with newton 0.0486671393056226"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0485323298281465, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.0486560996929901, diff to last: 0"
[1] "Newton iter: 3, lambda:0.048656100498122, diff to last: 0"
[1] "Final threshold is: 0.00059084053622895"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.312769794665759"
[1] "Newton iter: 1, lambda:0.240183173212923, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.240950928462022, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.240951015143709, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24095101514371, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24095101514371"
[1] "Starting iterative with newton 0.24095101514371"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0743730389581969, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.074744743475804, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0747447527574045, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.074744743475804"
[1] "Starting iterative with newton 0.074744743475804"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0660686438153825, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0663462190978663, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0663462239964596, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0663462190978663"
[1] "Starting iterative with newton 0.0663462190978663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0656451184616746, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0659183578382421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0659183625713629, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0659183578382421"
[1] "Starting iterative with newton 0.0659183578382421"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0656235357421171, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.065896555310144, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0658965600349591, diff to last: 0"
[1] "Final threshold is: 0.000800194818581147"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.225648083867981"
[1] "Newton iter: 1, lambda:0.290260831611579, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.290977020459482, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.290977107700137, diff to last: 0"
[1] "Newton iter: 4, lambda:0.290977107700138, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.290977107700138"
[1] "Starting iterative with newton 0.290977107700138"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.104842561070215, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.105826730697811, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.105826817315318, diff to last: 0"
[1] "Newton iter: 4, lambda:0.105826817315318, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.105826817315318"
[1] "Starting iterative with newton 0.105826817315318"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0940008514107435, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.0947473606489191, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.09474740769505, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0947474076950502, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.09474740769505"
[1] "Starting iterative with newton 0.09474740769505"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0933464924497173, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0940799599521263, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0940800052043564, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0940800052043566, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0940800052043566"
[1] "Starting iterative with newton 0.0940800052043566"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0933070420870897, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0940397280671922, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0940397732131477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0940397732131478, diff to last: 0"
[1] "Final threshold is: 0.0011419433613194"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.571177427903178"
[1] "Newton iter: 1, lambda:0.462804250890893, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.466003108108446, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.466005979938545, diff to last: 0"
[1] "Newton iter: 4, lambda:0.466005979940858, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.466005979938545"
[1] "Starting iterative with newton 0.466005979938545"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.175552487058615, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.180210203246586, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.180213470299194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180213470300801, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.180213470300801"
[1] "Starting iterative with newton 0.180213470300801"
[1] "Starting newton at: 0.298958857382795"
[1] "Newton iter: 1, lambda:0.147806256666359, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.150942254899696, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150943613343258, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150943613343512, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.150943613343512"
[1] "Starting iterative with newton 0.150943613343512"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.145039840456615, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147921598888293, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147922734835232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147922734835409, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.147922734835232"
[1] "Starting iterative with newton 0.147922734835232"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14474254401901, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.147609528203648, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.147610651387797, diff to last: 0"
[1] "Newton iter: 4, lambda:0.147610651387969, diff to last: 0"
[1] "Final threshold is: 0.00179246501403472"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.670392061176805"
[1] "Newton iter: 1, lambda:0.527375631196625, diff to last: 0.143"
[1] "Newton iter: 2, lambda:0.533563184951648, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.53357531537634, diff to last: 0"
[1] "Newton iter: 4, lambda:0.533575315422882, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.53357531537634"
[1] "Starting iterative with newton 0.53357531537634"
[1] "Starting newton at: 0.312316724890122"
[1] "Newton iter: 1, lambda:0.217852932896719, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.219393250960861, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.219393663358674, diff to last: 0"
[1] "Newton iter: 4, lambda:0.219393663358704, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.219393663358704"
[1] "Starting iterative with newton 0.219393663358704"
[1] "Starting newton at: 0.29930861932073"
[1] "Newton iter: 1, lambda:0.182163381575137, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.184336156524892, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.184336908755991, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184336908756081, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184336908756081"
[1] "Starting iterative with newton 0.184336908756081"
[1] "Starting newton at: 0.297194952046578"
[1] "Newton iter: 1, lambda:0.178083449838291, diff to last: 0.119"
[1] "Newton iter: 2, lambda:0.180306930056061, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.180307709662683, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180307709662779, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180307709662683"
[1] "Starting iterative with newton 0.180307709662683"
[1] "Starting newton at: 0.301008808250576"
[1] "Newton iter: 1, lambda:0.17745310178292, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.179842120198294, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.179843019131917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179843019132044, diff to last: 0"
[1] "Final threshold is: 0.00218386896054974"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.58260809968973"
[1] "Starting iterative with newton 3.58260809968973"
[1] "Starting newton at: 0.628477873338884"
[1] "Newton iter: 1, lambda:0.560282232535703, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.561822028743204, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.561822831053109, diff to last: 0"
[1] "Newton iter: 4, lambda:0.561822831053326, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.561822831053109"
[1] "Starting iterative with newton 0.561822831053109"
[1] "Starting newton at: 0.309333438021554"
[1] "Newton iter: 1, lambda:0.240156591898916, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.241077910004636, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241078074236341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241078074236347, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241078074236347"
[1] "Starting iterative with newton 0.241078074236347"
[1] "Starting newton at: 0.312717426979599"
[1] "Newton iter: 1, lambda:0.199436961129153, diff to last: 0.113"
[1] "Newton iter: 2, lambda:0.201675983309615, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201676863324775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20167686332491, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20167686332491"
[1] "Starting iterative with newton 0.20167686332491"
[1] "Starting newton at: 0.319993047464276"
[1] "Newton iter: 1, lambda:0.19398945908928, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.196723541387795, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196724837099718, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196724837100009, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196724837099718"
[1] "Starting iterative with newton 0.196724837099718"
[1] "Starting newton at: 0.321441343069031"
[1] "Newton iter: 1, lambda:0.193275353199437, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.196099290393821, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196100670462766, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196100670463096, diff to last: 0"
[1] "Final threshold is: 0.00238128880083589"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.36052841442614"
[1] "Starting iterative with newton 2.36052841442614"
[1] "Starting newton at: 0.558460894849882"
[1] "Newton iter: 1, lambda:0.632460329468137, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.63477141841845, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.634773627063421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.634773627065437, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.634773627065437"
[1] "Starting iterative with newton 0.634773627065437"
[1] "Starting newton at: 0.275445534041171"
[1] "Newton iter: 1, lambda:0.356092711551853, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.357962242792831, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.357963239780417, diff to last: 0"
[1] "Newton iter: 4, lambda:0.357963239780701, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.357963239780417"
[1] "Starting iterative with newton 0.357963239780417"
[1] "Starting newton at: 0.307131616527947"
[1] "Newton iter: 1, lambda:0.307627312889801, diff to last: 0"
[1] "Newton iter: 2, lambda:0.307627377468736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.307627377468737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.307627377468737"
[1] "Starting iterative with newton 0.307627377468737"
[1] "Starting newton at: 0.296703468895306"
[1] "Newton iter: 1, lambda:0.298319459591437, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.298320135118911, diff to last: 0"
[1] "Newton iter: 3, lambda:0.298320135119029, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.298320135118911"
[1] "Starting iterative with newton 0.298320135118911"
[1] "Starting newton at: 0.298191946327452"
[1] "Newton iter: 1, lambda:0.296593885356556, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.296594543837446, diff to last: 0"
[1] "Newton iter: 3, lambda:0.296594543837558, diff to last: 0"
[1] "Final threshold is: 0.00360160556290562"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.32250770932286"
[1] "Starting iterative with newton 2.32250770932286"
[1] "Starting newton at: 0.588936822519497"
[1] "Newton iter: 1, lambda:0.640442849651025, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.641572299036887, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.641572834079896, diff to last: 0"
[1] "Newton iter: 4, lambda:0.641572834080016, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.641572834079896"
[1] "Starting iterative with newton 0.641572834079896"
[1] "Starting newton at: 0.29942326384387"
[1] "Newton iter: 1, lambda:0.367827556836012, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.369195991718776, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.369196535534899, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369196535534984, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.369196535534899"
[1] "Starting iterative with newton 0.369196535534899"
[1] "Starting newton at: 0.287562268702149"
[1] "Newton iter: 1, lambda:0.320194530237551, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.320480760786308, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320480782748539, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320480782748539, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.320480782748539"
[1] "Starting iterative with newton 0.320480782748539"
[1] "Starting newton at: 0.283490448000169"
[1] "Newton iter: 1, lambda:0.311406825796592, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.311613045022576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311613056250833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311613056250833, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311613056250833"
[1] "Starting iterative with newton 0.311613056250833"
[1] "Starting newton at: 0.283273704162837"
[1] "Newton iter: 1, lambda:0.309807806892405, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.309993566809741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309993575895159, diff to last: 0"
[1] "Final threshold is: 0.003764312630176"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.20900222825483"
[1] "Starting iterative with newton 2.20900222825483"
[1] "Starting newton at: 0.579891824547355"
[1] "Newton iter: 1, lambda:0.654289595854303, diff to last: 0.074"
[1] "Newton iter: 2, lambda:0.656752581709151, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.656755224802078, diff to last: 0"
[1] "Newton iter: 4, lambda:0.656755224805119, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.656755224805119"
[1] "Starting iterative with newton 0.656755224805119"
[1] "Starting newton at: 0.282373435920348"
[1] "Newton iter: 1, lambda:0.387130998737161, diff to last: 0.105"
[1] "Newton iter: 2, lambda:0.390513072489215, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.390516561508165, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390516561511877, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.390516561511877"
[1] "Starting iterative with newton 0.390516561511877"
[1] "Starting newton at: 0.270775596026573"
[1] "Newton iter: 1, lambda:0.340511007481422, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.34188847572806, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.341889010147442, diff to last: 0"
[1] "Newton iter: 4, lambda:0.341889010147522, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.341889010147522"
[1] "Starting iterative with newton 0.341889010147522"
[1] "Starting newton at: 0.262884549458769"
[1] "Newton iter: 1, lambda:0.331525026370747, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.332838937566081, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.332839416481428, diff to last: 0"
[1] "Newton iter: 4, lambda:0.332839416481492, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.332839416481428"
[1] "Starting iterative with newton 0.332839416481428"
[1] "Starting newton at: 0.265084820677626"
[1] "Newton iter: 1, lambda:0.329977310836539, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.331147966311252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331148345401848, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331148345401888, diff to last: 0"
[1] "Final threshold is: 0.00402119913439641"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0121431956107668"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75207800999515"
[1] "Starting iterative with newton 1.75207800999515"
[1] "Starting newton at: 0.818131390270392"
[1] "Newton iter: 1, lambda:0.711959960068625, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.717335863130015, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.717350251784347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.717350251887231, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.717350251784347"
[1] "Starting iterative with newton 0.717350251784347"
[1] "Starting newton at: 0.529615701777091"
[1] "Newton iter: 1, lambda:0.490197499413343, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.490788592423161, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.490788726399314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490788726399321, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.490788726399314"
[1] "Starting iterative with newton 0.490788726399314"
[1] "Starting newton at: 0.53909585049905"
[1] "Newton iter: 1, lambda:0.434924340867056, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.438737023890166, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.438742231355134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.438742231364843, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.438742231355134"
[1] "Starting iterative with newton 0.438742231355134"
[1] "Starting newton at: 0.53963185668977"
[1] "Newton iter: 1, lambda:0.421854827806265, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.426639751713855, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.426647820323061, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426647820345988, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.426647820323061"
[1] "Starting iterative with newton 0.426647820323061"
[1] "Starting newton at: 0.536462414648736"
[1] "Newton iter: 1, lambda:0.419086367148469, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.423821873123229, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.423829745239407, diff to last: 0"
[1] "Newton iter: 4, lambda:0.423829745261147, diff to last: 0"
[1] "Final threshold is: 0.00514664750210358"
threshold is:
[{'ad': 5.783163760715255e-08, 'da': 0.00012038536767362154, 'dd': 0.00023888697085456818}, {'ad': 0.00020126819851950286, 'da': 0.0005103438292346933, 'dd': 0.0005908405362289498}, {'ad': 0.0008001948185811469, 'da': 0.0011419433613194003, 'dd': 0.0017924650140347248}, {'ad': 0.002183868960549743, 'da': 0.0023812888008358925, 'dd': 0.0036016055629056196}, {'ad': 0.003764312630176001, 'da': 0.004021199134396408, 'dd': 0.00514664750210358}]
Number of points in noise estimation: 128
Estimated noise: 0.031543586829168316
0.031543586829168316
threshold is:
[{'ad': 0.048178153539087276, 'da': 0.008342386950124875, 'dd': 0.007545028879772764}, {'ad': 0.004262566666754175, 'da': 0.003484434915138168, 'dd': 0.0016557904488772729}, {'ad': 0.004005494699201417, 'da': 0.007291914543103759, 'dd': 0.012057954251750066}, {'ad': 0.01504722995634089, 'da': 0.016806933053617603, 'dd': 0.025441772335337034}, {'ad': 0.025183268314115215, 'da': 0.026499402546708246, 'dd': 0.03410187813122274}]
['peppers256', 0.075, 0, 0.001503085097099911, 0.0008235620410048701, 0.0008637535640785869, 0.002327494312365203, 0.0007324454731780208, 0.0011449961259306991, 0.0013384463253896816, 0.0015030850970999118, 28.230164311531233, 30.843036787636148, 30.636101475986774, 26.331113716189833, 31.352247007749902, 29.411959827474696, 28.733990402816623, 28.230164311531233]
peppers256 0.075 1
Number of points in noise estimation: 128
Estimated noise: 0.03232778005448787
0.03232778005448787
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0261836981415679, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0261988721501013, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0261988721551982, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0261988721501013"
[1] "Starting iterative with newton 0.0261988721501013"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0084268825464862, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00842743355676588, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00842743355676824, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00842743355676824"
[1] "Starting iterative with newton 0.00842743355676824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00829167447010454, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00829220798944388, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00829220798944609, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00829220798944609"
[1] "Starting iterative with newton 0.00829220798944609"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0082906442531473, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00829117763988048, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00829117763988269, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00829117763988269"
[1] "Starting iterative with newton 0.00829117763988269"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00829063640334706, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00829116978906989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0082911697890721, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000268035113335466"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0450367987301411, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0451095036502891, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0451095038397524, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0451095036502891"
[1] "Starting iterative with newton 0.0451095036502891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0222752938505452, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0222822478378257, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0222822478385033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0222822478378257"
[1] "Starting iterative with newton 0.0222822478378257"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.022052995437917, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.022059834045544, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220598340462014, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.022059834045544"
[1] "Starting iterative with newton 0.022059834045544"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220507880373441, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0220576255026939, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220576255033512, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0220576255026939"
[1] "Starting iterative with newton 0.0220576255026939"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0220507661141478, diff to last: 0.022"
[1] "Newton iter: 2, lambda:0.0220576035681532, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0220576035688105, diff to last: 0"
[1] "Final threshold is: 0.000713073356680344"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.120969741589768"
[1] "Newton iter: 1, lambda:0.0791604958473176, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0792405199353209, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0792405202289467, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0792405202289467"
[1] "Starting iterative with newton 0.0792405202289467"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0367409753524373, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.0367834772337326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0367834772905937, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0367834772337326"
[1] "Starting iterative with newton 0.0367834772337326"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356430833741459, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356828093098105, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356828093591475, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0356828093098105"
[1] "Starting iterative with newton 0.0356828093098105"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356143945662422, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356540493591791, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356540494083305, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0356540493591791"
[1] "Starting iterative with newton 0.0356540493591791"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0356136447970186, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.0356532977316107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0356532977807573, diff to last: 0"
[1] "Final threshold is: 0.00115259196728468"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162709130305957, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.165468324673692, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.165469112944594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.165469112944658, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.165469112944594"
[1] "Starting iterative with newton 0.165469112944594"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0539742673753219, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.0541239061545205, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0541239073045804, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0541239061545205"
[1] "Starting iterative with newton 0.0541239061545205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0497034868405538, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0498250590858999, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0498250598132061, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0498250598132061"
[1] "Starting iterative with newton 0.0498250598132061"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495393311469856, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496598960665612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496598967806483, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0496598960665612"
[1] "Starting iterative with newton 0.0496598960665612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0495330242033466, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0496535505274849, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0496535512410682, diff to last: 0"
[1] "Final threshold is: 0.0016051890834455"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.261978816942145"
[1] "Newton iter: 1, lambda:0.248315969140398, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.248343716850978, diff to last: 0"
[1] "Newton iter: 3, lambda:0.248343716965639, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.248343716850978"
[1] "Starting iterative with newton 0.248343716850978"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.10031095995498, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.101141264570269, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101141321393216, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101141321393217, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101141321393216"
[1] "Starting iterative with newton 0.101141321393216"
[1] "Starting newton at: 0.0785765290633084"
[1] "Newton iter: 1, lambda:0.093425725674819, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0934431245435963, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0934431245674778, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0934431245674778"
[1] "Starting iterative with newton 0.0934431245674778"
[1] "Starting newton at: 0.0862747258890472"
[1] "Newton iter: 1, lambda:0.0930315037318548, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.0930350973047537, diff to last: 0"
[1] "Newton iter: 3, lambda:0.09303509730577, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.09303509730577"
[1] "Starting iterative with newton 0.09303509730577"
[1] "Starting newton at: 0.0866827531507549"
[1] "Newton iter: 1, lambda:0.0930102924197714, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.0930134435051172, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0930134435058986, diff to last: 0"
[1] "Final threshold is: 0.00300691814376922"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.49424456767993"
[1] "Newton iter: 1, lambda:0.376315504447193, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.37932718380021, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.379329199359606, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379329199360508, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.379329199359606"
[1] "Starting iterative with newton 0.379329199359606"
[1] "Starting newton at: 0.212739552038038"
[1] "Newton iter: 1, lambda:0.175864856489703, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.176053223389744, diff to last: 0"
[1] "Newton iter: 3, lambda:0.176053228315367, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.176053223389744"
[1] "Starting iterative with newton 0.176053223389744"
[1] "Starting newton at: 0.223096477720719"
[1] "Newton iter: 1, lambda:0.155911468033458, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.156508703865933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.156508751220446, diff to last: 0"
[1] "Newton iter: 4, lambda:0.156508751220446, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.156508751220446"
[1] "Starting iterative with newton 0.156508751220446"
[1] "Starting newton at: 0.242640949890017"
[1] "Newton iter: 1, lambda:0.153502708701016, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.154548046879116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154548191308277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154548191308279, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.154548191308277"
[1] "Starting iterative with newton 0.154548191308277"
[1] "Starting newton at: 0.244552398525576"
[1] "Newton iter: 1, lambda:0.15325461439938, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.154350587719445, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.154350746408493, diff to last: 0"
[1] "Newton iter: 4, lambda:0.154350746408496, diff to last: 0"
[1] "Final threshold is: 0.00498981698113978"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.641098433440979"
[1] "Newton iter: 1, lambda:0.488712917693503, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.495192756431059, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.495205042767113, diff to last: 0"
[1] "Newton iter: 4, lambda:0.495205042811208, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.495205042767113"
[1] "Starting iterative with newton 0.495205042767113"
[1] "Starting newton at: 0.225092813443397"
[1] "Newton iter: 1, lambda:0.2186892451022, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.218696479883723, diff to last: 0"
[1] "Newton iter: 3, lambda:0.218696479892962, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.218696479883723"
[1] "Starting iterative with newton 0.218696479883723"
[1] "Starting newton at: 0.338332320569842"
[1] "Newton iter: 1, lambda:0.18255135406627, diff to last: 0.156"
[1] "Newton iter: 2, lambda:0.186479739180387, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.186482261186412, diff to last: 0"
[1] "Newton iter: 4, lambda:0.186482261187452, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.186482261186412"
[1] "Starting iterative with newton 0.186482261186412"
[1] "Starting newton at: 0.362921438454345"
[1] "Newton iter: 1, lambda:0.177124900634294, diff to last: 0.186"
[1] "Newton iter: 2, lambda:0.182648114049286, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182653051073423, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182653051077367, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.182653051073423"
[1] "Starting iterative with newton 0.182653051073423"
[1] "Starting newton at: 0.365161400917798"
[1] "Newton iter: 1, lambda:0.176505001924669, diff to last: 0.189"
[1] "Newton iter: 2, lambda:0.182191922661933, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.182197150549661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.182197150554078, diff to last: 0"
[1] "Final threshold is: 0.00589002940952385"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.13128280030128"
[1] "Starting iterative with newton 3.13128280030128"
[1] "Starting newton at: 0.682076220991615"
[1] "Newton iter: 1, lambda:0.529137421709739, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.5361290957354, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.536144469401812, diff to last: 0"
[1] "Newton iter: 4, lambda:0.536144469475996, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.536144469401812"
[1] "Starting iterative with newton 0.536144469401812"
[1] "Starting newton at: 0.292766616059835"
[1] "Newton iter: 1, lambda:0.284084659519644, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.28410136127407, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284101361335935, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.28410136127407"
[1] "Starting iterative with newton 0.28410136127407"
[1] "Starting newton at: 0.219455197258549"
[1] "Newton iter: 1, lambda:0.247782883270177, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.2479507970945, diff to last: 0"
[1] "Newton iter: 3, lambda:0.247950802982582, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.2479507970945"
[1] "Starting iterative with newton 0.2479507970945"
[1] "Starting newton at: 0.241952618279432"
[1] "Newton iter: 1, lambda:0.242629191614169, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.242629286296002, diff to last: 0"
[1] "Newton iter: 3, lambda:0.242629286296004, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.242629286296002"
[1] "Starting iterative with newton 0.242629286296002"
[1] "Starting newton at: 0.246726121176387"
[1] "Newton iter: 1, lambda:0.241838183551704, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.241843116306836, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241843116311861, diff to last: 0"
[1] "Final threshold is: 0.00781825107165932"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.78791774089521"
[1] "Starting iterative with newton 1.78791774089521"
[1] "Starting newton at: 0.494196137996645"
[1] "Newton iter: 1, lambda:0.626593909017057, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.633976956776758, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.633999154162239, diff to last: 0"
[1] "Newton iter: 4, lambda:0.633999154362422, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.633999154162239"
[1] "Starting iterative with newton 0.633999154162239"
[1] "Starting newton at: 0.422350776408844"
[1] "Newton iter: 1, lambda:0.445709081703235, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.445891787266086, diff to last: 0"
[1] "Newton iter: 3, lambda:0.445891798397138, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445891798397138, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.445891798397138"
[1] "Starting iterative with newton 0.445891798397138"
[1] "Starting newton at: 0.453852794239212"
[1] "Newton iter: 1, lambda:0.407078920545251, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.40777405611583, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.407774210928212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.407774210928219, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.407774210928212"
[1] "Starting iterative with newton 0.407774210928212"
[1] "Starting newton at: 0.460486888741467"
[1] "Newton iter: 1, lambda:0.398586228029202, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.399790098022397, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.399790558368492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.399790558368559, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.399790558368492"
[1] "Starting iterative with newton 0.399790558368492"
[1] "Starting newton at: 0.462125299486936"
[1] "Newton iter: 1, lambda:0.396768624207865, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.398107425847181, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.398107994128834, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398107994128936, diff to last: 0"
[1] "Final threshold is: 0.0128699476721303"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.54387243564043"
[1] "Starting iterative with newton 1.54387243564043"
[1] "Starting newton at: 0.71667123942336"
[1] "Newton iter: 1, lambda:0.68548174184097, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.685917673383151, diff to last: 0"
[1] "Newton iter: 3, lambda:0.685917759539421, diff to last: 0"
[1] "Newton iter: 4, lambda:0.685917759539425, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.685917759539421"
[1] "Starting iterative with newton 0.685917759539421"
[1] "Starting newton at: 0.408762968196001"
[1] "Newton iter: 1, lambda:0.515273932372185, diff to last: 0.107"
[1] "Newton iter: 2, lambda:0.519735698615173, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.519743381764909, diff to last: 0"
[1] "Newton iter: 4, lambda:0.519743381787669, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.519743381764909"
[1] "Starting iterative with newton 0.519743381764909"
[1] "Starting newton at: 0.42059568915785"
[1] "Newton iter: 1, lambda:0.482113656643169, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.483531747674987, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.483532493257906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.483532493258112, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.483532493257906"
[1] "Starting iterative with newton 0.483532493257906"
[1] "Starting newton at: 0.423166411585854"
[1] "Newton iter: 1, lambda:0.474456377137081, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.475431470697549, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.475431820043194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.475431820043239, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.475431820043194"
[1] "Starting iterative with newton 0.475431820043194"
[1] "Starting newton at: 0.42121970772852"
[1] "Newton iter: 1, lambda:0.472630802288584, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.473608488302621, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47360883879985, diff to last: 0"
[1] "Newton iter: 4, lambda:0.473608838799895, diff to last: 0"
[1] "Final threshold is: 0.0153107223725829"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.35904019794424"
[1] "Starting iterative with newton 1.35904019794424"
[1] "Starting newton at: 0.626335868299861"
[1] "Newton iter: 1, lambda:0.727311203876429, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.732473625131994, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.732486691043479, diff to last: 0"
[1] "Newton iter: 4, lambda:0.732486691127014, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.732486691127014"
[1] "Starting iterative with newton 0.732486691127014"
[1] "Starting newton at: 0.635850418918591"
[1] "Newton iter: 1, lambda:0.596450922229633, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.597120743897617, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.59712093978804, diff to last: 0"
[1] "Newton iter: 4, lambda:0.597120939788056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.59712093978804"
[1] "Starting iterative with newton 0.59712093978804"
[1] "Starting newton at: 0.621073505427952"
[1] "Newton iter: 1, lambda:0.563070472649714, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.564474255541454, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.564475091370251, diff to last: 0"
[1] "Newton iter: 4, lambda:0.564475091370547, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.564475091370251"
[1] "Starting iterative with newton 0.564475091370251"
[1] "Starting newton at: 0.619929013554756"
[1] "Newton iter: 1, lambda:0.554630550700364, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.556393541300323, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.556394850098199, diff to last: 0"
[1] "Newton iter: 4, lambda:0.55639485009892, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.556394850098199"
[1] "Starting iterative with newton 0.556394850098199"
[1] "Starting newton at: 0.620340744472963"
[1] "Newton iter: 1, lambda:0.55248123859768, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.554380506175146, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.554382022398717, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554382022399683, diff to last: 0"
[1] "Final threshold is: 0.0179219400862679"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.920317813456052"
[1] "Starting iterative with newton 0.920317813456052"
[1] "Starting newton at: 0.94708352712796"
[1] "Newton iter: 1, lambda:0.941614651421728, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.941635552888163, diff to last: 0"
[1] "Newton iter: 3, lambda:0.941635553194341, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.941635552888163"
[1] "Starting iterative with newton 0.941635552888163"
[1] "Starting newton at: 0.938033357833526"
[1] "Newton iter: 1, lambda:0.949517193461925, diff to last: 0.011"
[1] "Newton iter: 2, lambda:0.949610656822277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.9496106629769, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.949610656822277"
[1] "Starting iterative with newton 0.949610656822277"
[1] "Starting newton at: 0.936601285015244"
[1] "Newton iter: 1, lambda:0.952406710025118, diff to last: 0.016"
[1] "Newton iter: 2, lambda:0.952584493318877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.952584515632384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.952584515632384, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.952584515632384"
[1] "Starting iterative with newton 0.952584515632384"
[1] "Starting newton at: 0.936413880659093"
[1] "Newton iter: 1, lambda:0.953484375214353, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.953692042942011, diff to last: 0"
[1] "Newton iter: 3, lambda:0.953692073410174, diff to last: 0"
[1] "Newton iter: 4, lambda:0.953692073410175, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.953692073410174"
[1] "Starting iterative with newton 0.953692073410174"
[1] "Starting newton at: 0.935595319900242"
[1] "Newton iter: 1, lambda:0.953866219836829, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.954104330393545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.954104370460829, diff to last: 0"
[1] "Newton iter: 4, lambda:0.95410437046083, diff to last: 0"
[1] "Final threshold is: 0.0308440762372833"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.873265997791117"
[1] "Starting iterative with newton 0.873265997791117"
[1] "Starting newton at: 0.954923045978292"
[1] "Newton iter: 1, lambda:0.948443772903542, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.948473259074455, diff to last: 0"
[1] "Newton iter: 3, lambda:0.948473259687223, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.948473259074455"
[1] "Starting iterative with newton 0.948473259074455"
[1] "Starting newton at: 0.951374734052479"
[1] "Newton iter: 1, lambda:0.976018639660665, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.976460076905169, diff to last: 0"
[1] "Newton iter: 3, lambda:0.976460216742597, diff to last: 0"
[1] "Newton iter: 4, lambda:0.97646021674261, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.97646021674261"
[1] "Starting iterative with newton 0.97646021674261"
[1] "Starting newton at: 0.951206778958704"
[1] "Newton iter: 1, lambda:0.985865110813632, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.986748560064974, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.986749123900878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.986749123901107, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.986749123901107"
[1] "Starting iterative with newton 0.986749123901107"
[1] "Starting newton at: 0.95069614667032"
[1] "Newton iter: 1, lambda:0.989406460022905, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.990513523886891, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.990514411466565, diff to last: 0"
[1] "Newton iter: 4, lambda:0.990514411467135, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.990514411466565"
[1] "Starting iterative with newton 0.990514411466565"
[1] "Starting newton at: 0.949335112656022"
[1] "Newton iter: 1, lambda:0.990626480706878, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.991888862806107, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.9918900179939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.991890017994867, diff to last: 0"
[1] "Final threshold is: 0.0320656023399488"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.823180649325561"
[1] "Starting iterative with newton 0.823180649325561"
[1] "Starting newton at: 0.897249871350529"
[1] "Newton iter: 1, lambda:0.992958326528788, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.00032493392602, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.00036676582833, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00036676717178, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.00036676582833"
[1] "Starting iterative with newton 1.00036676582833"
[1] "Starting newton at: 1.2101453931841"
[1] "Newton iter: 1, lambda:1.05972540203322, diff to last: 0.15"
[1] "Newton iter: 2, lambda:1.07610078203804, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.07631898009658, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07631901845933, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07631901845934, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.07631901845933"
[1] "Starting iterative with newton 1.07631901845933"
[1] "Starting newton at: 1.20728262688113"
[1] "Newton iter: 1, lambda:1.09930423374763, diff to last: 0.108"
[1] "Newton iter: 2, lambda:1.1081696471863, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.10823457019205, diff to last: 0"
[1] "Newton iter: 4, lambda:1.10823457365432, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.10823457365432"
[1] "Starting iterative with newton 1.10823457365432"
[1] "Starting newton at: 1.20342466515321"
[1] "Newton iter: 1, lambda:1.11548020270043, diff to last: 0.088"
[1] "Newton iter: 2, lambda:1.12149391149028, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.12152396917339, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12152396992137, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.12152396992137"
[1] "Starting iterative with newton 1.12152396992137"
[1] "Starting newton at: 1.20491669233705"
[1] "Newton iter: 1, lambda:1.12157545134548, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.12701079650833, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.12703542186609, diff to last: 0"
[1] "Newton iter: 4, lambda:1.12703542236977, diff to last: 0"
[1] "Final threshold is: 0.0364345532479869"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.33702218665717"
[1] "Newton iter: 1, lambda:1.14636778771823, diff to last: 0.191"
[1] "Newton iter: 2, lambda:1.17624414967025, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.17712727310882, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17712802979501, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17712802979557, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17712802979557"
[1] "Starting iterative with newton 1.17712802979557"
[1] "Starting newton at: 1.27954685081882"
[1] "Newton iter: 1, lambda:1.45293045998198, diff to last: 0.173"
[1] "Newton iter: 2, lambda:1.4926521188446, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.49457266471554, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.49457700371359, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4945770037357, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.4945770037357"
[1] "Starting iterative with newton 1.4945770037357"
[1] "Starting newton at: 1.74243835646618"
[1] "Newton iter: 1, lambda:1.69562915117964, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.69834433273872, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.69835401755946, diff to last: 0"
[1] "Newton iter: 4, lambda:1.69835401768231, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.69835401768231"
[1] "Starting iterative with newton 1.69835401768231"
[1] "Starting newton at: 1.69819659658164"
[1] "Newton iter: 1, lambda:1.81065439750811, diff to last: 0.112"
[1] "Newton iter: 2, lambda:1.83050572582769, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.83107077774794, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.83107122514585, diff to last: 0"
[1] "Newton iter: 5, lambda:1.83107122514614, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.83107122514614"
[1] "Starting iterative with newton 1.83107122514614"
[1] "Starting newton at: 1.68147964972699"
[1] "Newton iter: 1, lambda:1.859472537009, diff to last: 0.178"
[1] "Newton iter: 2, lambda:1.91384118597453, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.91845107700332, diff to last: 0.005"
[1] "Newton iter: 4, lambda:1.91848231508609, diff to last: 0"
[1] "Newton iter: 5, lambda:1.91848231651206, diff to last: 0"
[1] "Final threshold is: 0.0620202743666262"
threshold is:
[{'ad': 0.0002680351133354661, 'da': 0.0007130733566803445, 'dd': 0.001152591967284681}, {'ad': 0.0016051890834454954, 'da': 0.003006918143769223, 'dd': 0.004989816981139782}, {'ad': 0.005890029409523851, 'da': 0.007818251071659324, 'dd': 0.01286994767213028}, {'ad': 0.015310722372582948, 'da': 0.017921940086267903, 'dd': 0.030844076237283292}, {'ad': 0.032065602339948825, 'da': 0.036434553247986924, 'dd': 0.06202027436662621}]
Number of points in noise estimation: 128
Estimated noise: 0.03232778005448787
0.03232778005448787
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.1921777448167"
[1] "Starting iterative with newton 41.1921777448167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.7963362915044"
[1] "Starting iterative with newton 29.7963362915044"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.2248360103968"
[1] "Starting iterative with newton 27.2248360103968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6882529199538"
[1] "Starting iterative with newton 15.6882529199538"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.4435048045707"
[1] "Starting iterative with newton 11.4435048045707"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.91001041289229"
[1] "Starting iterative with newton 5.91001041289229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.27770891012919"
[1] "Starting iterative with newton 4.27770891012919"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.13128280030128"
[1] "Starting iterative with newton 3.13128280030128"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78791774089521"
[1] "Starting iterative with newton 1.78791774089521"
[1] "Starting newton at: 2.18275352432022"
[1] "Newton iter: 1, lambda:1.68098762739881, diff to last: 0.502"
[1] "Newton iter: 2, lambda:1.64970769753457, diff to last: 0.031"
[1] "Newton iter: 3, lambda:1.64913852731414, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.64913833006182, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64913833006179, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.64913833006179"
[1] "Starting iterative with newton 1.64913833006179"
[1] "Starting newton at: 2.01253290754543"
[1] "Newton iter: 1, lambda:1.58703353970346, diff to last: 0.425"
[1] "Newton iter: 2, lambda:1.53955545625345, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.53795912705866, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.53795721564366, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53795721564091, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53795721564091"
[1] "Starting iterative with newton 1.53795721564091"
[1] "Starting newton at: 1.81111906906443"
[1] "Newton iter: 1, lambda:1.48108781578062, diff to last: 0.33"
[1] "Newton iter: 2, lambda:1.42887246903279, diff to last: 0.052"
[1] "Newton iter: 3, lambda:1.42649503757074, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42648985723278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42648985720813, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.42648985720813"
[1] "Starting iterative with newton 1.42648985720813"
[1] "Starting newton at: 1.7119685306008"
[1] "Newton iter: 1, lambda:1.39555723562838, diff to last: 0.316"
[1] "Newton iter: 2, lambda:1.33365715374462, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.32969508264427, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.32967805985224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.32967805953733, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.32967805985224"
[1] "Starting iterative with newton 1.32967805985224"
[1] "Starting newton at: 1.61470654660771"
[1] "Newton iter: 1, lambda:1.29295283241374, diff to last: 0.322"
[1] "Newton iter: 2, lambda:1.21183984982975, diff to last: 0.081"
[1] "Newton iter: 3, lambda:1.20343144365427, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.2033365783675, diff to last: 0"
[1] "Newton iter: 5, lambda:1.20333656626873, diff to last: 0"
[1] "Newton iter: 6, lambda:1.20333656626873, diff to last: 0"
[1] "Final threshold is: 0.0389011998458582"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54387243564043"
[1] "Starting iterative with newton 1.54387243564043"
[1] "Starting newton at: 1.8763694642735"
[1] "Newton iter: 1, lambda:1.53223263001743, diff to last: 0.344"
[1] "Newton iter: 2, lambda:1.48978111064537, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.48840474752819, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48840322658286, diff to last: 0"
[1] "Newton iter: 5, lambda:1.488403226581, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.488403226581"
[1] "Starting iterative with newton 1.488403226581"
[1] "Starting newton at: 1.82785517520981"
[1] "Newton iter: 1, lambda:1.50100262031056, diff to last: 0.327"
[1] "Newton iter: 2, lambda:1.4562256998253, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.45459090002343, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.45458861226743, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45458861226294, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45458861226294"
[1] "Starting iterative with newton 1.45458861226294"
[1] "Starting newton at: 1.77734684447615"
[1] "Newton iter: 1, lambda:1.46704763594726, diff to last: 0.31"
[1] "Newton iter: 2, lambda:1.42016228874683, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.41824017232188, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.41823678816134, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41823678815084, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.41823678815084"
[1] "Starting iterative with newton 1.41823678815084"
[1] "Starting newton at: 1.72886859338631"
[1] "Newton iter: 1, lambda:1.43419855292207, diff to last: 0.295"
[1] "Newton iter: 2, lambda:1.38589673401941, diff to last: 0.048"
[1] "Newton iter: 3, lambda:1.38371742278336, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38371278858997, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38371278856898, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.38371278856898"
[1] "Starting iterative with newton 1.38371278856898"
[1] "Starting newton at: 1.68995614192167"
[1] "Newton iter: 1, lambda:1.40834940964816, diff to last: 0.282"
[1] "Newton iter: 2, lambda:1.35958932423487, diff to last: 0.049"
[1] "Newton iter: 3, lambda:1.35725292309044, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.35724733583224, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35724733580024, diff to last: 0"
[1] "Final threshold is: 0.0438767933523242"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.35904019794424"
[1] "Starting iterative with newton 1.35904019794424"
[1] "Starting newton at: 1.5823152521489"
[1] "Newton iter: 1, lambda:1.42397120294651, diff to last: 0.158"
[1] "Newton iter: 2, lambda:1.40617476258443, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.40589176397413, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40589169119355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40589169119355, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40589169119355"
[1] "Starting iterative with newton 1.40589169119355"
[1] "Starting newton at: 1.64085283492315"
[1] "Newton iter: 1, lambda:1.47539029651325, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.45853372697594, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.45830486192427, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45830481893904, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45830481893904, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45830481893904"
[1] "Starting iterative with newton 1.45830481893904"
[1] "Starting newton at: 1.69111472210052"
[1] "Newton iter: 1, lambda:1.51955627263614, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.50363961080231, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.50345348557019, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50345345960545, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50345345960545, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.50345345960545"
[1] "Starting iterative with newton 1.50345345960545"
[1] "Starting newton at: 1.75121205447511"
[1] "Newton iter: 1, lambda:1.56507120861183, diff to last: 0.186"
[1] "Newton iter: 2, lambda:1.5491474454183, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.54897836585617, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54897834635996, diff to last: 0"
[1] "Newton iter: 5, lambda:1.54897834635996, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.54897834635996"
[1] "Starting iterative with newton 1.54897834635996"
[1] "Starting newton at: 1.81731724858305"
[1] "Newton iter: 1, lambda:1.6063217842756, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.58947598681943, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.58930307000999, diff to last: 0"
[1] "Newton iter: 4, lambda:1.58930305130471, diff to last: 0"
[1] "Newton iter: 5, lambda:1.58930305130471, diff to last: 0"
[1] "Final threshold is: 0.051378639482505"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.920317813456052"
[1] "Starting iterative with newton 0.920317813456052"
[1] "Starting newton at: 1.2518043264688"
[1] "Newton iter: 1, lambda:1.21694679437071, diff to last: 0.035"
[1] "Newton iter: 2, lambda:1.21547428065433, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.21547159502862, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21547159501968, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21547159501968"
[1] "Starting iterative with newton 1.21547159501968"
[1] "Starting newton at: 1.52758662697026"
[1] "Newton iter: 1, lambda:1.54629647337473, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.54608039300625, diff to last: 0"
[1] "Newton iter: 3, lambda:1.54608036513094, diff to last: 0"
[1] "Newton iter: 4, lambda:1.54608036513094, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.54608036513094"
[1] "Starting iterative with newton 1.54608036513094"
[1] "Starting newton at: 1.86907818921487"
[1] "Newton iter: 1, lambda:1.80327239481744, diff to last: 0.066"
[1] "Newton iter: 2, lambda:1.80250500709628, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.80250486041159, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80250486041159, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.80250486041159"
[1] "Starting iterative with newton 1.80250486041159"
[1] "Starting newton at: 1.96340087621721"
[1] "Newton iter: 1, lambda:1.96521401416792, diff to last: 0.002"
[1] "Newton iter: 2, lambda:1.96521371897766, diff to last: 0"
[1] "Newton iter: 3, lambda:1.96521371897765, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.96521371897765"
[1] "Starting iterative with newton 1.96521371897765"
[1] "Starting newton at: 2.14631583982515"
[1] "Newton iter: 1, lambda:2.04951249866394, diff to last: 0.097"
[1] "Newton iter: 2, lambda:2.0501194025301, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.05011939517207, diff to last: 0"
[1] "Final threshold is: 0.0662758091304313"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.873265997791117"
[1] "Starting iterative with newton 0.873265997791117"
[1] "Starting newton at: 1.18725726297228"
[1] "Newton iter: 1, lambda:1.28669782003707, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.2755177256446, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.27537999916901, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27537997810621, diff to last: 0"
[1] "Newton iter: 5, lambda:1.27537997810621, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27537997810621"
[1] "Starting iterative with newton 1.27537997810621"
[1] "Starting newton at: 1.59954841928841"
[1] "Newton iter: 1, lambda:1.67095858479692, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.66851062048026, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66850821565111, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66850821564877, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66850821564877"
[1] "Starting iterative with newton 1.66850821564877"
[1] "Starting newton at: 1.97688809671322"
[1] "Newton iter: 1, lambda:1.91409847530546, diff to last: 0.063"
[1] "Newton iter: 2, lambda:1.91390994216368, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91390993816996, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91390993816996"
[1] "Starting iterative with newton 1.91390993816996"
[1] "Starting newton at: 2.05269292313004"
[1] "Newton iter: 1, lambda:2.0553898954036, diff to last: 0.003"
[1] "Newton iter: 2, lambda:2.05538994463047, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05538994463047, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.05538994463047"
[1] "Starting iterative with newton 2.05538994463047"
[1] "Starting newton at: 2.22010510203273"
[1] "Newton iter: 1, lambda:2.13594105011562, diff to last: 0.084"
[1] "Newton iter: 2, lambda:2.13688824366586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.136888303034, diff to last: 0"
[1] "Newton iter: 4, lambda:2.136888303034, diff to last: 0"
[1] "Final threshold is: 0.0690808550614908"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.823180649325561"
[1] "Starting iterative with newton 0.823180649325561"
[1] "Starting newton at: 1.30399842994671"
[1] "Newton iter: 1, lambda:1.27645444342809, diff to last: 0.028"
[1] "Newton iter: 2, lambda:1.27563702909286, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.27563629325619, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27563629325559, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.27563629325559"
[1] "Starting iterative with newton 1.27563629325559"
[1] "Starting newton at: 1.73701631479738"
[1] "Newton iter: 1, lambda:1.70744307178849, diff to last: 0.03"
[1] "Newton iter: 2, lambda:1.70718728376222, diff to last: 0"
[1] "Newton iter: 3, lambda:1.70718726232618, diff to last: 0"
[1] "Newton iter: 4, lambda:1.70718726232618, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.70718726232618"
[1] "Starting iterative with newton 1.70718726232618"
[1] "Starting newton at: 2.00754921994315"
[1] "Newton iter: 1, lambda:1.98424547288921, diff to last: 0.023"
[1] "Newton iter: 2, lambda:1.98425111450814, diff to last: 0"
[1] "Newton iter: 3, lambda:1.98425111450772, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.98425111450814"
[1] "Starting iterative with newton 1.98425111450814"
[1] "Starting newton at: 2.12214585051183"
[1] "Newton iter: 1, lambda:2.13052822202209, diff to last: 0.008"
[1] "Newton iter: 2, lambda:2.13053503583252, diff to last: 0"
[1] "Newton iter: 3, lambda:2.13053503583737, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.13053503583252"
[1] "Starting iterative with newton 2.13053503583252"
[1] "Starting newton at: 2.27205940837672"
[1] "Newton iter: 1, lambda:2.20615901542914, diff to last: 0.066"
[1] "Newton iter: 2, lambda:2.20704852083674, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.20704864320268, diff to last: 0"
[1] "Newton iter: 4, lambda:2.20704864320268, diff to last: 0"
[1] "Final threshold is: 0.071348983107012"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0323277800544879"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66961038703696"
[1] "Newton iter: 1, lambda:1.56233154380968, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.55763819808436, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.55762623818543, diff to last: 0"
[1] "Newton iter: 4, lambda:1.55762623810698, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.55762623810698"
[1] "Starting iterative with newton 1.55762623810698"
[1] "Starting newton at: 2.06215421928136"
[1] "Newton iter: 1, lambda:2.13968755802366, diff to last: 0.078"
[1] "Newton iter: 2, lambda:2.14092919374545, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.14092962999981, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14092962999986, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14092962999981"
[1] "Starting iterative with newton 2.14092962999981"
[1] "Starting newton at: 2.48908021607067"
[1] "Newton iter: 1, lambda:2.43321161635299, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.43480503834347, diff to last: 0.002"
[1] "Newton iter: 3, lambda:2.43480626547952, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43480626548025, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.43480626548025"
[1] "Starting iterative with newton 2.43480626548025"
[1] "Starting newton at: 2.61964439594739"
[1] "Newton iter: 1, lambda:2.57505040728861, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.57617762403878, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57617832671734, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57617832671761, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57617832671734"
[1] "Starting iterative with newton 2.57617832671734"
[1] "Starting newton at: 2.66741426786188"
[1] "Newton iter: 1, lambda:2.65252357011137, diff to last: 0.015"
[1] "Newton iter: 2, lambda:2.65265439025358, diff to last: 0"
[1] "Newton iter: 3, lambda:2.65265440029023, diff to last: 0"
[1] "Newton iter: 4, lambda:2.65265440029023, diff to last: 0"
[1] "Final threshold is: 0.0857544276886894"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.03890119984585825}, {'ad': 0.043876793352324216, 'da': 0.051378639482505005, 'dd': 0.06627580913043127}, {'ad': 0.06908085506149084, 'da': 0.07134898310701202, 'dd': 0.08575442768868942}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462408684714068. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01209802049070798
0.01209802049070798
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 110.071863667498"
[1] "Starting iterative with newton 110.071863667498"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 79.6204144968298"
[1] "Starting iterative with newton 79.6204144968298"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.7489684150886"
[1] "Starting iterative with newton 72.7489684150886"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.9214358435727"
[1] "Starting iterative with newton 41.9214358435727"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.5788130098454"
[1] "Starting iterative with newton 30.5788130098454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7924609976036"
[1] "Starting iterative with newton 15.7924609976036"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.4306991701654"
[1] "Starting iterative with newton 11.4306991701654"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.36727146678991"
[1] "Starting iterative with newton 8.36727146678991"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.77759246048317"
[1] "Starting iterative with newton 4.77759246048317"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.12546569663229"
[1] "Starting iterative with newton 4.12546569663229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.63156539849585"
[1] "Starting iterative with newton 3.63156539849585"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.4592313987636"
[1] "Starting iterative with newton 2.4592313987636"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.3335016771824"
[1] "Starting iterative with newton 2.3335016771824"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.19966588723722"
[1] "Starting iterative with newton 2.19966588723722"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.8023408300633"
[1] "Starting iterative with newton 1.8023408300633"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.462408684714068. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.01209802049070798
0.01209802049070798
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462959154, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152700736, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152700794, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152700736"
[1] "Starting iterative with newton 0.0124679152700736"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000641247142687987, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0006412480569785, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000641247142687987"
[1] "Starting iterative with newton 0.000641247142687987"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000622991845931154, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000622992691321601, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000622992691321601"
[1] "Starting iterative with newton 0.000622992691321601"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000622964007106022, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000622964852393948, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.000622964007106022"
[1] "Starting iterative with newton 0.000622964007106022"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000622963963362173, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.000622964808649938, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 7.53663079372822e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0249338931274525, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.02494164824164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.02494164824239, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.02494164824164"
[1] "Starting iterative with newton 0.02494164824164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120649528609076, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120667296673641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120667296674026, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120667296674026"
[1] "Starting iterative with newton 0.0120667296674026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119245071579032, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119262367883714, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119262367884078, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0119262367884078"
[1] "Starting iterative with newton 0.0119262367884078"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119229749675319, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119247040869773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119247040870136, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119247040869773"
[1] "Starting iterative with newton 0.0119247040869773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.011922958252214, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119246873660848, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119246873661212, diff to last: 0"
[1] "Final threshold is: 0.000144265112100181"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446064625657838, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446590872168556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446590872900435, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0446590872168556"
[1] "Starting iterative with newton 0.0446590872168556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119567851400906, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119588584252192, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119588584252815, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0119588584252192"
[1] "Starting iterative with newton 0.0119588584252192"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115442496327575, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115461478548233, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115461478548746, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0115461478548233"
[1] "Starting iterative with newton 0.0115461478548233"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115390791457325, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0115409752327035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115409752327547, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0115409752327547"
[1] "Starting iterative with newton 0.0115409752327547"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0115390143483361, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.011540910408559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0115409104086102, diff to last: 0"
[1] "Final threshold is: 0.000139622170604172"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.065748912690792, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.065927965598363, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0659279669248692, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0659279669248692"
[1] "Starting iterative with newton 0.0659279669248692"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0185791337596975, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.0185851176424854, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0185851176431062, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0185851176424854"
[1] "Starting iterative with newton 0.0185851176424854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179750390652409, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.01798053172294, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179805317234529, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.01798053172294"
[1] "Starting iterative with newton 0.01798053172294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179672933726349, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0179727799332667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179727799337783, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0179727799332667"
[1] "Starting iterative with newton 0.0179727799332667"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0179671940553998, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.0179726805378857, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0179726805383973, diff to last: 0"
[1] "Final threshold is: 0.00021743385742029"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.11123262073784, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.112098789437833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112098841778346, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112098841778347, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.112098841778347"
[1] "Starting iterative with newton 0.112098841778347"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482553512816722, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483425309572141, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483425312416679, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0483425309572141"
[1] "Starting iterative with newton 0.0483425309572141"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466335187493815, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467138709049559, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467138711434422, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0467138709049559"
[1] "Starting iterative with newton 0.0467138709049559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465910039049891, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.04667118332976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466711835671445, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.04667118332976"
[1] "Starting iterative with newton 0.04667118332976"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0465898888822265, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0466700637809056, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0466700640182612, diff to last: 0"
[1] "Final threshold is: 0.000564615387924044"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.183266919526012, diff to last: 0.183"
[1] "Newton iter: 2, lambda:0.187102930154438, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.187104595805903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187104595806217, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.187104595806217"
[1] "Starting iterative with newton 0.187104595806217"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0591629358760887, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0593758874738673, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0593758902327475, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0593758874738673"
[1] "Starting iterative with newton 0.0593758874738673"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0530049699318213, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531667782255941, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531667797335895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0531667782255941"
[1] "Starting iterative with newton 0.0531667782255941"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0527083666063888, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0528679250927179, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528679265550065, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0528679250927179"
[1] "Starting iterative with newton 0.0528679250927179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.052694099101226, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0528535498455224, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0528535513056413, diff to last: 0"
[1] "Final threshold is: 0.000639423329037785"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.440819498268594"
[1] "Newton iter: 1, lambda:0.228243144651453, diff to last: 0.213"
[1] "Newton iter: 2, lambda:0.23457754187951, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.234583340992034, diff to last: 0"
[1] "Newton iter: 4, lambda:0.234583340996891, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.234583340996891"
[1] "Starting iterative with newton 0.234583340996891"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.07512452711566, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0755102171835893, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0755102273461451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0755102273461451, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0755102273461451"
[1] "Starting iterative with newton 0.0755102273461451"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0675514304842607, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.0678454215798142, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0678454271474668, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0678454215798142"
[1] "Starting iterative with newton 0.0678454215798142"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0671859587743721, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0674759213261666, diff to last: 0"
[1] "Newton iter: 3, lambda:0.067475926726381, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0674759213261666"
[1] "Starting iterative with newton 0.0674759213261666"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0671683367263136, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0674581059442763, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0674581113365264, diff to last: 0"
[1] "Final threshold is: 0.000816109547978204"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.283926400229014"
[1] "Newton iter: 1, lambda:0.302866352086385, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.302932307867263, diff to last: 0"
[1] "Newton iter: 3, lambda:0.30293230866487, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.302932307867263"
[1] "Starting iterative with newton 0.302932307867263"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.102515294252448, diff to last: 0.103"
[1] "Newton iter: 2, lambda:0.10344801003234, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.103448087181241, diff to last: 0"
[1] "Newton iter: 4, lambda:0.103448087181242, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.103448087181242"
[1] "Starting iterative with newton 0.103448087181242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0902591707292654, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0909376551123524, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0909376934332483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0909376934332484, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0909376934332484"
[1] "Starting iterative with newton 0.0909376934332484"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894779346777384, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0901419896107566, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090142026169122, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0901420261691221, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.090142026169122"
[1] "Starting iterative with newton 0.090142026169122"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0894282013302134, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.0900913445138851, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0900913809624208, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0900913809624209, diff to last: 0"
[1] "Final threshold is: 0.00108992737291955"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.335900605760819"
[1] "Newton iter: 1, lambda:0.44662163453907, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.449972743522341, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.449975747109504, diff to last: 0"
[1] "Newton iter: 4, lambda:0.449975747111915, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.449975747109504"
[1] "Starting iterative with newton 0.449975747109504"
[1] "Starting newton at: 0.340714248199992"
[1] "Newton iter: 1, lambda:0.164931552277325, diff to last: 0.176"
[1] "Newton iter: 2, lambda:0.169322154088751, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.169324916843198, diff to last: 0"
[1] "Newton iter: 4, lambda:0.169324916844292, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.169324916844292"
[1] "Starting iterative with newton 0.169324916844292"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.139252404511389, diff to last: 0.139"
[1] "Newton iter: 2, lambda:0.141789727866311, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.141790569502824, diff to last: 0"
[1] "Newton iter: 4, lambda:0.141790569502917, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.141790569502917"
[1] "Starting iterative with newton 0.141790569502917"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136639085800596, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.139058615836124, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.139059373868225, diff to last: 0"
[1] "Newton iter: 4, lambda:0.139059373868299, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.139059373868299"
[1] "Starting iterative with newton 0.139059373868299"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.136379294699209, diff to last: 0.136"
[1] "Newton iter: 2, lambda:0.138787315279801, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.138788065402348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.138788065402421, diff to last: 0"
[1] "Final threshold is: 0.00167906085910332"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.382433051953362"
[1] "Newton iter: 1, lambda:0.523026899659247, diff to last: 0.141"
[1] "Newton iter: 2, lambda:0.529439701797649, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.529452629260773, diff to last: 0"
[1] "Newton iter: 4, lambda:0.529452629313216, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.529452629260773"
[1] "Starting iterative with newton 0.529452629260773"
[1] "Starting newton at: 0.325932177634228"
[1] "Newton iter: 1, lambda:0.214576970619316, diff to last: 0.111"
[1] "Newton iter: 2, lambda:0.216718478621145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.216719276982012, diff to last: 0"
[1] "Newton iter: 4, lambda:0.216719276982123, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.216719276982123"
[1] "Starting iterative with newton 0.216719276982123"
[1] "Starting newton at: 0.283959103188932"
[1] "Newton iter: 1, lambda:0.179854098815708, diff to last: 0.104"
[1] "Newton iter: 2, lambda:0.181567401164217, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.181567867523179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.181567867523213, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.181567867523179"
[1] "Starting iterative with newton 0.181567867523179"
[1] "Starting newton at: 0.298924865618883"
[1] "Newton iter: 1, lambda:0.175112890958549, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.177507767904276, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.177508669218953, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17750866921908, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.177508669218953"
[1] "Starting iterative with newton 0.177508669218953"
[1] "Starting newton at: 0.301764864121199"
[1] "Newton iter: 1, lambda:0.174511194667018, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.177037421441959, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.177038423063546, diff to last: 0"
[1] "Newton iter: 4, lambda:0.177038423063703, diff to last: 0"
[1] "Final threshold is: 0.0021418144698654"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.63156539849585"
[1] "Starting iterative with newton 3.63156539849585"
[1] "Starting newton at: 0.545496833921208"
[1] "Newton iter: 1, lambda:0.563086747272827, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.563191954435229, diff to last: 0"
[1] "Newton iter: 3, lambda:0.563191958179905, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.563191958179905"
[1] "Starting iterative with newton 0.563191958179905"
[1] "Starting newton at: 0.304986511630778"
[1] "Newton iter: 1, lambda:0.245112030219411, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.245816862031678, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.245816960170872, diff to last: 0"
[1] "Newton iter: 4, lambda:0.245816960170874, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.245816960170874"
[1] "Starting iterative with newton 0.245816960170874"
[1] "Starting newton at: 0.331158048523924"
[1] "Newton iter: 1, lambda:0.202153478126958, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.205128293050077, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.205129887511009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.205129887511467, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.205129887511467"
[1] "Starting iterative with newton 0.205129887511467"
[1] "Starting newton at: 0.333075945678228"
[1] "Newton iter: 1, lambda:0.196510299613594, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.199801206942878, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.199803133335219, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199803133335879, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.199803133335219"
[1] "Starting iterative with newton 0.199803133335219"
[1] "Starting newton at: 0.337778515478629"
[1] "Newton iter: 1, lambda:0.195539165158263, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.199101868830852, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.199104122746911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.199104122747813, diff to last: 0"
[1] "Final threshold is: 0.00240876575678748"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.4592313987636"
[1] "Starting iterative with newton 2.4592313987636"
[1] "Starting newton at: 0.598968848400926"
[1] "Newton iter: 1, lambda:0.634918830203857, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.635462865758892, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.635462989028937, diff to last: 0"
[1] "Newton iter: 4, lambda:0.635462989028944, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635462989028937"
[1] "Starting iterative with newton 0.635462989028937"
[1] "Starting newton at: 0.293875189639522"
[1] "Newton iter: 1, lambda:0.345187626825513, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.345918011840039, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.34591815909915, diff to last: 0"
[1] "Newton iter: 4, lambda:0.345918159099156, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34591815909915"
[1] "Starting iterative with newton 0.34591815909915"
[1] "Starting newton at: 0.291084186178808"
[1] "Newton iter: 1, lambda:0.295206668152594, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.295210970345641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.295210970350325, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.295210970345641"
[1] "Starting iterative with newton 0.295210970345641"
[1] "Starting newton at: 0.298576340737396"
[1] "Newton iter: 1, lambda:0.286151587249963, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.286189987353871, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286189987721006, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.286189987353871"
[1] "Starting iterative with newton 0.286189987353871"
[1] "Starting newton at: 0.301809725386337"
[1] "Newton iter: 1, lambda:0.284506532686343, diff to last: 0.017"
[1] "Newton iter: 2, lambda:0.284580762229204, diff to last: 0"
[1] "Newton iter: 3, lambda:0.28458076359706, diff to last: 0"
[1] "Final threshold is: 0.00344286389271021"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.3335016771824"
[1] "Starting iterative with newton 2.3335016771824"
[1] "Starting newton at: 0.574971312129613"
[1] "Newton iter: 1, lambda:0.639864232135258, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.641658638681424, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.641659985499308, diff to last: 0"
[1] "Newton iter: 4, lambda:0.641659985500066, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.641659985499308"
[1] "Starting iterative with newton 0.641659985499308"
[1] "Starting newton at: 0.295311859707296"
[1] "Newton iter: 1, lambda:0.367575747961029, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.369100838189179, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.369101512484706, diff to last: 0"
[1] "Newton iter: 4, lambda:0.369101512484837, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.369101512484706"
[1] "Starting iterative with newton 0.369101512484706"
[1] "Starting newton at: 0.284939705139979"
[1] "Newton iter: 1, lambda:0.320378631029543, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.320715674343306, diff to last: 0"
[1] "Newton iter: 3, lambda:0.320715704740055, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320715704740056, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.320715704740055"
[1] "Starting iterative with newton 0.320715704740055"
[1] "Starting newton at: 0.28243700390485"
[1] "Newton iter: 1, lambda:0.311751315113297, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.311978338168428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.311978351753076, diff to last: 0"
[1] "Newton iter: 4, lambda:0.311978351753076, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.311978351753076"
[1] "Starting iterative with newton 0.311978351753076"
[1] "Starting newton at: 0.280764675159105"
[1] "Newton iter: 1, lambda:0.310167835840886, diff to last: 0.029"
[1] "Newton iter: 2, lambda:0.310395605105609, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310395618742155, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310395618742155, diff to last: 0"
[1] "Final threshold is: 0.00375517255576857"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.19966588723722"
[1] "Starting iterative with newton 2.19966588723722"
[1] "Starting newton at: 0.573224080619783"
[1] "Newton iter: 1, lambda:0.651916325994458, diff to last: 0.079"
[1] "Newton iter: 2, lambda:0.654667290435933, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.654670579538498, diff to last: 0"
[1] "Newton iter: 4, lambda:0.654670579543196, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.654670579543196"
[1] "Starting iterative with newton 0.654670579543196"
[1] "Starting newton at: 0.286436963087842"
[1] "Newton iter: 1, lambda:0.387729844935459, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.390897147265329, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.390900212269529, diff to last: 0"
[1] "Newton iter: 4, lambda:0.390900212272398, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.390900212269529"
[1] "Starting iterative with newton 0.390900212269529"
[1] "Starting newton at: 0.270141389819262"
[1] "Newton iter: 1, lambda:0.34088371236531, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.342306468351801, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.342307040481276, diff to last: 0"
[1] "Newton iter: 4, lambda:0.342307040481369, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.342307040481276"
[1] "Starting iterative with newton 0.342307040481276"
[1] "Starting newton at: 0.270520059053736"
[1] "Newton iter: 1, lambda:0.332136610201275, diff to last: 0.062"
[1] "Newton iter: 2, lambda:0.333198801807033, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.333199115914134, diff to last: 0"
[1] "Newton iter: 4, lambda:0.333199115914161, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.333199115914134"
[1] "Starting iterative with newton 0.333199115914134"
[1] "Starting newton at: 0.270590971002387"
[1] "Newton iter: 1, lambda:0.330484995768431, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.331485594920252, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331485872860136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331485872860157, diff to last: 0"
[1] "Final threshold is: 0.00401032288224214"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.012098020490708"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.8023408300633"
[1] "Starting iterative with newton 1.8023408300633"
[1] "Starting newton at: 0.810450745341065"
[1] "Newton iter: 1, lambda:0.708277431899575, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.713227832503508, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.713239935399, diff to last: 0"
[1] "Newton iter: 4, lambda:0.713239935471219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.713239935471219"
[1] "Starting iterative with newton 0.713239935471219"
[1] "Starting newton at: 0.564934303656045"
[1] "Newton iter: 1, lambda:0.476012381082136, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.478925635484527, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.478928822000073, diff to last: 0"
[1] "Newton iter: 4, lambda:0.478928822003884, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.478928822000073"
[1] "Starting iterative with newton 0.478928822000073"
[1] "Starting newton at: 0.561501310520305"
[1] "Newton iter: 1, lambda:0.419151674114063, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.426051819926506, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.426068475782775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.426068475879728, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.426068475879728"
[1] "Starting iterative with newton 0.426068475879728"
[1] "Starting newton at: 0.558025609000164"
[1] "Newton iter: 1, lambda:0.406304070457459, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.414005601599951, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.414026004082027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.414026004225064, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.414026004082027"
[1] "Starting iterative with newton 0.414026004082027"
[1] "Starting newton at: 0.551566929549128"
[1] "Newton iter: 1, lambda:0.403991186170826, diff to last: 0.148"
[1] "Newton iter: 2, lambda:0.411257729933789, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.411275820869519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.411275820981543, diff to last: 0"
[1] "Final threshold is: 0.00497562330821219"
threshold is:
[{'ad': 7.536630793728224e-06, 'da': 0.00014426511210018078, 'dd': 0.00013962217060417158}, {'ad': 0.0002174338574202901, 'da': 0.0005646153879240443, 'dd': 0.000639423329037785}, {'ad': 0.0008161095479782045, 'da': 0.0010899273729195462, 'dd': 0.0016790608591033239}, {'ad': 0.0021418144698654037, 'da': 0.002408765756787477, 'dd': 0.0034428638927102052}, {'ad': 0.0037551725557685737, 'da': 0.004010322882242145, 'dd': 0.004975623308212189}]
Number of points in noise estimation: 128
Estimated noise: 0.03232778005448787
0.03232778005448787
threshold is:
[{'ad': 0.02962346829937168, 'da': 0.008633574267802036, 'dd': 0.009892970643789523}, {'ad': 0.0019496970414731862, 'da': 0.006268781038240745, 'dd': 0.0023241568285963868}, {'ad': 0.0055633090380231565, 'da': 0.006347984268404426, 'dd': 0.01385915145962836}, {'ad': 0.015615107866022548, 'da': 0.017932566603984023, 'dd': 0.022918943861255443}, {'ad': 0.02494641707678613, 'da': 0.027805149409581162, 'dd': 0.03479181671921269}]
['peppers256', 0.075, 1, 0.0015080464798744274, 0.0008137153397618673, 0.0008419729733118392, 0.0023789328514276535, 0.0007144481989895539, 0.001118342106472126, 0.0013442096527077824, 0.001508046479874428, 28.215852727620657, 30.895274968209794, 30.747018487971598, 26.236178163343208, 31.460292542187656, 29.514253232601163, 28.715329902753126, 28.215852727620657]
peppers256 0.075 2
Number of points in noise estimation: 128
Estimated noise: 0.03204015917206219
0.03204015917206219
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0421005345180085, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0421505075286627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0421505075990542, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0421505075286627"
[1] "Starting iterative with newton 0.0421505075286627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0125795940870462, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0125817097279392, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012581709727999, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0125817097279392"
[1] "Starting iterative with newton 0.0125817097279392"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122575666560988, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122595433054601, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122595433055115, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0122595433055115"
[1] "Starting iterative with newton 0.0122595433055115"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0122540662724461, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0122560414471327, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122560414471841, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0122560414471327"
[1] "Starting iterative with newton 0.0122560414471327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.012254028225281, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.012256003383943, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0122560033839943, diff to last: 0"
[1] "Final threshold is: 0.000392684299234867"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0344059665388223, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0344408063997185, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0344408064354417, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0344408063997185"
[1] "Starting iterative with newton 0.0344408063997185"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00820861655238674, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00820916825296694, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00820916825296944, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00820916825296694"
[1] "Starting iterative with newton 0.00820916825296694"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00800139891019607, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00800192115332844, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00800192115333067, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00800192115332844"
[1] "Starting iterative with newton 0.00800192115332844"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00799976228422098, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00800028429762677, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00800028429762899, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00800028429762677"
[1] "Starting iterative with newton 0.00800028429762677"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00799974935805925, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00800027136965083, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00800027136965305, diff to last: 0"
[1] "Final threshold is: 0.000256329968103305"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.0178485851139616"
[1] "Newton iter: 1, lambda:0.0704144658000242, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0705422936021264, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0705422943577704, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0705422936021264"
[1] "Starting iterative with newton 0.0705422936021264"
[1] "Starting newton at: 0.0105975341057334"
[1] "Newton iter: 1, lambda:0.0423235433130096, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.042350947855565, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0423509478760039, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0423509478760039"
[1] "Starting iterative with newton 0.0423509478760039"
[1] "Starting newton at: 0.0387888798318559"
[1] "Newton iter: 1, lambda:0.0420257334725445, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0420260176971037, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420260176971059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0420260176971037"
[1] "Starting iterative with newton 0.0420260176971037"
[1] "Starting newton at: 0.0391138100107561"
[1] "Newton iter: 1, lambda:0.0420219620780501, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0420221914980806, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0420221914980821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0420221914980821"
[1] "Starting iterative with newton 0.0420221914980821"
[1] "Starting newton at: 0.0391176362097777"
[1] "Newton iter: 1, lambda:0.0420219176223376, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0420221464319596, diff to last: 0"
[1] "Newton iter: 3, lambda:0.042022146431961, diff to last: 0"
[1] "Final threshold is: 0.00134639626043174"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.297067437744976"
[1] "Newton iter: 1, lambda:0.160189435118556, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.162058850537434, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.162059203456083, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162059203456095, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162059203456083"
[1] "Starting iterative with newton 0.162059203456083"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0518078947898451, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.0519323264238612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0519323271416818, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0519323264238612"
[1] "Starting iterative with newton 0.0519323264238612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0484016837269009, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0485054542420272, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0485054547190357, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0485054542420272"
[1] "Starting iterative with newton 0.0485054542420272"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482952331204184, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.0483984015022132, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483984019730351, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0483984019730351"
[1] "Starting iterative with newton 0.0483984019730351"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0482919066790428, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.048395056287503, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0483950567581328, diff to last: 0"
[1] "Final threshold is: 0.00155058530659251"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.169089227368913"
[1] "Newton iter: 1, lambda:0.25211161508355, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.253123739347894, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.253123888341557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.25312388834156, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.25312388834156"
[1] "Starting iterative with newton 0.25312388834156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.100758890339154, diff to last: 0.101"
[1] "Newton iter: 2, lambda:0.101653963276921, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.101654033816033, diff to last: 0"
[1] "Newton iter: 4, lambda:0.101654033816033, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.101654033816033"
[1] "Starting iterative with newton 0.101654033816033"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0909727484452511, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0916729686874911, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0916730101336657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0916730101336658, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0916730101336658"
[1] "Starting iterative with newton 0.0916730101336658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0903138437806857, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910019964117194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910020363289254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910020363289255, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0910020363289255"
[1] "Starting iterative with newton 0.0910020363289255"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0902694965538163, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.09095684156183, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0909568813778213, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0909568813778214, diff to last: 0"
[1] "Final threshold is: 0.00291427295713978"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.319046498244603"
[1] "Newton iter: 1, lambda:0.382747784739555, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.383698842960214, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.383699052669148, diff to last: 0"
[1] "Newton iter: 4, lambda:0.383699052669159, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.383699052669159"
[1] "Starting iterative with newton 0.383699052669159"
[1] "Starting newton at: 0.193835119159167"
[1] "Newton iter: 1, lambda:0.16286474911032, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.162998207868527, diff to last: 0"
[1] "Newton iter: 3, lambda:0.162998210349342, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162998210349342"
[1] "Starting iterative with newton 0.162998210349342"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.14010020592811, diff to last: 0.14"
[1] "Newton iter: 2, lambda:0.142632294859068, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.142633121333058, diff to last: 0"
[1] "Newton iter: 4, lambda:0.142633121333146, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142633121333058"
[1] "Starting iterative with newton 0.142633121333058"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.13829352665509, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.14074216257705, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140742929718919, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140742929718994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.140742929718994"
[1] "Starting iterative with newton 0.140742929718994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.138125711089043, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.140566689527896, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.140567451348733, diff to last: 0"
[1] "Newton iter: 4, lambda:0.140567451348807, diff to last: 0"
[1] "Final threshold is: 0.00450380351562451"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.602837068359943"
[1] "Newton iter: 1, lambda:0.486254728179435, diff to last: 0.117"
[1] "Newton iter: 2, lambda:0.490036976896042, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.490041095547232, diff to last: 0"
[1] "Newton iter: 4, lambda:0.490041095552111, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.490041095552111"
[1] "Starting iterative with newton 0.490041095552111"
[1] "Starting newton at: 0.267778005045263"
[1] "Newton iter: 1, lambda:0.210354182679214, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.210930899510833, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.210930957898874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.210930957898875, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.210930957898874"
[1] "Starting iterative with newton 0.210930957898874"
[1] "Starting newton at: 0.282633595201555"
[1] "Newton iter: 1, lambda:0.176697332800933, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.17849365402828, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.178494172954088, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178494172954131, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.178494172954088"
[1] "Starting iterative with newton 0.178494172954088"
[1] "Starting newton at: 0.287504064264308"
[1] "Newton iter: 1, lambda:0.172586146508658, diff to last: 0.115"
[1] "Newton iter: 2, lambda:0.174676338483924, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174677033342939, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174677033343016, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174677033342939"
[1] "Starting iterative with newton 0.174677033342939"
[1] "Starting newton at: 0.280797549174738"
[1] "Newton iter: 1, lambda:0.172367762132091, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.174226854062134, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.174227403034935, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174227403034983, diff to last: 0"
[1] "Final threshold is: 0.00558227372537436"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.36939878081241"
[1] "Starting iterative with newton 3.36939878081241"
[1] "Starting newton at: 0.475759312392346"
[1] "Newton iter: 1, lambda:0.549008203790957, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.550768847757194, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.550769844922233, diff to last: 0"
[1] "Newton iter: 4, lambda:0.550769844922553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.550769844922553"
[1] "Starting iterative with newton 0.550769844922553"
[1] "Starting newton at: 0.243417926690864"
[1] "Newton iter: 1, lambda:0.267127746117301, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.267246429456078, diff to last: 0"
[1] "Newton iter: 3, lambda:0.267246432424273, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.267246429456078"
[1] "Starting iterative with newton 0.267246429456078"
[1] "Starting newton at: 0.290940312396326"
[1] "Newton iter: 1, lambda:0.227776459522653, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.22855328902768, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.228553407046974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228553407046976, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.228553407046976"
[1] "Starting iterative with newton 0.228553407046976"
[1] "Starting newton at: 0.264841276556101"
[1] "Newton iter: 1, lambda:0.222780720713155, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.223121978194346, diff to last: 0"
[1] "Newton iter: 3, lambda:0.223122000718242, diff to last: 0"
[1] "Newton iter: 4, lambda:0.223122000718242, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.223122000718242"
[1] "Starting iterative with newton 0.223122000718242"
[1] "Starting newton at: 0.269527513615277"
[1] "Newton iter: 1, lambda:0.221920404238546, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.222356754966444, diff to last: 0"
[1] "Newton iter: 3, lambda:0.222356791734389, diff to last: 0"
[1] "Newton iter: 4, lambda:0.222356791734389, diff to last: 0"
[1] "Final threshold is: 0.00712434700015889"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.74100689440855"
[1] "Starting iterative with newton 1.74100689440855"
[1] "Starting newton at: 0.71607031753492"
[1] "Newton iter: 1, lambda:0.627269579385708, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.630320407524706, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.630324124258779, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63032412426429, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.630324124258779"
[1] "Starting iterative with newton 0.630324124258779"
[1] "Starting newton at: 0.390365528586087"
[1] "Newton iter: 1, lambda:0.457277787888689, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.458793884924237, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.458794654077969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.458794654078166, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.458794654078166"
[1] "Starting iterative with newton 0.458794654078166"
[1] "Starting newton at: 0.427983991130156"
[1] "Newton iter: 1, lambda:0.425202090022578, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.425204594569894, diff to last: 0"
[1] "Newton iter: 3, lambda:0.425204594571925, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.425204594569894"
[1] "Starting iterative with newton 0.425204594569894"
[1] "Starting newton at: 0.450099439385636"
[1] "Newton iter: 1, lambda:0.418052040920052, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.418380416357299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.418380451038488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418380451038488, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418380451038488"
[1] "Starting iterative with newton 0.418380451038488"
[1] "Starting newton at: 0.446863710298364"
[1] "Newton iter: 1, lambda:0.416693999282465, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.416984730403776, diff to last: 0"
[1] "Newton iter: 3, lambda:0.416984757551212, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416984757551212, diff to last: 0"
[1] "Final threshold is: 0.0133602580042646"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.54659209003988"
[1] "Starting iterative with newton 1.54659209003988"
[1] "Starting newton at: 0.731842709844803"
[1] "Newton iter: 1, lambda:0.679454812854931, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.680666313932901, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.680666974653865, diff to last: 0"
[1] "Newton iter: 4, lambda:0.680666974654062, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.680666974653865"
[1] "Starting iterative with newton 0.680666974653865"
[1] "Starting newton at: 0.429448129209422"
[1] "Newton iter: 1, lambda:0.512754510399664, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.515446862365555, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.515449630968348, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515449630971274, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.515449630968348"
[1] "Starting iterative with newton 0.515449630968348"
[1] "Starting newton at: 0.425632894249591"
[1] "Newton iter: 1, lambda:0.4784203209214, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.479454172845378, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.479454565724492, diff to last: 0"
[1] "Newton iter: 4, lambda:0.479454565724549, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.479454565724492"
[1] "Starting iterative with newton 0.479454565724492"
[1] "Starting newton at: 0.419487043627505"
[1] "Newton iter: 1, lambda:0.47043601520908, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.471390301032279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.471390632888685, diff to last: 0"
[1] "Newton iter: 4, lambda:0.471390632888725, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.471390632888725"
[1] "Starting iterative with newton 0.471390632888725"
[1] "Starting newton at: 0.419865481712785"
[1] "Newton iter: 1, lambda:0.468697846957736, diff to last: 0.049"
[1] "Newton iter: 2, lambda:0.469572437458703, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469572715654214, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469572715654242, diff to last: 0"
[1] "Final threshold is: 0.0150451845524185"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38565184244044"
[1] "Starting iterative with newton 1.38565184244044"
[1] "Starting newton at: 0.859360105078921"
[1] "Newton iter: 1, lambda:0.73726417310825, diff to last: 0.122"
[1] "Newton iter: 2, lambda:0.744268408020391, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.744292789968748, diff to last: 0"
[1] "Newton iter: 4, lambda:0.744292790263387, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.744292789968748"
[1] "Starting iterative with newton 0.744292789968748"
[1] "Starting newton at: 0.630393354027519"
[1] "Newton iter: 1, lambda:0.598518528958334, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.598965396342459, diff to last: 0"
[1] "Newton iter: 3, lambda:0.598965485016361, diff to last: 0"
[1] "Newton iter: 4, lambda:0.598965485016364, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.598965485016361"
[1] "Starting iterative with newton 0.598965485016361"
[1] "Starting newton at: 0.616540689330787"
[1] "Newton iter: 1, lambda:0.560710372168502, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.562030329015071, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.56203107850313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.562031078503372, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.56203107850313"
[1] "Starting iterative with newton 0.56203107850313"
[1] "Starting newton at: 0.615978492651163"
[1] "Newton iter: 1, lambda:0.550617446057201, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.552406780596382, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.552408146202534, diff to last: 0"
[1] "Newton iter: 4, lambda:0.552408146203329, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.552408146202534"
[1] "Starting iterative with newton 0.552408146202534"
[1] "Starting newton at: 0.615282061691004"
[1] "Newton iter: 1, lambda:0.547992024871457, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.549883388813195, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549884911147825, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549884911148811, diff to last: 0"
[1] "Final threshold is: 0.0176184000794916"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.914665688648832"
[1] "Starting iterative with newton 0.914665688648832"
[1] "Starting newton at: 0.9400027975179"
[1] "Newton iter: 1, lambda:0.931506667436304, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.931556226961647, diff to last: 0"
[1] "Newton iter: 3, lambda:0.931556228655328, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.931556226961647"
[1] "Starting iterative with newton 0.931556226961647"
[1] "Starting newton at: 0.937547101487772"
[1] "Newton iter: 1, lambda:0.937641624301682, diff to last: 0"
[1] "Newton iter: 2, lambda:0.937641630488891, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.937641630488891"
[1] "Starting iterative with newton 0.937641630488891"
[1] "Starting newton at: 0.940670863737421"
[1] "Newton iter: 1, lambda:0.939828035243353, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.93982852767942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.939828527679588, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.939828527679588"
[1] "Starting iterative with newton 0.939828527679588"
[1] "Starting newton at: 0.946240705575238"
[1] "Newton iter: 1, lambda:0.940591623796891, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.940613703197316, diff to last: 0"
[1] "Newton iter: 3, lambda:0.940613703535594, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.940613703535594"
[1] "Starting iterative with newton 0.940613703535594"
[1] "Starting newton at: 0.945856496187278"
[1] "Newton iter: 1, lambda:0.940878361633363, diff to last: 0.005"
[1] "Newton iter: 2, lambda:0.940895516999697, diff to last: 0"
[1] "Newton iter: 3, lambda:0.940895517203957, diff to last: 0"
[1] "Final threshold is: 0.0301464421354946"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.868961401239882"
[1] "Starting iterative with newton 0.868961401239882"
[1] "Starting newton at: 0.980705008945957"
[1] "Newton iter: 1, lambda:0.938523259969502, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.939737826074404, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.93973885692579, diff to last: 0"
[1] "Newton iter: 4, lambda:0.939738856926531, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.93973885692579"
[1] "Starting iterative with newton 0.93973885692579"
[1] "Starting newton at: 0.984785076353895"
[1] "Newton iter: 1, lambda:0.965491152836779, diff to last: 0.019"
[1] "Newton iter: 2, lambda:0.965752811989667, diff to last: 0"
[1] "Newton iter: 3, lambda:0.965752860632052, diff to last: 0"
[1] "Newton iter: 4, lambda:0.965752860632054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.965752860632054"
[1] "Starting iterative with newton 0.965752860632054"
[1] "Starting newton at: 0.979630664761451"
[1] "Newton iter: 1, lambda:0.975200708926053, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.975214701079789, diff to last: 0"
[1] "Newton iter: 3, lambda:0.975214701219718, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.975214701079789"
[1] "Starting iterative with newton 0.975214701079789"
[1] "Starting newton at: 0.974923855376022"
[1] "Newton iter: 1, lambda:0.978632978323019, diff to last: 0.004"
[1] "Newton iter: 2, lambda:0.97864285269284, diff to last: 0"
[1] "Newton iter: 3, lambda:0.978642852762682, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.978642852762682"
[1] "Starting iterative with newton 0.978642852762682"
[1] "Starting newton at: 0.973205534141252"
[1] "Newton iter: 1, lambda:0.979851385799501, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.979883162131103, diff to last: 0"
[1] "Newton iter: 3, lambda:0.979883162854959, diff to last: 0"
[1] "Final threshold is: 0.0313956125078966"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.844198745180764"
[1] "Starting iterative with newton 0.844198745180764"
[1] "Starting newton at: 0.930583565484977"
[1] "Newton iter: 1, lambda:0.978745934200697, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.980518812323227, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.98052115865833, diff to last: 0"
[1] "Newton iter: 4, lambda:0.980521158662436, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.98052115865833"
[1] "Starting iterative with newton 0.98052115865833"
[1] "Starting newton at: 0.924839705205388"
[1] "Newton iter: 1, lambda:1.02754181579899, diff to last: 0.103"
[1] "Newton iter: 2, lambda:1.03613747297602, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.03619492135521, diff to last: 0"
[1] "Newton iter: 4, lambda:1.03619492390864, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.03619492390864"
[1] "Starting iterative with newton 1.03619492390864"
[1] "Starting newton at: 0.929694248581811"
[1] "Newton iter: 1, lambda:1.04700151793998, diff to last: 0.117"
[1] "Newton iter: 2, lambda:1.05846662356823, diff to last: 0.011"
[1] "Newton iter: 3, lambda:1.0585704965067, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05857050497538, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.05857050497538"
[1] "Starting iterative with newton 1.05857050497538"
[1] "Starting newton at: 0.933687130981992"
[1] "Newton iter: 1, lambda:1.05501899474896, diff to last: 0.121"
[1] "Newton iter: 2, lambda:1.06738343716533, diff to last: 0.012"
[1] "Newton iter: 3, lambda:1.06750500537217, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06750501703799, diff to last: 0"
[1] "Newton iter: 5, lambda:1.06750501703799, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.06750500537217"
[1] "Starting iterative with newton 1.06750500537217"
[1] "Starting newton at: 0.931692356310312"
[1] "Newton iter: 1, lambda:1.05755710434243, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.07092087987684, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.07106330171726, diff to last: 0"
[1] "Newton iter: 4, lambda:1.07106331776483, diff to last: 0"
[1] "Newton iter: 5, lambda:1.07106331776483, diff to last: 0"
[1] "Final threshold is: 0.0343170391845422"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.34597231105534"
[1] "Newton iter: 1, lambda:1.1369805087734, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.17201324396933, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.1732219397971, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.17322334664545, diff to last: 0"
[1] "Newton iter: 5, lambda:1.17322334664736, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.17322334664545"
[1] "Starting iterative with newton 1.17322334664545"
[1] "Starting newton at: 1.28095130597146"
[1] "Newton iter: 1, lambda:1.44564612499223, diff to last: 0.165"
[1] "Newton iter: 2, lambda:1.48098391897582, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.48248387121233, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.48248649296809, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48248649297609, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.48248649297609"
[1] "Starting iterative with newton 1.48248649297609"
[1] "Starting newton at: 1.78944535977224"
[1] "Newton iter: 1, lambda:1.65885827417742, diff to last: 0.131"
[1] "Newton iter: 2, lambda:1.67769810007588, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.67816919050714, diff to last: 0"
[1] "Newton iter: 4, lambda:1.67816947931658, diff to last: 0"
[1] "Newton iter: 5, lambda:1.67816947931669, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.67816947931658"
[1] "Starting iterative with newton 1.67816947931658"
[1] "Starting newton at: 1.74583278134298"
[1] "Newton iter: 1, lambda:1.80107209301527, diff to last: 0.055"
[1] "Newton iter: 2, lambda:1.80559480144775, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.80562347422507, diff to last: 0"
[1] "Newton iter: 4, lambda:1.80562347537132, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.80562347537132"
[1] "Starting iterative with newton 1.80562347537132"
[1] "Starting newton at: 1.71387019230344"
[1] "Newton iter: 1, lambda:1.85546926516695, diff to last: 0.142"
[1] "Newton iter: 2, lambda:1.88902994895103, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.890740870214, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.89074514860583, diff to last: 0"
[1] "Newton iter: 5, lambda:1.89074514863253, diff to last: 0"
[1] "Final threshold is: 0.0605797755151353"
threshold is:
[{'ad': 0.00039268429923486743, 'da': 0.0002563299681033045, 'dd': 0.0013463962604317356}, {'ad': 0.0015505853065925063, 'da': 0.002914272957139777, 'dd': 0.004503803515624508}, {'ad': 0.005582273725374361, 'da': 0.007124347000158893, 'dd': 0.013360258004264597}, {'ad': 0.015045184552418525, 'da': 0.01761840007949159, 'dd': 0.030146442135494552}, {'ad': 0.031395612507896624, 'da': 0.03431703918454219, 'dd': 0.060579775515135326}]
Number of points in noise estimation: 128
Estimated noise: 0.03204015917206219
0.03204015917206219
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 42.4264255937213"
[1] "Starting iterative with newton 42.4264255937213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.45732256249"
[1] "Starting iterative with newton 29.45732256249"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.1632694302085"
[1] "Starting iterative with newton 27.1632694302085"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.4779317377604"
[1] "Starting iterative with newton 15.4779317377604"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.0356326909051"
[1] "Starting iterative with newton 11.0356326909051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.42372812220898"
[1] "Starting iterative with newton 5.42372812220898"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.25629493186881"
[1] "Starting iterative with newton 4.25629493186881"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.36939878081241"
[1] "Starting iterative with newton 3.36939878081241"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.74100689440855"
[1] "Starting iterative with newton 1.74100689440855"
[1] "Starting newton at: 2.11638977813542"
[1] "Newton iter: 1, lambda:1.68411371626216, diff to last: 0.432"
[1] "Newton iter: 2, lambda:1.65576324847071, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.65531423254703, diff to last: 0"
[1] "Newton iter: 4, lambda:1.65531411480278, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65531411480278, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.65531411480278"
[1] "Starting iterative with newton 1.65531411480278"
[1] "Starting newton at: 2.02175393647437"
[1] "Newton iter: 1, lambda:1.63686462613513, diff to last: 0.385"
[1] "Newton iter: 2, lambda:1.60269773611101, diff to last: 0.034"
[1] "Newton iter: 3, lambda:1.60197591093293, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.60197557270948, diff to last: 0"
[1] "Newton iter: 5, lambda:1.6019755727094, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.60197557270948"
[1] "Starting iterative with newton 1.60197557270948"
[1] "Starting newton at: 1.9714321837584"
[1] "Newton iter: 1, lambda:1.60904416548664, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.57249951400933, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.5716235085615, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57162297992736, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57162297992716, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.57162297992716"
[1] "Starting iterative with newton 1.57162297992716"
[1] "Starting newton at: 1.94690200195359"
[1] "Newton iter: 1, lambda:1.59498979385534, diff to last: 0.352"
[1] "Newton iter: 2, lambda:1.5574591944826, diff to last: 0.038"
[1] "Newton iter: 3, lambda:1.55650749261909, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.55650685005525, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55650685005495, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.55650685005495"
[1] "Starting iterative with newton 1.55650685005495"
[1] "Starting newton at: 1.89005932860679"
[1] "Newton iter: 1, lambda:1.57134770066184, diff to last: 0.319"
[1] "Newton iter: 2, lambda:1.5344981582099, diff to last: 0.037"
[1] "Newton iter: 3, lambda:1.53353580521929, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5335351183864, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53353511838605, diff to last: 0"
[1] "Final threshold is: 0.0491347092890363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.54659209003988"
[1] "Starting iterative with newton 1.54659209003988"
[1] "Starting newton at: 1.85772505930315"
[1] "Newton iter: 1, lambda:1.54435418035655, diff to last: 0.313"
[1] "Newton iter: 2, lambda:1.50580497669816, diff to last: 0.039"
[1] "Newton iter: 3, lambda:1.50469037894414, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50468940407824, diff to last: 0"
[1] "Newton iter: 5, lambda:1.5046894040775, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.5046894040775"
[1] "Starting iterative with newton 1.5046894040775"
[1] "Starting newton at: 1.80335548791439"
[1] "Newton iter: 1, lambda:1.50768328780226, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.46741383737873, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.46610316643035, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.46610171694865, diff to last: 0"
[1] "Newton iter: 5, lambda:1.46610171694688, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.46610171694865"
[1] "Starting iterative with newton 1.46610171694865"
[1] "Starting newton at: 1.74494839509146"
[1] "Newton iter: 1, lambda:1.4725846428731, diff to last: 0.272"
[1] "Newton iter: 2, lambda:1.43265864550183, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.43127866665844, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.43127695288312, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43127695288047, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.43127695288047"
[1] "Starting iterative with newton 1.43127695288047"
[1] "Starting newton at: 1.71438492465335"
[1] "Newton iter: 1, lambda:1.45035479292495, diff to last: 0.264"
[1] "Newton iter: 2, lambda:1.4097759484352, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.40828676072983, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.4082846794709, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40828467946683, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.40828467946683"
[1] "Starting iterative with newton 1.40828467946683"
[1] "Starting newton at: 1.68969499655448"
[1] "Newton iter: 1, lambda:1.43028941187911, diff to last: 0.259"
[1] "Newton iter: 2, lambda:1.38859599407579, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.38696019897997, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.38695758908086, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38695758907421, diff to last: 0"
[1] "Final threshold is: 0.0444383419188373"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38565184244044"
[1] "Starting iterative with newton 1.38565184244044"
[1] "Starting newton at: 1.61628984474139"
[1] "Newton iter: 1, lambda:1.40617527987922, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.37740980988245, diff to last: 0.029"
[1] "Newton iter: 3, lambda:1.37664730600012, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3766467551741, diff to last: 0"
[1] "Newton iter: 5, lambda:1.37664675517381, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.3766467551741"
[1] "Starting iterative with newton 1.3766467551741"
[1] "Starting newton at: 1.60680302264054"
[1] "Newton iter: 1, lambda:1.39625340302826, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.36662698857814, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3658012556045, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.36580059617279, diff to last: 0"
[1] "Newton iter: 5, lambda:1.36580059617237, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.36580059617237"
[1] "Starting iterative with newton 1.36580059617237"
[1] "Starting newton at: 1.59127493812604"
[1] "Newton iter: 1, lambda:1.38214353258603, diff to last: 0.209"
[1] "Newton iter: 2, lambda:1.35173125332432, diff to last: 0.03"
[1] "Newton iter: 3, lambda:1.3508356995253, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.35083490161878, diff to last: 0"
[1] "Newton iter: 5, lambda:1.35083490161814, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.35083490161814"
[1] "Starting iterative with newton 1.35083490161814"
[1] "Starting newton at: 1.57732193114244"
[1] "Newton iter: 1, lambda:1.36589644475966, diff to last: 0.211"
[1] "Newton iter: 2, lambda:1.33363150527965, diff to last: 0.032"
[1] "Newton iter: 3, lambda:1.3325887076963, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.33258758830908, diff to last: 0"
[1] "Newton iter: 5, lambda:1.33258758830778, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.33258758830778"
[1] "Starting iterative with newton 1.33258758830778"
[1] "Starting newton at: 1.56018910055451"
[1] "Newton iter: 1, lambda:1.35044271556793, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.31731164830193, diff to last: 0.033"
[1] "Newton iter: 3, lambda:1.31617729206609, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.3161759265291, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31617592652712, diff to last: 0"
[1] "Final threshold is: 0.0421704861843655"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.914665688648832"
[1] "Starting iterative with newton 0.914665688648832"
[1] "Starting newton at: 1.22663940846224"
[1] "Newton iter: 1, lambda:1.25344253092021, diff to last: 0.027"
[1] "Newton iter: 2, lambda:1.25259224468049, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.25259139827945, diff to last: 0"
[1] "Newton iter: 4, lambda:1.25259139827861, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.25259139827861"
[1] "Starting iterative with newton 1.25259139827861"
[1] "Starting newton at: 1.57731544090262"
[1] "Newton iter: 1, lambda:1.61608685625265, diff to last: 0.039"
[1] "Newton iter: 2, lambda:1.61526656757536, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.61526622818576, diff to last: 0"
[1] "Newton iter: 4, lambda:1.61526622818571, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.61526622818571"
[1] "Starting iterative with newton 1.61526622818571"
[1] "Starting newton at: 1.76210503322062"
[1] "Newton iter: 1, lambda:1.86946719271623, diff to last: 0.107"
[1] "Newton iter: 2, lambda:1.86599170600067, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.86598940732401, diff to last: 0"
[1] "Newton iter: 4, lambda:1.86598940732299, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.86598940732299"
[1] "Starting iterative with newton 1.86598940732299"
[1] "Starting newton at: 2.05705153673841"
[1] "Newton iter: 1, lambda:2.00427987247046, diff to last: 0.053"
[1] "Newton iter: 2, lambda:2.00423022157251, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0042302214072, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0042302214072"
[1] "Starting iterative with newton 2.0042302214072"
[1] "Starting newton at: 2.15070342064191"
[1] "Newton iter: 1, lambda:2.05919467011551, diff to last: 0.092"
[1] "Newton iter: 2, lambda:2.05965127785953, diff to last: 0"
[1] "Newton iter: 3, lambda:2.05965127270404, diff to last: 0"
[1] "Final threshold is: 0.0659915546163778"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.868961401239882"
[1] "Starting iterative with newton 0.868961401239882"
[1] "Starting newton at: 1.18866559303402"
[1] "Newton iter: 1, lambda:1.29496743580685, diff to last: 0.106"
[1] "Newton iter: 2, lambda:1.28230675429578, diff to last: 0.013"
[1] "Newton iter: 3, lambda:1.28213181202144, diff to last: 0"
[1] "Newton iter: 4, lambda:1.28213177832139, diff to last: 0"
[1] "Newton iter: 5, lambda:1.28213177832139, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.28213177832139"
[1] "Starting iterative with newton 1.28213177832139"
[1] "Starting newton at: 1.60729536268362"
[1] "Newton iter: 1, lambda:1.67171887352731, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.6697423589517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.66974077511631, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66974077511528, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66974077511528"
[1] "Starting iterative with newton 1.66974077511528"
[1] "Starting newton at: 1.83968791371487"
[1] "Newton iter: 1, lambda:1.91715639328041, diff to last: 0.077"
[1] "Newton iter: 2, lambda:1.91597235983916, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.9159721969967, diff to last: 0"
[1] "Newton iter: 4, lambda:1.9159721969967, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.9159721969967"
[1] "Starting iterative with newton 1.9159721969967"
[1] "Starting newton at: 2.06146670409277"
[1] "Newton iter: 1, lambda:2.04240415099594, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.04240751476707, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04240751476697, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04240751476697"
[1] "Starting iterative with newton 2.04240751476697"
[1] "Starting newton at: 2.19970073561704"
[1] "Newton iter: 1, lambda:2.11236663795455, diff to last: 0.087"
[1] "Newton iter: 2, lambda:2.11323536623895, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.11323539805806, diff to last: 0"
[1] "Newton iter: 4, lambda:2.11323539805806, diff to last: 0"
[1] "Final threshold is: 0.0677083985218164"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.844198745180764"
[1] "Starting iterative with newton 0.844198745180764"
[1] "Starting newton at: 1.32781557116231"
[1] "Newton iter: 1, lambda:1.27346843289876, diff to last: 0.054"
[1] "Newton iter: 2, lambda:1.27031783006332, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.270306728362, diff to last: 0"
[1] "Newton iter: 4, lambda:1.27030672822388, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.270306728362"
[1] "Starting iterative with newton 1.270306728362"
[1] "Starting newton at: 1.76873671978733"
[1] "Newton iter: 1, lambda:1.6858756866637, diff to last: 0.083"
[1] "Newton iter: 2, lambda:1.68399871241715, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68399740344115, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68399740344051, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.68399740344115"
[1] "Starting iterative with newton 1.68399740344115"
[1] "Starting newton at: 1.98415592432345"
[1] "Newton iter: 1, lambda:1.94185106239696, diff to last: 0.042"
[1] "Newton iter: 2, lambda:1.94179788667113, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94179788646449, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.94179788646449"
[1] "Starting iterative with newton 1.94179788646449"
[1] "Starting newton at: 2.09680333811997"
[1] "Newton iter: 1, lambda:2.08745035271017, diff to last: 0.009"
[1] "Newton iter: 2, lambda:2.08745537346744, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08745537346868, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.08745537346744"
[1] "Starting iterative with newton 2.08745537346744"
[1] "Starting newton at: 2.22763394065707"
[1] "Newton iter: 1, lambda:2.15639548455114, diff to last: 0.071"
[1] "Newton iter: 2, lambda:2.15717591344457, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.15717597238785, diff to last: 0"
[1] "Newton iter: 4, lambda:2.15717597238785, diff to last: 0"
[1] "Final threshold is: 0.0691162615174546"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0320401591720622"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.66381884664027"
[1] "Newton iter: 1, lambda:1.5674654576048, diff to last: 0.096"
[1] "Newton iter: 2, lambda:1.56353352037284, diff to last: 0.004"
[1] "Newton iter: 3, lambda:1.56352513556456, diff to last: 0"
[1] "Newton iter: 4, lambda:1.56352513552611, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.56352513552611"
[1] "Starting iterative with newton 1.56352513552611"
[1] "Starting newton at: 2.08546822594845"
[1] "Newton iter: 1, lambda:2.14779437208879, diff to last: 0.062"
[1] "Newton iter: 2, lambda:2.14865101662167, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.14865122215691, diff to last: 0"
[1] "Newton iter: 4, lambda:2.14865122215692, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.14865122215691"
[1] "Starting iterative with newton 2.14865122215691"
[1] "Starting newton at: 2.47537027949949"
[1] "Newton iter: 1, lambda:2.43230495586008, diff to last: 0.043"
[1] "Newton iter: 2, lambda:2.43321436897311, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.43321475659717, diff to last: 0"
[1] "Newton iter: 4, lambda:2.43321475659724, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.43321475659717"
[1] "Starting iterative with newton 2.43321475659717"
[1] "Starting newton at: 2.53716462580338"
[1] "Newton iter: 1, lambda:2.57456871835778, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.57529639596839, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.57529667943813, diff to last: 0"
[1] "Newton iter: 4, lambda:2.57529667943817, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.57529667943817"
[1] "Starting iterative with newton 2.57529667943817"
[1] "Starting newton at: 2.65733798484964"
[1] "Newton iter: 1, lambda:2.6385237842557, diff to last: 0.019"
[1] "Newton iter: 2, lambda:2.63872436898435, diff to last: 0"
[1] "Newton iter: 3, lambda:2.63872439158651, diff to last: 0"
[1] "Newton iter: 4, lambda:2.63872439158651, diff to last: 0"
[1] "Final threshold is: 0.084545148793458"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04913470928903635}, {'ad': 0.04443834191883727, 'da': 0.04217048618436548, 'dd': 0.06599155461637779}, {'ad': 0.0677083985218164, 'da': 0.06911626151745459, 'dd': 0.084545148793458}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463882362877326. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012078659490569646
0.012078659490569646
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 112.541414896727"
[1] "Starting iterative with newton 112.541414896727"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 78.1392425560005"
[1] "Starting iterative with newton 78.1392425560005"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.0539789085854"
[1] "Starting iterative with newton 72.0539789085854"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.0571551354139"
[1] "Starting iterative with newton 41.0571551354139"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 29.2733997723066"
[1] "Starting iterative with newton 29.2733997723066"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 14.3871190737053"
[1] "Starting iterative with newton 14.3871190737053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2903561199643"
[1] "Starting iterative with newton 11.2903561199643"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.93775284713242"
[1] "Starting iterative with newton 8.93775284713242"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.61823913986972"
[1] "Starting iterative with newton 4.61823913986972"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.1025294882945"
[1] "Starting iterative with newton 4.1025294882945"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.67561529683947"
[1] "Starting iterative with newton 3.67561529683947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.42626545407733"
[1] "Starting iterative with newton 2.42626545407733"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.30502909961501"
[1] "Starting iterative with newton 2.30502909961501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.23934304875178"
[1] "Starting iterative with newton 2.23934304875178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.78916865510444"
[1] "Starting iterative with newton 1.78916865510444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.463882362877326. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.012078659490569646
0.012078659490569646
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0126611051572723, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.012662271300404, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0126622713004139, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.012662271300404"
[1] "Starting iterative with newton 0.012662271300404"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00308021199765253, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.0030802674695698, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00308026746956982, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0030802674695698"
[1] "Starting iterative with newton 0.0030802674695698"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00303111256962025, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00303116587834773, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00303116587834774, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00303116587834773"
[1] "Starting iterative with newton 0.00303116587834773"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00303086227638695, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00303091557420864, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00303091557420865, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00303091557420864"
[1] "Starting iterative with newton 0.00303091557420864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00303086100050668, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.00303091429827277, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00303091429827279, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 3.66093817539357e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669561050126, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679251028658, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679251028717, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679251028658"
[1] "Starting iterative with newton 0.0124679251028658"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000486418012311559, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000486418443174009, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000486418012311559"
[1] "Starting iterative with newton 0.000486418012311559"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000471764026656793, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000471764422951457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000471764026656793"
[1] "Starting iterative with newton 0.000471764026656793"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0004717463356842, diff to last: 0"
[1] "Newton iter: 2, lambda:0.00047174673193822, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0004717463356842"
[1] "Starting iterative with newton 0.0004717463356842"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000471746314327176, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000471746710581146, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.69806309668919e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0464266304652786, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0464830783492397, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0464830784326087, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0464830783492397"
[1] "Starting iterative with newton 0.0464830783492397"
[1] "Starting newton at: 0.0201373432640256"
[1] "Newton iter: 1, lambda:0.0328418346157817, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.0328451013543731, diff to last: 0"
[1] "Newton iter: 3, lambda:0.032845101354589, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0328451013543731"
[1] "Starting iterative with newton 0.0328451013543731"
[1] "Starting newton at: 0.0337753202588921"
[1] "Newton iter: 1, lambda:0.0327073714299898, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0327073945274977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327073945274977, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0327073945274977"
[1] "Starting iterative with newton 0.0327073945274977"
[1] "Starting newton at: 0.0339130270857676"
[1] "Newton iter: 1, lambda:0.0327059508129506, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.0327059803207107, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327059803207108, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0327059803207107"
[1] "Starting iterative with newton 0.0327059803207107"
[1] "Starting newton at: 0.0339144412925545"
[1] "Newton iter: 1, lambda:0.0327059362171307, diff to last: 0.001"
[1] "Newton iter: 2, lambda:0.03270596579479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0327059657947901, diff to last: 0"
[1] "Final threshold is: 0.000395044224145487"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0585062238362518, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.0586397720322513, diff to last: 0"
[1] "Newton iter: 3, lambda:0.058639772727661, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.058639772727661"
[1] "Starting iterative with newton 0.058639772727661"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.023775066047264, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.0237865543511081, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0237865543537903, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0237865543537903"
[1] "Starting iterative with newton 0.0237865543537903"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0232713988706656, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232823057544645, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232823057568602, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0232823057544645"
[1] "Starting iterative with newton 0.0232823057544645"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0232640717715714, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232749703366299, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232749703390216, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0232749703390216"
[1] "Starting iterative with newton 0.0232749703390216"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0232639651708374, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.0232748636148989, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0232748636172905, diff to last: 0"
[1] "Final threshold is: 0.0002811291523227"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.120818028745985, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.121942355794877, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.121942452700758, diff to last: 0"
[1] "Newton iter: 4, lambda:0.121942452700759, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.121942452700758"
[1] "Starting iterative with newton 0.121942452700758"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0337221354082518, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.0337617013836181, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0337617014380828, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0337617013836181"
[1] "Starting iterative with newton 0.0337617013836181"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311215659954938, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311541747345832, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311541747703821, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0311541747703821"
[1] "Starting iterative with newton 0.0311541747703821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310451402875586, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310775562548994, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310775562902405, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0310775562548994"
[1] "Starting iterative with newton 0.0310775562548994"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0310428951403128, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0310753054545547, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0310753054898825, diff to last: 0"
[1] "Final threshold is: 0.000375348033151008"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162075420516557, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.164975509685369, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164976433954265, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164976433954359, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164976433954359"
[1] "Starting iterative with newton 0.164976433954359"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0609000053688662, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.061104172448431, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0611041747423695, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.061104172448431"
[1] "Starting iterative with newton 0.061104172448431"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0568040319918369, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0569755559409641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0569755575045506, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0569755559409641"
[1] "Starting iterative with newton 0.0569755559409641"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566403240002883, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568106172630402, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568106188020755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0568106172630402"
[1] "Starting iterative with newton 0.0568106172630402"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0566337821885533, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.0568040263899908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0568040279280517, diff to last: 0"
[1] "Final threshold is: 0.000686116511035745"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.363642406429943"
[1] "Newton iter: 1, lambda:0.225531056493183, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.228237954026672, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.228239011432616, diff to last: 0"
[1] "Newton iter: 4, lambda:0.228239011432777, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.228239011432616"
[1] "Starting iterative with newton 0.228239011432616"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0723411711042379, diff to last: 0.072"
[1] "Newton iter: 2, lambda:0.0726835217288213, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0726835293921995, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0726835293921995"
[1] "Starting iterative with newton 0.0726835293921995"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0648018983498533, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.0650634699413487, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0650634742018558, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0650634742018558"
[1] "Starting iterative with newton 0.0650634742018558"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644304623025917, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.064688389580293, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646883937124645, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.064688389580293"
[1] "Starting iterative with newton 0.064688389580293"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0644121739134656, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.064669922555445, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0646699266813806, diff to last: 0"
[1] "Final threshold is: 0.000781126023664501"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.423224849771533"
[1] "Newton iter: 1, lambda:0.276684475604727, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.280261406431725, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.280263587872179, diff to last: 0"
[1] "Newton iter: 4, lambda:0.28026358787299, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.280263587872179"
[1] "Starting iterative with newton 0.280263587872179"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0913722057505229, diff to last: 0.091"
[1] "Newton iter: 2, lambda:0.0920627670425845, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0920628064689177, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0920628064689178, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0920628064689177"
[1] "Starting iterative with newton 0.0920628064689177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0803455266678256, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0808445945201115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0808446137722246, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0808446137722247, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0808446137722246"
[1] "Starting iterative with newton 0.0808446137722246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796834590616593, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.080172292023675, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801723104175794, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801723104175794, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0801723104175794"
[1] "Starting iterative with newton 0.0801723104175794"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0796437641139026, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0801319878003576, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0801320061438557, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0801320061438557, diff to last: 0"
[1] "Final threshold is: 0.000967887216507868"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.620525814273749"
[1] "Newton iter: 1, lambda:0.458097932212811, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.464978886359352, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.464991824285294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.464991824330958, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.464991824285294"
[1] "Starting iterative with newton 0.464991824285294"
[1] "Starting newton at: 0.314792800385364"
[1] "Newton iter: 1, lambda:0.185378026907685, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.187938149440068, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.187939158079784, diff to last: 0"
[1] "Newton iter: 4, lambda:0.187939158079941, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.187939158079784"
[1] "Starting iterative with newton 0.187939158079784"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.156702221376315, diff to last: 0.157"
[1] "Newton iter: 2, lambda:0.160169412256932, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.160171107273464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.160171107273869, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.160171107273869"
[1] "Starting iterative with newton 0.160171107273869"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.154012749314905, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157331283150688, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157332821881229, diff to last: 0"
[1] "Newton iter: 4, lambda:0.15733282188156, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.15733282188156"
[1] "Starting iterative with newton 0.15733282188156"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.153737066638477, diff to last: 0.154"
[1] "Newton iter: 2, lambda:0.157040611791226, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.157042135231275, diff to last: 0"
[1] "Newton iter: 4, lambda:0.157042135231599, diff to last: 0"
[1] "Final threshold is: 0.00189685847713448"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.673992996815018"
[1] "Newton iter: 1, lambda:0.525282081320836, diff to last: 0.149"
[1] "Newton iter: 2, lambda:0.531892210046245, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.531905915259684, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531905915318493, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.531905915259684"
[1] "Starting iterative with newton 0.531905915259684"
[1] "Starting newton at: 0.338782154583101"
[1] "Newton iter: 1, lambda:0.211719460883951, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.21448251654173, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.214483835120874, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214483835121174, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214483835120874"
[1] "Starting iterative with newton 0.214483835120874"
[1] "Starting newton at: 0.320573972977072"
[1] "Newton iter: 1, lambda:0.175733424466356, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.179009431484568, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.179011119808637, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179011119809086, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179011119809086"
[1] "Starting iterative with newton 0.179011119809086"
[1] "Starting newton at: 0.323767950026257"
[1] "Newton iter: 1, lambda:0.171379551829126, diff to last: 0.152"
[1] "Newton iter: 2, lambda:0.174965103387418, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174967103294105, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174967103294727, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.174967103294105"
[1] "Starting iterative with newton 0.174967103294105"
[1] "Starting newton at: 0.325387291035446"
[1] "Newton iter: 1, lambda:0.170819126376665, diff to last: 0.155"
[1] "Newton iter: 2, lambda:0.174502893654833, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.174505001910285, diff to last: 0"
[1] "Newton iter: 4, lambda:0.174505001910976, diff to last: 0"
[1] "Final threshold is: 0.00210778649747554"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.67561529683947"
[1] "Starting iterative with newton 3.67561529683947"
[1] "Starting newton at: 0.625924119909386"
[1] "Newton iter: 1, lambda:0.566421797331634, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.567622118839634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.567622616556277, diff to last: 0"
[1] "Newton iter: 4, lambda:0.567622616556362, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.567622616556362"
[1] "Starting iterative with newton 0.567622616556362"
[1] "Starting newton at: 0.332066516672788"
[1] "Newton iter: 1, lambda:0.234451225793038, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.236272926655582, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.236273565903095, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236273565903174, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.236273565903095"
[1] "Starting iterative with newton 0.236273565903095"
[1] "Starting newton at: 0.343653750713058"
[1] "Newton iter: 1, lambda:0.190354508156435, diff to last: 0.153"
[1] "Newton iter: 2, lambda:0.194411099983354, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.194413964828409, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194413964829837, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.194413964829837"
[1] "Starting iterative with newton 0.194413964829837"
[1] "Starting newton at: 0.344901456718234"
[1] "Newton iter: 1, lambda:0.184674542256376, diff to last: 0.16"
[1] "Newton iter: 2, lambda:0.189045088516275, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.189048367902377, diff to last: 0"
[1] "Newton iter: 4, lambda:0.189048367904223, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.189048367904223"
[1] "Starting iterative with newton 0.189048367904223"
[1] "Starting newton at: 0.346332670322366"
[1] "Newton iter: 1, lambda:0.183871199112614, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.188356039139189, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.188359486054638, diff to last: 0"
[1] "Newton iter: 4, lambda:0.188359486056673, diff to last: 0"
[1] "Final threshold is: 0.00227513009387267"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.42626545407733"
[1] "Starting iterative with newton 2.42626545407733"
[1] "Starting newton at: 0.595837215337276"
[1] "Newton iter: 1, lambda:0.637544797918831, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.638277852965162, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.638278076622906, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638278076622927, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.638278076622927"
[1] "Starting iterative with newton 0.638278076622927"
[1] "Starting newton at: 0.266727127856817"
[1] "Newton iter: 1, lambda:0.348741939524961, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.350636112683587, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.350637115888443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.350637115888724, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.350637115888443"
[1] "Starting iterative with newton 0.350637115888443"
[1] "Starting newton at: 0.294689259881112"
[1] "Newton iter: 1, lambda:0.30055584368784, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.30056464969634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.300564649716172, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.300564649716172"
[1] "Starting iterative with newton 0.300564649716172"
[1] "Starting newton at: 0.293397807654285"
[1] "Newton iter: 1, lambda:0.291693492671783, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.291694223398713, diff to last: 0"
[1] "Newton iter: 3, lambda:0.291694223398847, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.291694223398713"
[1] "Starting iterative with newton 0.291694223398713"
[1] "Starting newton at: 0.297439757410529"
[1] "Newton iter: 1, lambda:0.290104395991774, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.290117887196035, diff to last: 0"
[1] "Newton iter: 3, lambda:0.290117887241696, diff to last: 0"
[1] "Final threshold is: 0.00350423517211592"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.30502909961501"
[1] "Starting iterative with newton 2.30502909961501"
[1] "Starting newton at: 0.573271511296566"
[1] "Newton iter: 1, lambda:0.637260503872815, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.638993627377961, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.638994875722217, diff to last: 0"
[1] "Newton iter: 4, lambda:0.638994875722865, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.638994875722217"
[1] "Starting iterative with newton 0.638994875722217"
[1] "Starting newton at: 0.287683643228776"
[1] "Newton iter: 1, lambda:0.369313230838334, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.371272348442066, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.3712734675767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.371273467577065, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.371273467577065"
[1] "Starting iterative with newton 0.371273467577065"
[1] "Starting newton at: 0.294726399677443"
[1] "Newton iter: 1, lambda:0.322963806998369, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.323179437300824, diff to last: 0"
[1] "Newton iter: 3, lambda:0.323179449844289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.323179449844289, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.323179449844289"
[1] "Starting iterative with newton 0.323179449844289"
[1] "Starting newton at: 0.28654980151228"
[1] "Newton iter: 1, lambda:0.314187183661896, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.314390665047974, diff to last: 0"
[1] "Newton iter: 3, lambda:0.314390676053307, diff to last: 0"
[1] "Newton iter: 4, lambda:0.314390676053307, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.314390665047974"
[1] "Starting iterative with newton 0.314390665047974"
[1] "Starting newton at: 0.286558482338448"
[1] "Newton iter: 1, lambda:0.312599297817708, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.312779427240326, diff to last: 0"
[1] "Newton iter: 3, lambda:0.31277943584097, diff to last: 0"
[1] "Final threshold is: 0.00377795619729131"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.23934304875178"
[1] "Starting iterative with newton 2.23934304875178"
[1] "Starting newton at: 0.573165685722743"
[1] "Newton iter: 1, lambda:0.649303913450319, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.65184339949797, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.651846164665871, diff to last: 0"
[1] "Newton iter: 4, lambda:0.651846164669147, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.651846164665871"
[1] "Starting iterative with newton 0.651846164665871"
[1] "Starting newton at: 0.286916032089151"
[1] "Newton iter: 1, lambda:0.382174807025024, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.384938597364379, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.38494090153328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384940901534881, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.38494090153328"
[1] "Starting iterative with newton 0.38494090153328"
[1] "Starting newton at: 0.279698880820733"
[1] "Newton iter: 1, lambda:0.334956593513146, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.335812056392472, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.335812260472787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335812260472798, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.335812260472787"
[1] "Starting iterative with newton 0.335812260472787"
[1] "Starting newton at: 0.2818955356357"
[1] "Newton iter: 1, lambda:0.326058678352268, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.326596283490294, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326596362869413, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326596362869415, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326596362869413"
[1] "Starting iterative with newton 0.326596362869413"
[1] "Starting newton at: 0.280946775960491"
[1] "Newton iter: 1, lambda:0.324343642608133, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.324861207750494, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32486128111004, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324861281110042, diff to last: 0"
[1] "Final threshold is: 0.0039238887961984"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0120786594905696"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.78916865510444"
[1] "Starting iterative with newton 1.78916865510444"
[1] "Starting newton at: 0.834451115821318"
[1] "Newton iter: 1, lambda:0.707772238569715, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.715347425266396, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.715375970723567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.715375971127857, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.715375970723567"
[1] "Starting iterative with newton 0.715375970723567"
[1] "Starting newton at: 0.539470559089074"
[1] "Newton iter: 1, lambda:0.481729193688832, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.482973207272826, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.482973791447701, diff to last: 0"
[1] "Newton iter: 4, lambda:0.482973791447829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.482973791447829"
[1] "Starting iterative with newton 0.482973791447829"
[1] "Starting newton at: 0.536641177716449"
[1] "Newton iter: 1, lambda:0.426481975858337, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.430665708226733, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.430671864252416, diff to last: 0"
[1] "Newton iter: 4, lambda:0.430671864265737, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.430671864252416"
[1] "Starting iterative with newton 0.430671864252416"
[1] "Starting newton at: 0.539352197078754"
[1] "Newton iter: 1, lambda:0.413377804411991, diff to last: 0.126"
[1] "Newton iter: 2, lambda:0.418746416968258, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.418756387134815, diff to last: 0"
[1] "Newton iter: 4, lambda:0.418756387169176, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.418756387169176"
[1] "Starting iterative with newton 0.418756387169176"
[1] "Starting newton at: 0.537835444096743"
[1] "Newton iter: 1, lambda:0.410564514222333, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.416023065325333, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.416033332865765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416033332902066, diff to last: 0"
[1] "Final threshold is: 0.00502512496441239"
threshold is:
[{'ad': 3.6609381753935695e-05, 'da': 5.698063096689191e-06, 'dd': 0.0003950442241454869}, {'ad': 0.0002811291523226997, 'da': 0.00037534803315100837, 'dd': 0.0006861165110357451}, {'ad': 0.0007811260236645007, 'da': 0.0009678872165078676, 'dd': 0.0018968584771344773}, {'ad': 0.0021077864974755433, 'da': 0.0022751300938726685, 'dd': 0.0035042351721159214}, {'ad': 0.0037779561972913055, 'da': 0.003923888796198401, 'dd': 0.00502512496441239}]
Number of points in noise estimation: 128
Estimated noise: 0.03204015917206219
0.03204015917206219
threshold is:
[{'ad': 0.02035056078431907, 'da': 0.030915715764368412, 'dd': 0.0025997329949535297}, {'ad': 0.00285308120602501, 'da': 0.00567477311007436, 'dd': 0.0035271197081604977}, {'ad': 0.004164405478503275, 'da': 0.006409318481453067, 'dd': 0.012200715610820645}, {'ad': 0.013993461639679405, 'da': 0.01745243369909156, 'dd': 0.025532023025063626}, {'ad': 0.025865877991694042, 'da': 0.026087110816263234, 'dd': 0.0340296047319103}]
['peppers256', 0.075, 2, 0.0015312826929679798, 0.0008374104730716119, 0.0008709938229907565, 0.0023531434020319696, 0.000738993407122402, 0.0011564316195021675, 0.0013667968623229888, 0.0015312826929679809, 28.149446259818273, 30.770616119081666, 30.599849249585155, 26.28351605839921, 31.313594361155026, 29.36880042228312, 28.64296026857015, 28.14944625981827]
peppers256 0.075 3
Number of points in noise estimation: 128
Estimated noise: 0.031676707083684655
0.031676707083684655
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0255740178464706, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0255843342569556, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0255843342586346, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0255843342569556"
[1] "Starting iterative with newton 0.0255843342569556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00170910533052892, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00170912067465106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00170912067465106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00170912067465106"
[1] "Starting iterative with newton 0.00170912067465106"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00161884075907935, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00161885402015504, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00161885402015504, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00161885402015504"
[1] "Starting iterative with newton 0.00161885402015504"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00161850700778846, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00161852026150688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00161852026150688, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00161852026150688"
[1] "Starting iterative with newton 0.00161852026150688"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00161850577385564, diff to last: 0.002"
[1] "Newton iter: 2, lambda:0.00161851902754687, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00161851902754687, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 5.12693531449723e-05"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0263667090298172, diff to last: 0.026"
[1] "Newton iter: 2, lambda:0.0263787279904289, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0263787279929265, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0263787279929265"
[1] "Starting iterative with newton 0.0263787279929265"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150122651323842, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150149936525548, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150149936526449, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0150149936525548"
[1] "Starting iterative with newton 0.0150149936525548"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149218529238657, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149245402088167, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149245402089039, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0149245402088167"
[1] "Starting iterative with newton 0.0149245402088167"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.014921130279347, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149238172367884, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149238172368756, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0149238172367884"
[1] "Starting iterative with newton 0.0149238172367884"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0149211245032396, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0149238114580634, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0149238114581505, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.00047273720412921"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0802197739779521, diff to last: 0.08"
[1] "Newton iter: 2, lambda:0.0805433455565688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0805433508143334, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0805433508143334"
[1] "Starting iterative with newton 0.0805433508143334"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0436608556324288, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0437196570955005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0437196572021213, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0437196572021213"
[1] "Starting iterative with newton 0.0437196572021213"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430375249081453, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430942327605482, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430942328589726, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0430942327605482"
[1] "Starting iterative with newton 0.0430942327605482"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430266421698448, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430833143875463, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430833144858349, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0430833143875463"
[1] "Starting iterative with newton 0.0430833143875463"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0430264520971767, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0430831236927648, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0430831237910511, diff to last: 0"
[1] "Final threshold is: 0.00136473149257925"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.27182319754228"
[1] "Newton iter: 1, lambda:0.161830090949172, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.162997055662807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162997188424535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162997188424537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162997188424535"
[1] "Starting iterative with newton 0.162997188424535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0578902898349479, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.0580780247528947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.058078026726748, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0580780247528947"
[1] "Starting iterative with newton 0.0580780247528947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0531747781537296, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0533276171458403, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0533276184083268, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0533276171458403"
[1] "Starting iterative with newton 0.0533276171458403"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0529613456868593, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531127047236341, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531127059597081, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0531127047236341"
[1] "Starting iterative with newton 0.0531127047236341"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0529516905235494, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.0531029828111769, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0531029840460667, diff to last: 0"
[1] "Final threshold is: 0.00168212767089684"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.237403733407525"
[1] "Newton iter: 1, lambda:0.243406123741067, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.243411188699942, diff to last: 0"
[1] "Newton iter: 3, lambda:0.243411188703546, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.243411188699942"
[1] "Starting iterative with newton 0.243411188699942"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.097954046006363, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.0987394625538875, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0987395130169535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0987395130169537, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0987395130169535"
[1] "Starting iterative with newton 0.0987395130169535"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0903836936477964, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0910210062705519, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0910210379440532, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0910210379440533, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0910210379440532"
[1] "Starting iterative with newton 0.0910210379440532"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0899681292775341, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0905979973032031, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0905980281630811, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905980281630812, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0905980281630811"
[1] "Starting iterative with newton 0.0905980281630811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0899453139351043, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0905747752305505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0905748060463284, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0905748060463285, diff to last: 0"
[1] "Final threshold is: 0.00286911160029109"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.319161701126288"
[1] "Newton iter: 1, lambda:0.383506975480271, diff to last: 0.064"
[1] "Newton iter: 2, lambda:0.384433206927779, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.384433396505418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384433396505426, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.384433396505418"
[1] "Starting iterative with newton 0.384433396505418"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.158676532790364, diff to last: 0.159"
[1] "Newton iter: 2, lambda:0.162102008389112, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.162103600761661, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162103600762005, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.162103600761661"
[1] "Starting iterative with newton 0.162103600761661"
[1] "Starting newton at: 0.152505531594302"
[1] "Newton iter: 1, lambda:0.142768963302558, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.142780918054117, diff to last: 0"
[1] "Newton iter: 3, lambda:0.142780918072143, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.142780918054117"
[1] "Starting iterative with newton 0.142780918054117"
[1] "Starting newton at: 0.171482098133085"
[1] "Newton iter: 1, lambda:0.140966074115888, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.141082666797005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.141082668500226, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.141082668500226"
[1] "Starting iterative with newton 0.141082668500226"
[1] "Starting newton at: 0.173180347686975"
[1] "Newton iter: 1, lambda:0.140801939522799, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.140933114518421, diff to last: 0"
[1] "Newton iter: 3, lambda:0.140933116673064, diff to last: 0"
[1] "Final threshold is: 0.00446429698699141"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.359743079938703"
[1] "Newton iter: 1, lambda:0.480618174618977, diff to last: 0.121"
[1] "Newton iter: 2, lambda:0.484890462015928, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.484895666976443, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48489566698416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.484895666976443"
[1] "Starting iterative with newton 0.484895666976443"
[1] "Starting newton at: 0.276853248758174"
[1] "Newton iter: 1, lambda:0.226873239391304, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.227315775672271, diff to last: 0"
[1] "Newton iter: 3, lambda:0.227315810500938, diff to last: 0"
[1] "Newton iter: 4, lambda:0.227315810500938, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.227315810500938"
[1] "Starting iterative with newton 0.227315810500938"
[1] "Starting newton at: 0.26702300200521"
[1] "Newton iter: 1, lambda:0.197355983939175, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.198160730944938, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.198160838776903, diff to last: 0"
[1] "Newton iter: 4, lambda:0.198160838776905, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.198160838776903"
[1] "Starting iterative with newton 0.198160838776903"
[1] "Starting newton at: 0.274293474368775"
[1] "Newton iter: 1, lambda:0.193682684975573, diff to last: 0.081"
[1] "Newton iter: 2, lambda:0.194750975381932, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194751163904918, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194751163904924, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.194751163904918"
[1] "Starting iterative with newton 0.194751163904918"
[1] "Starting newton at: 0.27770314924076"
[1] "Newton iter: 1, lambda:0.193177703033095, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.194350878530874, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194351105678009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194351105678018, diff to last: 0"
[1] "Final threshold is: 0.00615640304595254"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.38909120120684"
[1] "Starting iterative with newton 3.38909120120684"
[1] "Starting newton at: 0.512397294010641"
[1] "Newton iter: 1, lambda:0.546358845514078, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.546727225929829, diff to last: 0"
[1] "Newton iter: 3, lambda:0.546727268849321, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546727268849321, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.546727268849321"
[1] "Starting iterative with newton 0.546727268849321"
[1] "Starting newton at: 0.222353667406966"
[1] "Newton iter: 1, lambda:0.27893867525609, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.27961144188277, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.279611536527838, diff to last: 0"
[1] "Newton iter: 4, lambda:0.27961153652784, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.279611536527838"
[1] "Starting iterative with newton 0.279611536527838"
[1] "Starting newton at: 0.207205027527905"
[1] "Newton iter: 1, lambda:0.245745808415123, diff to last: 0.039"
[1] "Newton iter: 2, lambda:0.246039186678591, diff to last: 0"
[1] "Newton iter: 3, lambda:0.246039203632787, diff to last: 0"
[1] "Newton iter: 4, lambda:0.246039203632787, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.246039203632787"
[1] "Starting iterative with newton 0.246039203632787"
[1] "Starting newton at: 0.223671283328294"
[1] "Newton iter: 1, lambda:0.241546942915172, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.241609468071585, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241609468835579, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.241609468071585"
[1] "Starting iterative with newton 0.241609468071585"
[1] "Starting newton at: 0.228101018889496"
[1] "Newton iter: 1, lambda:0.240988908440689, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.241021363794471, diff to last: 0"
[1] "Newton iter: 3, lambda:0.241021364000105, diff to last: 0"
[1] "Final threshold is: 0.00763476314182764"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.80106731766738"
[1] "Starting iterative with newton 1.80106731766738"
[1] "Starting newton at: 0.674637548213839"
[1] "Newton iter: 1, lambda:0.631667128158842, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.63239219289903, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.632392402383226, diff to last: 0"
[1] "Newton iter: 4, lambda:0.632392402383244, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.632392402383244"
[1] "Starting iterative with newton 0.632392402383244"
[1] "Starting newton at: 0.358612740911815"
[1] "Newton iter: 1, lambda:0.453615568754138, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.456650744758305, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.45665379461458, diff to last: 0"
[1] "Newton iter: 4, lambda:0.456653794617658, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.45665379461458"
[1] "Starting iterative with newton 0.45665379461458"
[1] "Starting newton at: 0.352484200445219"
[1] "Newton iter: 1, lambda:0.422219143859414, diff to last: 0.07"
[1] "Newton iter: 2, lambda:0.423790714601209, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.42379150434391, diff to last: 0"
[1] "Newton iter: 4, lambda:0.42379150434411, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.42379150434391"
[1] "Starting iterative with newton 0.42379150434391"
[1] "Starting newton at: 0.362815242894929"
[1] "Newton iter: 1, lambda:0.416453024514422, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.417374266387208, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.41737453591186, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417374535911883, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.41737453591186"
[1] "Starting iterative with newton 0.41737453591186"
[1] "Starting newton at: 0.367423313851774"
[1] "Newton iter: 1, lambda:0.415376594792957, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.416111317618248, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.416111488820639, diff to last: 0"
[1] "Newton iter: 4, lambda:0.416111488820648, diff to last: 0"
[1] "Final threshold is: 0.0131810417455273"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58273964803157"
[1] "Starting iterative with newton 1.58273964803157"
[1] "Starting newton at: 0.690639604958016"
[1] "Newton iter: 1, lambda:0.687354793078076, diff to last: 0.003"
[1] "Newton iter: 2, lambda:0.687359642931545, diff to last: 0"
[1] "Newton iter: 3, lambda:0.68735964294213, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.68735964294213"
[1] "Starting iterative with newton 0.68735964294213"
[1] "Starting newton at: 0.413841713083558"
[1] "Newton iter: 1, lambda:0.511780809268935, diff to last: 0.098"
[1] "Newton iter: 2, lambda:0.515524531347017, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.515529904987194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.515529904998256, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.515529904987194"
[1] "Starting iterative with newton 0.515529904987194"
[1] "Starting newton at: 0.426970242080249"
[1] "Newton iter: 1, lambda:0.476981494197863, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.477910355168461, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.477910672772625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.477910672772663, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.477910672772625"
[1] "Starting iterative with newton 0.477910672772625"
[1] "Starting newton at: 0.421499264608377"
[1] "Newton iter: 1, lambda:0.468639465623231, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.469456552614518, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.469456796118827, diff to last: 0"
[1] "Newton iter: 4, lambda:0.469456796118849, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.469456796118849"
[1] "Starting iterative with newton 0.469456796118849"
[1] "Starting newton at: 0.425891465075476"
[1] "Newton iter: 1, lambda:0.466928341250432, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.467545606822425, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.467545745494157, diff to last: 0"
[1] "Newton iter: 4, lambda:0.467545745494164, diff to last: 0"
[1] "Final threshold is: 0.0148103096282414"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.38245646957164"
[1] "Starting iterative with newton 1.38245646957164"
[1] "Starting newton at: 0.603145698244603"
[1] "Newton iter: 1, lambda:0.723121974760662, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.730426945431205, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.730453050089785, diff to last: 0"
[1] "Newton iter: 4, lambda:0.730453050422237, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.730453050089785"
[1] "Starting iterative with newton 0.730453050089785"
[1] "Starting newton at: 0.619581925278744"
[1] "Newton iter: 1, lambda:0.589013031651186, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.589414084436147, diff to last: 0"
[1] "Newton iter: 3, lambda:0.589414154080257, diff to last: 0"
[1] "Newton iter: 4, lambda:0.589414154080259, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.589414154080257"
[1] "Starting iterative with newton 0.589414154080257"
[1] "Starting newton at: 0.623684876159387"
[1] "Newton iter: 1, lambda:0.552830213371522, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.554898016405659, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.554899813003263, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554899813004619, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.554899813003263"
[1] "Starting iterative with newton 0.554899813003263"
[1] "Starting newton at: 0.615158347341279"
[1] "Newton iter: 1, lambda:0.54415933033959, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.546220292411655, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.546222063277969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.546222063279275, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.546222063279275"
[1] "Starting iterative with newton 0.546222063279275"
[1] "Starting newton at: 0.614637093066847"
[1] "Newton iter: 1, lambda:0.541864039713494, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.544024132970163, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.544026074482547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.544026074484114, diff to last: 0"
[1] "Final threshold is: 0.0172329546072704"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.938540617075224"
[1] "Starting iterative with newton 0.938540617075224"
[1] "Starting newton at: 1.01814040992461"
[1] "Newton iter: 1, lambda:0.918020849574316, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.924580280489808, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.924610136197062, diff to last: 0"
[1] "Newton iter: 4, lambda:0.924610136813588, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.924610136197062"
[1] "Starting iterative with newton 0.924610136197062"
[1] "Starting newton at: 1.01479582433784"
[1] "Newton iter: 1, lambda:0.912683948079141, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.919476198471263, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.919508094927341, diff to last: 0"
[1] "Newton iter: 4, lambda:0.919508095628414, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.919508094927341"
[1] "Starting iterative with newton 0.919508094927341"
[1] "Starting newton at: 1.01786603751697"
[1] "Newton iter: 1, lambda:0.910062054415847, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.917597520725183, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.917636739348554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.917636740407003, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.917636739348554"
[1] "Starting iterative with newton 0.917636739348554"
[1] "Starting newton at: 1.01797320012298"
[1] "Newton iter: 1, lambda:0.909253093071945, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.916909514939383, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.916949984545418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916949985671902, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.916949985671902"
[1] "Starting iterative with newton 0.916949985671902"
[1] "Starting newton at: 1.01806357725366"
[1] "Newton iter: 1, lambda:0.908947732749502, diff to last: 0.109"
[1] "Newton iter: 2, lambda:0.916656885709173, diff to last: 0.008"
[1] "Newton iter: 3, lambda:0.916697908083194, diff to last: 0"
[1] "Newton iter: 4, lambda:0.916697909240447, diff to last: 0"
[1] "Final threshold is: 0.0290379711552358"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.887537208118031"
[1] "Starting iterative with newton 0.887537208118031"
[1] "Starting newton at: 0.988080787378223"
[1] "Newton iter: 1, lambda:0.933821413933703, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.935813122571946, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.935815889176378, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93581588918171, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.935815889176378"
[1] "Starting iterative with newton 0.935815889176378"
[1] "Starting newton at: 0.987593837099133"
[1] "Newton iter: 1, lambda:0.952672009390685, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.953515749621799, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.953516251836757, diff to last: 0"
[1] "Newton iter: 4, lambda:0.953516251836935, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.953516251836757"
[1] "Starting iterative with newton 0.953516251836757"
[1] "Starting newton at: 0.996013788449153"
[1] "Newton iter: 1, lambda:0.959012477829623, diff to last: 0.037"
[1] "Newton iter: 2, lambda:0.959962520475335, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.959963160018463, diff to last: 0"
[1] "Newton iter: 4, lambda:0.959963160018753, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.959963160018753"
[1] "Starting iterative with newton 0.959963160018753"
[1] "Starting newton at: 0.996949517496569"
[1] "Newton iter: 1, lambda:0.961427472589085, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.962305133691933, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.962305680335299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.962305680335511, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.962305680335511"
[1] "Starting iterative with newton 0.962305680335511"
[1] "Starting newton at: 0.996800327599864"
[1] "Newton iter: 1, lambda:0.962328132207733, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.963155630953729, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.963156117160805, diff to last: 0"
[1] "Newton iter: 4, lambda:0.963156117160972, diff to last: 0"
[1] "Final threshold is: 0.0305096141991619"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.842797967731923"
[1] "Starting iterative with newton 0.842797967731923"
[1] "Starting newton at: 0.960089830809338"
[1] "Newton iter: 1, lambda:0.973628539105142, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.973766041151519, diff to last: 0"
[1] "Newton iter: 3, lambda:0.973766055235123, diff to last: 0"
[1] "Newton iter: 4, lambda:0.973766055235123, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.973766055235123"
[1] "Starting iterative with newton 0.973766055235123"
[1] "Starting newton at: 0.965297269971175"
[1] "Newton iter: 1, lambda:1.02467584772518, diff to last: 0.059"
[1] "Newton iter: 2, lambda:1.02748890887316, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.027495036248, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02749503627702, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.02749503627702"
[1] "Starting iterative with newton 1.02749503627702"
[1] "Starting newton at: 0.959584148810265"
[1] "Newton iter: 1, lambda:1.04349527453825, diff to last: 0.084"
[1] "Newton iter: 2, lambda:1.04926891765853, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.04929515802411, diff to last: 0"
[1] "Newton iter: 4, lambda:1.04929515856429, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.04929515802411"
[1] "Starting iterative with newton 1.04929515802411"
[1] "Starting newton at: 0.958046880696386"
[1] "Newton iter: 1, lambda:1.05091403892999, diff to last: 0.093"
[1] "Newton iter: 2, lambda:1.0580603865571, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.05810085860366, diff to last: 0"
[1] "Newton iter: 4, lambda:1.05810085989626, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.05810085860366"
[1] "Starting iterative with newton 1.05810085860366"
[1] "Starting newton at: 0.960349801018437"
[1] "Newton iter: 1, lambda:1.05427585928164, diff to last: 0.094"
[1] "Newton iter: 2, lambda:1.06160857729042, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.06165129381191, diff to last: 0"
[1] "Newton iter: 4, lambda:1.06165129525525, diff to last: 0"
[1] "Final threshold is: 0.0336296170590948"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.01451186452382"
[1] "Newton iter: 1, lambda:1.14086792377268, diff to last: 0.126"
[1] "Newton iter: 2, lambda:1.15712689504783, diff to last: 0.016"
[1] "Newton iter: 3, lambda:1.15738115301794, diff to last: 0"
[1] "Newton iter: 4, lambda:1.15738121453267, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15738121453267, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.15738121453267"
[1] "Starting iterative with newton 1.15738121453267"
[1] "Starting newton at: 1.32269855742003"
[1] "Newton iter: 1, lambda:1.43795903546078, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.45460924558102, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.45493255053886, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45493267065492, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45493267065494, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45493267065494"
[1] "Starting iterative with newton 1.45493267065494"
[1] "Starting newton at: 1.82198924812512"
[1] "Newton iter: 1, lambda:1.58980677888116, diff to last: 0.232"
[1] "Newton iter: 2, lambda:1.64088432547516, diff to last: 0.051"
[1] "Newton iter: 3, lambda:1.64439921954368, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.64441509648011, diff to last: 0"
[1] "Newton iter: 5, lambda:1.64441509680285, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.64441509648011"
[1] "Starting iterative with newton 1.64441509648011"
[1] "Starting newton at: 1.77340350469953"
[1] "Newton iter: 1, lambda:1.76851840446809, diff to last: 0.005"
[1] "Newton iter: 2, lambda:1.76855087407531, diff to last: 0"
[1] "Newton iter: 3, lambda:1.76855087551814, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.76855087407531"
[1] "Starting iterative with newton 1.76855087407531"
[1] "Starting newton at: 1.73720746286196"
[1] "Newton iter: 1, lambda:1.83583287616365, diff to last: 0.099"
[1] "Newton iter: 2, lambda:1.85125156606076, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.85159755531296, diff to last: 0"
[1] "Newton iter: 4, lambda:1.85159772635809, diff to last: 0"
[1] "Newton iter: 5, lambda:1.85159772635813, diff to last: 0"
[1] "Final threshold is: 0.0586525188146629"
threshold is:
[{'ad': 5.126935314497228e-05, 'da': 0.00047273720412921, 'dd': 0.0013647314925792498}, {'ad': 0.0016821276708968358, 'da': 0.0028691116002910943, 'dd': 0.004464296986991411}, {'ad': 0.006156403045952538, 'da': 0.00763476314182764, 'dd': 0.01318104174552729}, {'ad': 0.01481030962824137, 'da': 0.01723295460727044, 'dd': 0.029037971155235792}, {'ad': 0.03050961419916187, 'da': 0.033629617059094834, 'dd': 0.05865251881466288}]
Number of points in noise estimation: 128
Estimated noise: 0.031676707083684655
0.031676707083684655
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.9954734388526"
[1] "Starting iterative with newton 41.9954734388526"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 30.0713597510271"
[1] "Starting iterative with newton 30.0713597510271"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 26.9657493700229"
[1] "Starting iterative with newton 26.9657493700229"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.3725236593439"
[1] "Starting iterative with newton 15.3725236593439"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.3154215304571"
[1] "Starting iterative with newton 12.3154215304571"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.969261263354"
[1] "Starting iterative with newton 5.969261263354"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.23525946568968"
[1] "Starting iterative with newton 4.23525946568968"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.38909120120684"
[1] "Starting iterative with newton 3.38909120120684"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.80106731766738"
[1] "Starting iterative with newton 1.80106731766738"
[1] "Starting newton at: 2.1170110767594"
[1] "Newton iter: 1, lambda:1.69392486477963, diff to last: 0.423"
[1] "Newton iter: 2, lambda:1.66606892665818, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.66564279589148, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66564269168506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.66564269168506, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.66564269168506"
[1] "Starting iterative with newton 1.66564269168506"
[1] "Starting newton at: 2.00353883857435"
[1] "Newton iter: 1, lambda:1.62797809814599, diff to last: 0.376"
[1] "Newton iter: 2, lambda:1.59268416156126, diff to last: 0.035"
[1] "Newton iter: 3, lambda:1.59189750751427, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.59189709711, diff to last: 0"
[1] "Newton iter: 5, lambda:1.59189709710989, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.59189709710989"
[1] "Starting iterative with newton 1.59189709710989"
[1] "Starting newton at: 1.97579037265124"
[1] "Newton iter: 1, lambda:1.59762728403119, diff to last: 0.378"
[1] "Newton iter: 2, lambda:1.55799463740211, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.55693637267733, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.5569355782293, diff to last: 0"
[1] "Newton iter: 5, lambda:1.55693557822885, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.55693557822885"
[1] "Starting iterative with newton 1.55693557822885"
[1] "Starting newton at: 1.9468499588148"
[1] "Newton iter: 1, lambda:1.57704533672654, diff to last: 0.37"
[1] "Newton iter: 2, lambda:1.53509432649109, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.53385574829821, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.53385461087421, diff to last: 0"
[1] "Newton iter: 5, lambda:1.53385461087325, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.53385461087325"
[1] "Starting iterative with newton 1.53385461087325"
[1] "Starting newton at: 1.91837395397753"
[1] "Newton iter: 1, lambda:1.55602762491357, diff to last: 0.362"
[1] "Newton iter: 2, lambda:1.51174310769841, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.51030055386784, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.51029894070459, diff to last: 0"
[1] "Newton iter: 5, lambda:1.51029894070257, diff to last: 0"
[1] "Final threshold is: 0.0478412971534345"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58273964803157"
[1] "Starting iterative with newton 1.58273964803157"
[1] "Starting newton at: 1.88269326186954"
[1] "Newton iter: 1, lambda:1.53919765299719, diff to last: 0.343"
[1] "Newton iter: 2, lambda:1.49841938882708, diff to last: 0.041"
[1] "Newton iter: 3, lambda:1.49717635868935, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.49717514507833, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49717514507717, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49717514507833"
[1] "Starting iterative with newton 1.49717514507833"
[1] "Starting newton at: 1.80544445101976"
[1] "Newton iter: 1, lambda:1.48092334395586, diff to last: 0.325"
[1] "Newton iter: 2, lambda:1.43426558383277, diff to last: 0.047"
[1] "Newton iter: 3, lambda:1.43242606065277, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.43242305803855, diff to last: 0"
[1] "Newton iter: 5, lambda:1.43242305803054, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.43242305803054"
[1] "Starting iterative with newton 1.43242305803054"
[1] "Starting newton at: 1.7505386309114"
[1] "Newton iter: 1, lambda:1.43997975665711, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.38986436177309, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.38755516832676, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.3875500296481, diff to last: 0"
[1] "Newton iter: 5, lambda:1.38755002962261, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.38755002962261"
[1] "Starting iterative with newton 1.38755002962261"
[1] "Starting newton at: 1.70789994157345"
[1] "Newton iter: 1, lambda:1.40292206470802, diff to last: 0.305"
[1] "Newton iter: 2, lambda:1.34851290605072, diff to last: 0.054"
[1] "Newton iter: 3, lambda:1.34557376443516, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34556478446239, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34556478437841, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.34556478437841"
[1] "Starting iterative with newton 1.34556478437841"
[1] "Starting newton at: 1.66599858522595"
[1] "Newton iter: 1, lambda:1.37160989403893, diff to last: 0.294"
[1] "Newton iter: 2, lambda:1.31512851740601, diff to last: 0.056"
[1] "Newton iter: 3, lambda:1.31175591881375, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.31174336074929, diff to last: 0"
[1] "Newton iter: 5, lambda:1.31174336057485, diff to last: 0"
[1] "Final threshold is: 0.0415517102018977"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.38245646957164"
[1] "Starting iterative with newton 1.38245646957164"
[1] "Starting newton at: 1.60255945239987"
[1] "Newton iter: 1, lambda:1.43105270381469, diff to last: 0.172"
[1] "Newton iter: 2, lambda:1.41083387435881, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.41047072252316, diff to last: 0"
[1] "Newton iter: 4, lambda:1.41047060308787, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41047060308786, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.41047060308786"
[1] "Starting iterative with newton 1.41047060308786"
[1] "Starting newton at: 1.64677119981302"
[1] "Newton iter: 1, lambda:1.47057306798967, diff to last: 0.176"
[1] "Newton iter: 2, lambda:1.45143502373835, diff to last: 0.019"
[1] "Newton iter: 3, lambda:1.45113458637981, diff to last: 0"
[1] "Newton iter: 4, lambda:1.45113451079949, diff to last: 0"
[1] "Newton iter: 5, lambda:1.45113451079948, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.45113451079949"
[1] "Starting iterative with newton 1.45113451079949"
[1] "Starting newton at: 1.67436454332596"
[1] "Newton iter: 1, lambda:1.4958024403617, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.47749440335657, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.4772333855397, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47723333134958, diff to last: 0"
[1] "Newton iter: 5, lambda:1.47723333134958, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.47723333134958"
[1] "Starting iterative with newton 1.47723333134958"
[1] "Starting newton at: 1.70465296924243"
[1] "Newton iter: 1, lambda:1.52181404604525, diff to last: 0.183"
[1] "Newton iter: 2, lambda:1.50408496266098, diff to last: 0.018"
[1] "Newton iter: 3, lambda:1.50385308704759, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50385304650137, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50385304650137, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.50385304650137"
[1] "Starting iterative with newton 1.50385304650137"
[1] "Starting newton at: 1.72327757880249"
[1] "Newton iter: 1, lambda:1.53951019171712, diff to last: 0.184"
[1] "Newton iter: 2, lambda:1.52249319272598, diff to last: 0.017"
[1] "Newton iter: 3, lambda:1.52228743961591, diff to last: 0"
[1] "Newton iter: 4, lambda:1.52228740886304, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52228740886304, diff to last: 0"
[1] "Final threshold is: 0.0482210523477357"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.938540617075224"
[1] "Starting iterative with newton 0.938540617075224"
[1] "Starting newton at: 1.26828163533971"
[1] "Newton iter: 1, lambda:1.22166892594566, diff to last: 0.047"
[1] "Newton iter: 2, lambda:1.21904203781438, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.21903343977878, diff to last: 0"
[1] "Newton iter: 4, lambda:1.21903343968656, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.21903343968656"
[1] "Starting iterative with newton 1.21903343968656"
[1] "Starting newton at: 1.57781384358697"
[1] "Newton iter: 1, lambda:1.5367305594794, diff to last: 0.041"
[1] "Newton iter: 2, lambda:1.53574654815951, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.53574593889382, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53574593889358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.53574593889382"
[1] "Starting iterative with newton 1.53574593889382"
[1] "Starting newton at: 1.70014518999432"
[1] "Newton iter: 1, lambda:1.75223740590775, diff to last: 0.052"
[1] "Newton iter: 2, lambda:1.75119450420543, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.75119414717301, diff to last: 0"
[1] "Newton iter: 4, lambda:1.75119414717297, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.75119414717297"
[1] "Starting iterative with newton 1.75119414717297"
[1] "Starting newton at: 1.91423662261103"
[1] "Newton iter: 1, lambda:1.88057485396524, diff to last: 0.034"
[1] "Newton iter: 2, lambda:1.88039933760788, diff to last: 0"
[1] "Newton iter: 3, lambda:1.88039933176784, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.88039933176784"
[1] "Starting iterative with newton 1.88039933176784"
[1] "Starting newton at: 2.02172694792565"
[1] "Newton iter: 1, lambda:1.94897544746178, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.9486789272772, diff to last: 0"
[1] "Newton iter: 3, lambda:1.94867891616022, diff to last: 0"
[1] "Newton iter: 4, lambda:1.94867891616022, diff to last: 0"
[1] "Final threshold is: 0.0617277315795088"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.887537208118031"
[1] "Starting iterative with newton 0.887537208118031"
[1] "Starting newton at: 1.20249558423064"
[1] "Newton iter: 1, lambda:1.27357698523695, diff to last: 0.071"
[1] "Newton iter: 2, lambda:1.26773064688788, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.2676919222653, diff to last: 0"
[1] "Newton iter: 4, lambda:1.26769192056022, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.2676919222653"
[1] "Starting iterative with newton 1.2676919222653"
[1] "Starting newton at: 1.59432651730685"
[1] "Newton iter: 1, lambda:1.64020149448071, diff to last: 0.046"
[1] "Newton iter: 2, lambda:1.63913232630692, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.63913180298851, diff to last: 0"
[1] "Newton iter: 4, lambda:1.63913180298838, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.63913180298838"
[1] "Starting iterative with newton 1.63913180298838"
[1] "Starting newton at: 1.81274679704019"
[1] "Newton iter: 1, lambda:1.88012682763496, diff to last: 0.067"
[1] "Newton iter: 2, lambda:1.87906519798778, diff to last: 0.001"
[1] "Newton iter: 3, lambda:1.87906501506627, diff to last: 0"
[1] "Newton iter: 4, lambda:1.87906501506626, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87906501506626"
[1] "Starting iterative with newton 1.87906501506626"
[1] "Starting newton at: 2.04003294853205"
[1] "Newton iter: 1, lambda:2.0033529381266, diff to last: 0.037"
[1] "Newton iter: 2, lambda:2.00333325925188, diff to last: 0"
[1] "Newton iter: 3, lambda:2.00333325923268, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.00333325923268"
[1] "Starting iterative with newton 2.00333325923268"
[1] "Starting newton at: 2.16970633718402"
[1] "Newton iter: 1, lambda:2.06660255603082, diff to last: 0.103"
[1] "Newton iter: 2, lambda:2.06754139024757, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.0675413898399, diff to last: 0"
[1] "Final threshold is: 0.0654929030022663"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.842797967731923"
[1] "Starting iterative with newton 0.842797967731923"
[1] "Starting newton at: 1.33844949731573"
[1] "Newton iter: 1, lambda:1.26892839727167, diff to last: 0.07"
[1] "Newton iter: 2, lambda:1.2637669235376, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.26373663037589, diff to last: 0"
[1] "Newton iter: 4, lambda:1.2637366293291, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.26373663037589"
[1] "Starting iterative with newton 1.26373663037589"
[1] "Starting newton at: 1.59484299119214"
[1] "Newton iter: 1, lambda:1.67254989015299, diff to last: 0.078"
[1] "Newton iter: 2, lambda:1.66963169497232, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.66962831075645, diff to last: 0"
[1] "Newton iter: 4, lambda:1.66962831075186, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.66962831075186"
[1] "Starting iterative with newton 1.66962831075186"
[1] "Starting newton at: 1.97460446769222"
[1] "Newton iter: 1, lambda:1.91217976641659, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.91200065217384, diff to last: 0"
[1] "Newton iter: 3, lambda:1.91200064861725, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.91200065217384"
[1] "Starting iterative with newton 1.91200065217384"
[1] "Starting newton at: 2.04897296686272"
[1] "Newton iter: 1, lambda:2.04519020224137, diff to last: 0.004"
[1] "Newton iter: 2, lambda:2.04519034390635, diff to last: 0"
[1] "Newton iter: 3, lambda:2.04519034390635, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.04519034390635"
[1] "Starting iterative with newton 2.04519034390635"
[1] "Starting newton at: 2.17469848892399"
[1] "Newton iter: 1, lambda:2.1184891325898, diff to last: 0.056"
[1] "Newton iter: 2, lambda:2.11883122233946, diff to last: 0"
[1] "Newton iter: 3, lambda:2.11883122943174, diff to last: 0"
[1] "Final threshold is: 0.0671175962144727"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0316767070836847"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.43480560752975"
[1] "Newton iter: 1, lambda:1.54827021973193, diff to last: 0.113"
[1] "Newton iter: 2, lambda:1.53936303028207, diff to last: 0.009"
[1] "Newton iter: 3, lambda:1.53931697129964, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53931697004625, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53931697004625"
[1] "Starting iterative with newton 1.53931697004625"
[1] "Starting newton at: 2.06922644307229"
[1] "Newton iter: 1, lambda:2.10489177963395, diff to last: 0.036"
[1] "Newton iter: 2, lambda:2.10514138138844, diff to last: 0"
[1] "Newton iter: 3, lambda:2.10514139580652, diff to last: 0"
[1] "Newton iter: 4, lambda:2.10514139580652, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.10514139580652"
[1] "Starting iterative with newton 2.10514139580652"
[1] "Starting newton at: 2.43332566719284"
[1] "Newton iter: 1, lambda:2.37911212279409, diff to last: 0.054"
[1] "Newton iter: 2, lambda:2.38046291969539, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.38046370188293, diff to last: 0"
[1] "Newton iter: 4, lambda:2.38046370188319, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.38046370188319"
[1] "Starting iterative with newton 2.38046370188319"
[1] "Starting newton at: 2.47628041418218"
[1] "Newton iter: 1, lambda:2.52164527064203, diff to last: 0.045"
[1] "Newton iter: 2, lambda:2.5226346588138, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.52263515125787, diff to last: 0"
[1] "Newton iter: 4, lambda:2.52263515125799, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.52263515125799"
[1] "Starting iterative with newton 2.52263515125799"
[1] "Starting newton at: 2.60962160368697"
[1] "Newton iter: 1, lambda:2.59622307081993, diff to last: 0.013"
[1] "Newton iter: 2, lambda:2.59632028077302, diff to last: 0"
[1] "Newton iter: 3, lambda:2.59632028584836, diff to last: 0"
[1] "Final threshold is: 0.0822428771902468"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.04784129715343447}, {'ad': 0.04155171020189771, 'da': 0.04822105234773573, 'dd': 0.06172773157950878}, {'ad': 0.06549290300226633, 'da': 0.06711759621447275, 'dd': 0.08224287719024682}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466253671224729. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011971955349953446
0.011971955349953446
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 111.116210516803"
[1] "Starting iterative with newton 111.116210516803"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 79.56608812821"
[1] "Starting iterative with newton 79.56608812821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 71.3489249765362"
[1] "Starting iterative with newton 71.3489249765362"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 40.6743021386178"
[1] "Starting iterative with newton 40.6743021386178"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 32.5854874186372"
[1] "Starting iterative with newton 32.5854874186372"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.7941234341461"
[1] "Starting iterative with newton 15.7941234341461"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.2061120841531"
[1] "Starting iterative with newton 11.2061120841531"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.96722766853114"
[1] "Starting iterative with newton 8.96722766853114"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.7654606279474"
[1] "Starting iterative with newton 4.7654606279474"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.18778543311434"
[1] "Starting iterative with newton 4.18778543311434"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.65785432391676"
[1] "Starting iterative with newton 3.65785432391676"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.48329327534187"
[1] "Starting iterative with newton 2.48329327534187"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.34834288515246"
[1] "Starting iterative with newton 2.34834288515246"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.2299669163628"
[1] "Starting iterative with newton 2.2299669163628"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.7846386511951"
[1] "Starting iterative with newton 1.7846386511951"
[1] "Starting newton at: 2.06679885534418"
[1] "Newton iter: 1, lambda:1.56492815885889, diff to last: 0.502"
[1] "Newton iter: 2, lambda:1.50051384276506, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.49723184880498, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49722274489049, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49722274482024, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49722274482024"
[1] "Starting iterative with newton 1.49722274482024"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.466253671224729. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011971955349953446
0.011971955349953446
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000209970341356218, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000209970384797561, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.000209970384797561"
[1] "Starting iterative with newton 0.000209970384797561"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.26317669354278e-10, diff to last: 0"
[1] "Newton iter: 2, lambda:8.26317669354278e-10, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:8.25320455799477e-10, diff to last: 0"
[1] "Newton iter: 2, lambda:8.25320455799476e-10, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0154153170355876, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0154181598354563, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0154181598355529, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0154181598355529"
[1] "Starting iterative with newton 0.0154181598355529"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0097517478613527, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00975243981550741, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0097524398155109, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00975243981550741"
[1] "Starting iterative with newton 0.00975243981550741"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00971293231722816, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00971361968875479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00971361968875823, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00971361968875479"
[1] "Starting iterative with newton 0.00971361968875479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00971266582140938, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00971335316144861, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00971335316145205, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00971335316145205"
[1] "Starting iterative with newton 0.00971335316145205"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00971266399170403, diff to last: 0.01"
[1] "Newton iter: 2, lambda:0.00971335133152708, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00971335133153052, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000116287808439494"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.046163280534203, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0462221610979358, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0462221611936624, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0462221610979358"
[1] "Starting iterative with newton 0.0462221610979358"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311832479013177, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0312040139007621, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031204013909967, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0312040139007621"
[1] "Starting iterative with newton 0.0312040139007621"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0309002201080211, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0309206901660501, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0309206901750294, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0309206901660501"
[1] "Starting iterative with newton 0.0309206901660501"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308948390145584, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.03091530342966, diff to last: 0"
[1] "Newton iter: 3, lambda:0.030915303438635, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.030915303438635"
[1] "Starting iterative with newton 0.030915303438635"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0308947366911072, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0309152009989007, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0309152010078756, diff to last: 0"
[1] "Final threshold is: 0.000370115405993676"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0725402635994772, diff to last: 0.073"
[1] "Newton iter: 2, lambda:0.0727829185824873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0727829212948457, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0727829212948457"
[1] "Starting iterative with newton 0.0727829212948457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0150018354699881, diff to last: 0.015"
[1] "Newton iter: 2, lambda:0.0150061734773947, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0150061734777575, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0150061734773947"
[1] "Starting iterative with newton 0.0150061734773947"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141134862837478, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141171821528381, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141171821530915, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0141171821528381"
[1] "Starting iterative with newton 0.0141171821528381"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0141000459032534, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141037325255674, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141037325258194, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0141037325255674"
[1] "Starting iterative with newton 0.0141037325255674"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0140998426163665, diff to last: 0.014"
[1] "Newton iter: 2, lambda:0.0141035290989287, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0141035290991807, diff to last: 0"
[1] "Final threshold is: 0.000168846820649143"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.140332193868631"
[1] "Newton iter: 1, lambda:0.107154276921052, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.107227094554996, diff to last: 0"
[1] "Newton iter: 3, lambda:0.107227094906191, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.107227094554996"
[1] "Starting iterative with newton 0.107227094554996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0446038150585461, diff to last: 0.045"
[1] "Newton iter: 2, lambda:0.0446841619363847, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0446841621969859, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0446841621969859"
[1] "Starting iterative with newton 0.0446841621969859"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0425354806500503, diff to last: 0.043"
[1] "Newton iter: 2, lambda:0.0426076472960208, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0426076475036791, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0426076472960208"
[1] "Starting iterative with newton 0.0426076472960208"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0424663882447691, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.042538289158608, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425382893646501, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.042538289158608"
[1] "Starting iterative with newton 0.042538289158608"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.042464080065381, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.0425359721103005, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0425359723162887, diff to last: 0"
[1] "Final threshold is: 0.000509238758871382"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.170915362896627, diff to last: 0.171"
[1] "Newton iter: 2, lambda:0.174194917200148, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.1741961150384, diff to last: 0"
[1] "Newton iter: 4, lambda:0.17419611503856, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.17419611503856"
[1] "Starting iterative with newton 0.17419611503856"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0677418547713712, diff to last: 0.068"
[1] "Newton iter: 2, lambda:0.067992708960768, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0679927123978106, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.067992708960768"
[1] "Starting iterative with newton 0.067992708960768"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633427301830691, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0635582898838021, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0635582923783822, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0635582898838021"
[1] "Starting iterative with newton 0.0635582898838021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0631543648516174, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0633684846744067, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0633684871339499, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0633684846744067"
[1] "Starting iterative with newton 0.0633684846744067"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0631462950063707, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0633603532672173, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0633603557252684, diff to last: 0"
[1] "Final threshold is: 0.000758547349700081"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.358923189136829"
[1] "Newton iter: 1, lambda:0.244891486449318, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.246775420510517, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.24677594312889, diff to last: 0"
[1] "Newton iter: 4, lambda:0.24677594312893, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.24677594312889"
[1] "Starting iterative with newton 0.24677594312889"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0865026105504701, diff to last: 0.087"
[1] "Newton iter: 2, lambda:0.0870726296802582, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0870726544147053, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0870726544147053, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0870726544147053"
[1] "Starting iterative with newton 0.0870726544147053"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0780435502780204, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0784841142912704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0784841283248782, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0784841283248782, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0784841283248782"
[1] "Starting iterative with newton 0.0784841283248782"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0775835540055009, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0780176814191428, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0780176950064864, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0780176950064864, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0780176950064864"
[1] "Starting iterative with newton 0.0780176950064864"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0775585568737398, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0779923362473055, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0779923498107453, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0779923498107453, diff to last: 0"
[1] "Final threshold is: 0.000933720929572193"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.184217968575868"
[1] "Newton iter: 1, lambda:0.294620002567916, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.296752561268484, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.296753345883612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.296753345883718, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.296753345883612"
[1] "Starting iterative with newton 0.296753345883612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.111731557852862, diff to last: 0.112"
[1] "Newton iter: 2, lambda:0.112930030352593, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.112930168031951, diff to last: 0"
[1] "Newton iter: 4, lambda:0.112930168031953, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.112930168031951"
[1] "Starting iterative with newton 0.112930168031951"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0995755068278607, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.100477837187365, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100477911212913, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100477911212913, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.100477911212913"
[1] "Starting iterative with newton 0.100477911212913"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0987384995883483, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.09962233806634, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0996224088203675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.099622408820368, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0996224088203675"
[1] "Starting iterative with newton 0.0996224088203675"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0986809453512353, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.0995635209389354, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0995635914724763, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0995635914724768, diff to last: 0"
[1] "Final threshold is: 0.00119197087158949"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.335923222297365"
[1] "Newton iter: 1, lambda:0.456132106423134, diff to last: 0.12"
[1] "Newton iter: 2, lambda:0.460181436136677, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.460185921817971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.460185921823471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.460185921817971"
[1] "Starting iterative with newton 0.460185921817971"
[1] "Starting newton at: 0.250711401933887"
[1] "Newton iter: 1, lambda:0.193911091436326, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.194423197470659, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.194423239231313, diff to last: 0"
[1] "Newton iter: 4, lambda:0.194423239231313, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.194423239231313"
[1] "Starting iterative with newton 0.194423239231313"
[1] "Starting newton at: 0.253855398359905"
[1] "Newton iter: 1, lambda:0.165693586599872, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.166831101215914, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.166831291250527, diff to last: 0"
[1] "Newton iter: 4, lambda:0.166831291250532, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.166831291250532"
[1] "Starting iterative with newton 0.166831291250532"
[1] "Starting newton at: 0.221902963240539"
[1] "Newton iter: 1, lambda:0.163393720768098, diff to last: 0.059"
[1] "Newton iter: 2, lambda:0.163891029093877, diff to last: 0"
[1] "Newton iter: 3, lambda:0.16389106509464, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163891065094641, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.16389106509464"
[1] "Starting iterative with newton 0.16389106509464"
[1] "Starting newton at: 0.224464951785895"
[1] "Newton iter: 1, lambda:0.163028959264388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.163576686214095, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.163576729843254, diff to last: 0"
[1] "Newton iter: 4, lambda:0.163576729843255, diff to last: 0"
[1] "Final threshold is: 0.00195833330597484"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.708888877864781"
[1] "Newton iter: 1, lambda:0.520805279416081, diff to last: 0.188"
[1] "Newton iter: 2, lambda:0.531305180712423, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.531340029527522, diff to last: 0"
[1] "Newton iter: 4, lambda:0.531340029910292, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.531340029527522"
[1] "Starting iterative with newton 0.531340029527522"
[1] "Starting newton at: 0.298811710386743"
[1] "Newton iter: 1, lambda:0.213704715648269, diff to last: 0.085"
[1] "Newton iter: 2, lambda:0.214946480089044, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.214946745949553, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214946745949566, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214946745949566"
[1] "Starting iterative with newton 0.214946745949566"
[1] "Starting newton at: 0.304202317034252"
[1] "Newton iter: 1, lambda:0.177421092731119, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.179930893285276, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.179931883024244, diff to last: 0"
[1] "Newton iter: 4, lambda:0.179931883024398, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.179931883024398"
[1] "Starting iterative with newton 0.179931883024398"
[1] "Starting newton at: 0.315265466537746"
[1] "Newton iter: 1, lambda:0.172818805101404, diff to last: 0.142"
[1] "Newton iter: 2, lambda:0.175950717660885, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.175952242136483, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175952242136844, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.175952242136483"
[1] "Starting iterative with newton 0.175952242136483"
[1] "Starting newton at: 0.317084295924301"
[1] "Newton iter: 1, lambda:0.172264191082002, diff to last: 0.145"
[1] "Newton iter: 2, lambda:0.175496947452313, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.17549856965369, diff to last: 0"
[1] "Newton iter: 4, lambda:0.175498569654098, diff to last: 0"
[1] "Final threshold is: 0.00210106103987956"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.65785432391676"
[1] "Starting iterative with newton 3.65785432391676"
[1] "Starting newton at: 0.572902006223362"
[1] "Newton iter: 1, lambda:0.565013677571481, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.565034664482597, diff to last: 0"
[1] "Newton iter: 3, lambda:0.565034664631506, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.565034664482597"
[1] "Starting iterative with newton 0.565034664482597"
[1] "Starting newton at: 0.341472486687088"
[1] "Newton iter: 1, lambda:0.235874048839848, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.238008810547113, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.238009690109477, diff to last: 0"
[1] "Newton iter: 4, lambda:0.238009690109626, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.238009690109477"
[1] "Starting iterative with newton 0.238009690109477"
[1] "Starting newton at: 0.3556852022854"
[1] "Newton iter: 1, lambda:0.19259427384541, diff to last: 0.163"
[1] "Newton iter: 2, lambda:0.197195362713875, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.197199058970911, diff to last: 0"
[1] "Newton iter: 4, lambda:0.197199058973296, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.197199058970911"
[1] "Starting iterative with newton 0.197199058970911"
[1] "Starting newton at: 0.34872078471343"
[1] "Newton iter: 1, lambda:0.187603687166297, diff to last: 0.161"
[1] "Newton iter: 2, lambda:0.192036849393914, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.192040234622209, diff to last: 0"
[1] "Newton iter: 4, lambda:0.192040234624183, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.192040234622209"
[1] "Starting iterative with newton 0.192040234622209"
[1] "Starting newton at: 0.352957064067036"
[1] "Newton iter: 1, lambda:0.186670597976067, diff to last: 0.166"
[1] "Newton iter: 2, lambda:0.1913832862206, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.19138710523768, diff to last: 0"
[1] "Newton iter: 4, lambda:0.191387105240188, diff to last: 0"
[1] "Final threshold is: 0.00229127787846235"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.48329327534187"
[1] "Starting iterative with newton 2.48329327534187"
[1] "Starting newton at: 0.553587737958587"
[1] "Newton iter: 1, lambda:0.62907691119409, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.631446372000632, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.631448658216289, diff to last: 0"
[1] "Newton iter: 4, lambda:0.631448658218416, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.631448658216289"
[1] "Starting iterative with newton 0.631448658216289"
[1] "Starting newton at: 0.28623066858703"
[1] "Newton iter: 1, lambda:0.343123074607719, diff to last: 0.057"
[1] "Newton iter: 2, lambda:0.344018258635943, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.344018479083777, diff to last: 0"
[1] "Newton iter: 4, lambda:0.34401847908379, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.34401847908379"
[1] "Starting iterative with newton 0.34401847908379"
[1] "Starting newton at: 0.316184613381971"
[1] "Newton iter: 1, lambda:0.293551585616251, diff to last: 0.023"
[1] "Newton iter: 2, lambda:0.293680588643641, diff to last: 0"
[1] "Newton iter: 3, lambda:0.293680592842347, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.293680592842347"
[1] "Starting iterative with newton 0.293680592842347"
[1] "Starting newton at: 0.312760279255458"
[1] "Newton iter: 1, lambda:0.284548502578243, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.284745637825831, diff to last: 0"
[1] "Newton iter: 3, lambda:0.284745647472453, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.284745637825831"
[1] "Starting iterative with newton 0.284745637825831"
[1] "Starting newton at: 0.3136677826706"
[1] "Newton iter: 1, lambda:0.282923034868977, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.283156432329873, diff to last: 0"
[1] "Newton iter: 3, lambda:0.283156445812294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.283156445812294, diff to last: 0"
[1] "Final threshold is: 0.00338993632631629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.34834288515246"
[1] "Starting iterative with newton 2.34834288515246"
[1] "Starting newton at: 0.580321119171983"
[1] "Newton iter: 1, lambda:0.637931512104503, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.639329405814668, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.639330215100601, diff to last: 0"
[1] "Newton iter: 4, lambda:0.639330215100872, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.639330215100601"
[1] "Starting iterative with newton 0.639330215100601"
[1] "Starting newton at: 0.296475880509104"
[1] "Newton iter: 1, lambda:0.365458622525504, diff to last: 0.069"
[1] "Newton iter: 2, lambda:0.366836765018194, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.366837311258354, diff to last: 0"
[1] "Newton iter: 4, lambda:0.36683731125844, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.366837311258354"
[1] "Starting iterative with newton 0.366837311258354"
[1] "Starting newton at: 0.27500460495606"
[1] "Newton iter: 1, lambda:0.318788813386602, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.319299196553471, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.319299265665429, diff to last: 0"
[1] "Newton iter: 4, lambda:0.31929926566543, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.319299265665429"
[1] "Starting iterative with newton 0.319299265665429"
[1] "Starting newton at: 0.276573244142405"
[1] "Newton iter: 1, lambda:0.310557168445787, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.310859848727014, diff to last: 0"
[1] "Newton iter: 3, lambda:0.310859872675535, diff to last: 0"
[1] "Newton iter: 4, lambda:0.310859872675535, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.310859872675535"
[1] "Starting iterative with newton 0.310859872675535"
[1] "Starting newton at: 0.275588604906329"
[1] "Newton iter: 1, lambda:0.309063558443558, diff to last: 0.033"
[1] "Newton iter: 2, lambda:0.309356441627976, diff to last: 0"
[1] "Newton iter: 3, lambda:0.309356463991719, diff to last: 0"
[1] "Newton iter: 4, lambda:0.309356463991719, diff to last: 0"
[1] "Final threshold is: 0.00370360177412834"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.2299669163628"
[1] "Starting iterative with newton 2.2299669163628"
[1] "Starting newton at: 0.580503402286145"
[1] "Newton iter: 1, lambda:0.646021846314502, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.647877081198011, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.647878541138567, diff to last: 0"
[1] "Newton iter: 4, lambda:0.647878541139471, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.647878541138567"
[1] "Starting iterative with newton 0.647878541138567"
[1] "Starting newton at: 0.287068261928978"
[1] "Newton iter: 1, lambda:0.381527130494101, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.384242248464426, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.384244470025342, diff to last: 0"
[1] "Newton iter: 4, lambda:0.384244470026829, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.384244470025342"
[1] "Starting iterative with newton 0.384244470025342"
[1] "Starting newton at: 0.278545763503863"
[1] "Newton iter: 1, lambda:0.334708518820105, diff to last: 0.056"
[1] "Newton iter: 2, lambda:0.335592862701964, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.335593080924884, diff to last: 0"
[1] "Newton iter: 4, lambda:0.335593080924897, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.335593080924884"
[1] "Starting iterative with newton 0.335593080924884"
[1] "Starting newton at: 0.273782053456567"
[1] "Newton iter: 1, lambda:0.32571496785857, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.326459391468876, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.326459543790525, diff to last: 0"
[1] "Newton iter: 4, lambda:0.326459543790531, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.326459543790531"
[1] "Starting iterative with newton 0.326459543790531"
[1] "Starting newton at: 0.27041167230865"
[1] "Newton iter: 1, lambda:0.323949759309809, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.324738702252045, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.32473887285027, diff to last: 0"
[1] "Newton iter: 4, lambda:0.324738872850278, diff to last: 0"
[1] "Final threshold is: 0.00388775928615764"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0119719553499534"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.7846386511951"
[1] "Starting iterative with newton 1.7846386511951"
[1] "Starting newton at: 0.825996692302563"
[1] "Newton iter: 1, lambda:0.702706431487957, diff to last: 0.123"
[1] "Newton iter: 2, lambda:0.709783819670624, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.709808339710789, diff to last: 0"
[1] "Newton iter: 4, lambda:0.709808340004399, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.709808340004399"
[1] "Starting iterative with newton 0.709808340004399"
[1] "Starting newton at: 0.534623544732638"
[1] "Newton iter: 1, lambda:0.480914749195404, diff to last: 0.054"
[1] "Newton iter: 2, lambda:0.481985446353965, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.481985876528971, diff to last: 0"
[1] "Newton iter: 4, lambda:0.48198587652904, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.481985876528971"
[1] "Starting iterative with newton 0.481985876528971"
[1] "Starting newton at: 0.534645703447599"
[1] "Newton iter: 1, lambda:0.427136950087024, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.431112045903083, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.431117588580554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.431117588591324, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.431117588591324"
[1] "Starting iterative with newton 0.431117588591324"
[1] "Starting newton at: 0.531243057837813"
[1] "Newton iter: 1, lambda:0.415046107986398, diff to last: 0.116"
[1] "Newton iter: 2, lambda:0.419612493859451, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.419619693086732, diff to last: 0"
[1] "Newton iter: 4, lambda:0.419619693104615, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.419619693104615"
[1] "Starting iterative with newton 0.419619693104615"
[1] "Starting newton at: 0.530158687215524"
[1] "Newton iter: 1, lambda:0.412327351958757, diff to last: 0.118"
[1] "Newton iter: 2, lambda:0.417005542899644, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.417013071624359, diff to last: 0"
[1] "Newton iter: 4, lambda:0.417013071643846, diff to last: 0"
[1] "Final threshold is: 0.00499246187406706"
threshold is:
[{'ad': 0.0, 'da': 0.00011628780843949424, 'dd': 0.0003701154059936758}, {'ad': 0.000168846820649143, 'da': 0.000509238758871382, 'dd': 0.0007585473497000806}, {'ad': 0.0009337209295721927, 'da': 0.0011919708715894923, 'dd': 0.00195833330597484}, {'ad': 0.0021010610398795593, 'da': 0.002291277878462348, 'dd': 0.0033899363263162913}, {'ad': 0.003703601774128343, 'da': 0.0038877592861576446, 'dd': 0.004992461874067057}]
Number of points in noise estimation: 128
Estimated noise: 0.031676707083684655
0.031676707083684655
threshold is:
[{'ad': 0.06883937821381547, 'da': 0.008576442040280047, 'dd': 0.008846202221468813}, {'ad': 0.0034344597715953995, 'da': 0.006078623348482706, 'dd': 0.007691690417037961}, {'ad': 0.0066678908729401465, 'da': 0.007513526946582069, 'dd': 0.009688804342567501}, {'ad': 0.014685052098568518, 'da': 0.01697487431965194, 'dd': 0.024891490680359188}, {'ad': 0.023636419759293037, 'da': 0.02491373504471853, 'dd': 0.0360069957459975}]
['peppers256', 0.075, 3, 0.001511922191231004, 0.0008343880822926477, 0.0008664913138096103, 0.00233031996431162, 0.0007359985768128253, 0.001155342007476096, 0.0013508139460678662, 0.0015119221912310052, 28.20470558562675, 30.786319076394154, 30.622357865374422, 26.32584444126492, 31.331230254490965, 29.372894357085887, 28.694044642721508, 28.204705585626748]
peppers256 0.075 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0.075, 4, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
Noise_method poisson
stjerten256 0 0
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 0, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 1
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 1, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 2
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 2, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 3
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 3, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
stjerten256 0 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['stjerten256', 0, 4, 0.13505949940799813, 0.13329126760636684, 0.13384409708439254, 0.1260631023149748, 0.1332486454957418, 0.13443202511838453, 0.13475917883354654, 0.13505949940799844, 8.694748643059519, 8.75198301858413, 8.734007777098153, 8.994120094292176, 8.753371969859298, 8.714972589949438, 8.704416440930101, 8.694748643059508]
baboon256 0 0
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 0, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 1
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 1, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 2
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 2, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 3
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 3, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
baboon256 0 4
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['baboon256', 0, 4, 0.07442324503784131, 0.07265375311648567, 0.07319311026950943, 0.06549573001321837, 0.07259001250857, 0.0737564582956886, 0.07412010668683879, 0.07442324503784138, 11.282913975864133, 11.387419461879952, 11.355297975311887, 11.837870128653998, 11.39123128759914, 11.321999457989003, 11.300639642388386, 11.282913975864128]
peppers256 0 0
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 0, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
peppers256 0 1
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782753, diff to last: 0.088"
[1] "Newton iter: 2, lambda:0.512660525707049, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.512663932212999, diff to last: 0"
[1] "Newton iter: 4, lambda:0.512663932217439, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.512663932212999"
[1] "Starting iterative with newton 0.512663932212999"
[1] "Starting newton at: 0.433376292694556"
[1] "Newton iter: 1, lambda:0.473480431483629, diff to last: 0.04"
[1] "Newton iter: 2, lambda:0.474075969926075, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.47407610030664, diff to last: 0"
[1] "Newton iter: 4, lambda:0.474076100306646, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.47407610030664"
[1] "Starting iterative with newton 0.47407610030664"
[1] "Starting newton at: 0.432693219824904"
[1] "Newton iter: 1, lambda:0.464896642519868, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.465276450938605, diff to last: 0"
[1] "Newton iter: 3, lambda:0.465276503469355, diff to last: 0"
[1] "Newton iter: 4, lambda:0.465276503469356, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.465276503469356"
[1] "Starting iterative with newton 0.465276503469356"
[1] "Starting newton at: 0.430489861106804"
[1] "Newton iter: 1, lambda:0.462875005600855, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.463258271444492, diff to last: 0"
[1] "Newton iter: 3, lambda:0.46325832481972, diff to last: 0"
[1] "Newton iter: 4, lambda:0.463258324819721, diff to last: 0"
[1] "Final threshold is: 0.0143311280331003"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 0.669540049823828"
[1] "Newton iter: 1, lambda:0.72180678894151, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.723153914143686, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.723154792943488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.723154792943862, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.723154792943488"
[1] "Starting iterative with newton 0.723154792943488"
[1] "Starting newton at: 0.606624679558876"
[1] "Newton iter: 1, lambda:0.582925789705726, diff to last: 0.024"
[1] "Newton iter: 2, lambda:0.583165834158166, diff to last: 0"
[1] "Newton iter: 3, lambda:0.583165858950314, diff to last: 0"
[1] "Newton iter: 4, lambda:0.583165858950314, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.583165858950314"
[1] "Starting iterative with newton 0.583165858950314"
[1] "Starting newton at: 0.623512806752253"
[1] "Newton iter: 1, lambda:0.54678840453693, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.549193009435145, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.549195422288917, diff to last: 0"
[1] "Newton iter: 4, lambda:0.549195422291345, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.549195422288917"
[1] "Starting iterative with newton 0.549195422288917"
[1] "Starting newton at: 0.615539424525196"
[1] "Newton iter: 1, lambda:0.538325797734, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.540742818275186, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.540745236879397, diff to last: 0"
[1] "Newton iter: 4, lambda:0.540745236881817, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.540745236879397"
[1] "Starting iterative with newton 0.540745236879397"
[1] "Starting newton at: 0.619125004900623"
[1] "Newton iter: 1, lambda:0.535823725791855, diff to last: 0.083"
[1] "Newton iter: 2, lambda:0.538626716180714, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.538629962725091, diff to last: 0"
[1] "Newton iter: 4, lambda:0.538629962729444, diff to last: 0"
[1] "Final threshold is: 0.016662787358098"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 0.988378366057244"
[1] "Newton iter: 1, lambda:0.923622671979596, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.926407013143916, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.926412351246488, diff to last: 0"
[1] "Newton iter: 4, lambda:0.926412351266081, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.926412351266081"
[1] "Starting iterative with newton 0.926412351266081"
[1] "Starting newton at: 0.981364267537025"
[1] "Newton iter: 1, lambda:0.904603170788632, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.908444104601748, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.90845414120136, diff to last: 0"
[1] "Newton iter: 4, lambda:0.908454141269763, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.90845414120136"
[1] "Starting iterative with newton 0.90845414120136"
[1] "Starting newton at: 0.989976097493491"
[1] "Newton iter: 1, lambda:0.896206462427615, diff to last: 0.094"
[1] "Newton iter: 2, lambda:0.901858359932343, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.901880010434675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.901880010751514, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.901880010434675"
[1] "Starting iterative with newton 0.901880010434675"
[1] "Starting newton at: 0.990600154934276"
[1] "Newton iter: 1, lambda:0.893389601472873, diff to last: 0.097"
[1] "Newton iter: 2, lambda:0.899442498674707, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.899467292751436, diff to last: 0"
[1] "Newton iter: 4, lambda:0.899467293166258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.899467293166258"
[1] "Starting iterative with newton 0.899467293166258"
[1] "Starting newton at: 0.992393845152951"
[1] "Newton iter: 1, lambda:0.892128944970937, diff to last: 0.1"
[1] "Newton iter: 2, lambda:0.89855310247601, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.898581018766775, diff to last: 0"
[1] "Newton iter: 4, lambda:0.898581019292322, diff to last: 0"
[1] "Final threshold is: 0.0277980533497629"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 0.997141668275664"
[1] "Newton iter: 1, lambda:0.925941237056437, diff to last: 0.071"
[1] "Newton iter: 2, lambda:0.929317798404449, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.929325706751501, diff to last: 0"
[1] "Newton iter: 4, lambda:0.929325706794809, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.929325706794809"
[1] "Starting iterative with newton 0.929325706794809"
[1] "Starting newton at: 0.997917530948087"
[1] "Newton iter: 1, lambda:0.931449990774262, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.934410297314818, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.934416396198338, diff to last: 0"
[1] "Newton iter: 4, lambda:0.934416396224186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.934416396198338"
[1] "Starting iterative with newton 0.934416396198338"
[1] "Starting newton at: 0.999537891392505"
[1] "Newton iter: 1, lambda:0.93332876043104, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.936270019416798, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936276047747657, diff to last: 0"
[1] "Newton iter: 4, lambda:0.936276047772942, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.936276047747657"
[1] "Starting iterative with newton 0.936276047747657"
[1] "Starting newton at: 0.998954481919165"
[1] "Newton iter: 1, lambda:0.934126035140285, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.936949398113308, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.936954955125993, diff to last: 0"
[1] "Newton iter: 4, lambda:0.93695495514749, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.936954955125993"
[1] "Starting iterative with newton 0.936954955125993"
[1] "Starting newton at: 0.998996635265401"
[1] "Newton iter: 1, lambda:0.934392603762337, diff to last: 0.065"
[1] "Newton iter: 2, lambda:0.937197263516246, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.937202748033418, diff to last: 0"
[1] "Newton iter: 4, lambda:0.937202748054361, diff to last: 0"
[1] "Final threshold is: 0.0289928358666135"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 0.956739898228537"
[1] "Newton iter: 1, lambda:0.962487422629707, diff to last: 0.006"
[1] "Newton iter: 2, lambda:0.962511711391931, diff to last: 0"
[1] "Newton iter: 3, lambda:0.962511711824401, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.962511711391931"
[1] "Starting iterative with newton 0.962511711391931"
[1] "Starting newton at: 0.955000548531174"
[1] "Newton iter: 1, lambda:1.00038708941287, diff to last: 0.045"
[1] "Newton iter: 2, lambda:1.00197672915211, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.00197863504085, diff to last: 0"
[1] "Newton iter: 4, lambda:1.00197863504358, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.00197863504358"
[1] "Starting iterative with newton 1.00197863504358"
[1] "Starting newton at: 0.957548601078365"
[1] "Newton iter: 1, lambda:1.01506689613332, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.01766431980038, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.01766946621132, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0176694662315, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.0176694662315"
[1] "Starting iterative with newton 1.0176694662315"
[1] "Starting newton at: 0.959010505845726"
[1] "Newton iter: 1, lambda:1.02085615837731, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.02387892449468, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02388592565694, diff to last: 0"
[1] "Newton iter: 4, lambda:1.02388592569443, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.02388592565694"
[1] "Starting iterative with newton 1.02388592565694"
[1] "Starting newton at: 0.958961484040809"
[1] "Newton iter: 1, lambda:1.02307893439024, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.02633717351016, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.02634532261671, diff to last: 0"
[1] "Newton iter: 4, lambda:1.0263453226676, diff to last: 0"
[1] "Final threshold is: 0.0317505060077375"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.05144141872936"
[1] "Newton iter: 1, lambda:1.12793653810156, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.13358554872407, diff to last: 0.006"
[1] "Newton iter: 3, lambda:1.13361512230691, diff to last: 0"
[1] "Newton iter: 4, lambda:1.13361512311444, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.13361512230691"
[1] "Starting iterative with newton 1.13361512230691"
[1] "Starting newton at: 1.37989482026006"
[1] "Newton iter: 1, lambda:1.40067351968223, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.40115615363219, diff to last: 0"
[1] "Newton iter: 3, lambda:1.40115640956138, diff to last: 0"
[1] "Newton iter: 4, lambda:1.40115640956145, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.40115640956138"
[1] "Starting iterative with newton 1.40115640956138"
[1] "Starting newton at: 1.33571989832463"
[1] "Newton iter: 1, lambda:1.51479266350597, diff to last: 0.179"
[1] "Newton iter: 2, lambda:1.55870671132389, diff to last: 0.044"
[1] "Newton iter: 3, lambda:1.56113198432184, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.56113909866372, diff to last: 0"
[1] "Newton iter: 5, lambda:1.56113909872479, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.56113909866372"
[1] "Starting iterative with newton 1.56113909866372"
[1] "Starting newton at: 1.84346505233482"
[1] "Newton iter: 1, lambda:1.59961458724616, diff to last: 0.244"
[1] "Newton iter: 2, lambda:1.65475597988219, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.65884885638439, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.65887029036712, diff to last: 0"
[1] "Newton iter: 5, lambda:1.65887029095238, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.65887029095238"
[1] "Starting iterative with newton 1.65887029095238"
[1] "Starting newton at: 1.81893859857058"
[1] "Newton iter: 1, lambda:1.70410552122801, diff to last: 0.115"
[1] "Newton iter: 2, lambda:1.71911266100986, diff to last: 0.015"
[1] "Newton iter: 3, lambda:1.71941402195566, diff to last: 0"
[1] "Newton iter: 4, lambda:1.7194141415153, diff to last: 0"
[1] "Newton iter: 5, lambda:1.71941414151531, diff to last: 0"
[1] "Final threshold is: 0.0531909366411677"
threshold is:
[{'ad': 0.00022394342434405866, 'da': 0.00037080008906295267, 'dd': 0.0014233085759100268}, {'ad': 0.001963571393569128, 'da': 0.002881084078844717, 'dd': 0.0039717437364040495}, {'ad': 0.005583354410288765, 'da': 0.006965503962231815, 'dd': 0.012061823689779004}, {'ad': 0.014331128033100332, 'da': 0.016662787358098025, 'dd': 0.027798053349762854}, {'ad': 0.028992835866613546, 'da': 0.03175050600773754, 'dd': 0.05319093664116767}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 43.6668904376853"
[1] "Starting iterative with newton 43.6668904376853"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.1183689205411"
[1] "Starting iterative with newton 31.1183689205411"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 27.9889214803307"
[1] "Starting iterative with newton 27.9889214803307"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.8208867408811"
[1] "Starting iterative with newton 15.8208867408811"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 12.2478661638573"
[1] "Starting iterative with newton 12.2478661638573"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 5.98571794699873"
[1] "Starting iterative with newton 5.98571794699873"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.37136239391327"
[1] "Starting iterative with newton 4.37136239391327"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 2.2807134306494"
[1] "Newton iter: 1, lambda:1.70764995042, diff to last: 0.573"
[1] "Newton iter: 2, lambda:1.68721460527497, diff to last: 0.02"
[1] "Newton iter: 3, lambda:1.68698403030921, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68698400002813, diff to last: 0"
[1] "Newton iter: 5, lambda:1.68698400002813, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.68698400002813"
[1] "Starting iterative with newton 1.68698400002813"
[1] "Starting newton at: 2.11822587911865"
[1] "Newton iter: 1, lambda:1.62146337632168, diff to last: 0.497"
[1] "Newton iter: 2, lambda:1.57900821147819, diff to last: 0.042"
[1] "Newton iter: 3, lambda:1.57781384568152, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.57781284714211, diff to last: 0"
[1] "Newton iter: 5, lambda:1.57781284714141, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.57781284714211"
[1] "Starting iterative with newton 1.57781284714211"
[1] "Starting newton at: 2.02629411557322"
[1] "Newton iter: 1, lambda:1.57962522965458, diff to last: 0.447"
[1] "Newton iter: 2, lambda:1.52931591235685, diff to last: 0.05"
[1] "Newton iter: 3, lambda:1.5274834898752, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.5274809099165, diff to last: 0"
[1] "Newton iter: 5, lambda:1.52748090991137, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.52748090991137"
[1] "Starting iterative with newton 1.52748090991137"
[1] "Starting newton at: 1.93964397962874"
[1] "Newton iter: 1, lambda:1.5379335123323, diff to last: 0.402"
[1] "Newton iter: 2, lambda:1.48313647693306, diff to last: 0.055"
[1] "Newton iter: 3, lambda:1.48076711491453, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.4807624161966, diff to last: 0"
[1] "Newton iter: 5, lambda:1.48076241617809, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.48076241617809"
[1] "Starting iterative with newton 1.48076241617809"
[1] "Starting newton at: 1.88473432652194"
[1] "Newton iter: 1, lambda:1.48697830777297, diff to last: 0.398"
[1] "Newton iter: 2, lambda:1.42302116658559, diff to last: 0.064"
[1] "Newton iter: 3, lambda:1.41942881134487, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.41941676269276, diff to last: 0"
[1] "Newton iter: 5, lambda:1.41941676255685, diff to last: 0"
[1] "Final threshold is: 0.0439103676472404"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 1.8853011755092"
[1] "Newton iter: 1, lambda:1.54382727942785, diff to last: 0.341"
[1] "Newton iter: 2, lambda:1.50382152705113, diff to last: 0.04"
[1] "Newton iter: 3, lambda:1.50263826088828, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.50263717369253, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50263717369161, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.50263717369161"
[1] "Starting iterative with newton 1.50263717369161"
[1] "Starting newton at: 1.78578875294165"
[1] "Newton iter: 1, lambda:1.47451084120316, diff to last: 0.311"
[1] "Newton iter: 2, lambda:1.42916060617422, diff to last: 0.045"
[1] "Newton iter: 3, lambda:1.42740480559357, diff to last: 0.002"
[1] "Newton iter: 4, lambda:1.42740204781895, diff to last: 0"
[1] "Newton iter: 5, lambda:1.42740204781214, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.42740204781895"
[1] "Starting iterative with newton 1.42740204781895"
[1] "Starting newton at: 1.6954541455283"
[1] "Newton iter: 1, lambda:1.39900814912126, diff to last: 0.296"
[1] "Newton iter: 2, lambda:1.34623734074985, diff to last: 0.053"
[1] "Newton iter: 3, lambda:1.34346314766033, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.34345513403558, diff to last: 0"
[1] "Newton iter: 5, lambda:1.34345513396859, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.34345513396859"
[1] "Starting iterative with newton 1.34345513396859"
[1] "Starting newton at: 1.61789706770116"
[1] "Newton iter: 1, lambda:1.32956197405835, diff to last: 0.288"
[1] "Newton iter: 2, lambda:1.26881550243723, diff to last: 0.061"
[1] "Newton iter: 3, lambda:1.26458303667943, diff to last: 0.004"
[1] "Newton iter: 4, lambda:1.26456162030875, diff to last: 0"
[1] "Newton iter: 5, lambda:1.26456161975942, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.26456161975942"
[1] "Starting iterative with newton 1.26456161975942"
[1] "Starting newton at: 1.52322978938665"
[1] "Newton iter: 1, lambda:1.23820615531879, diff to last: 0.285"
[1] "Newton iter: 2, lambda:1.16394805000384, diff to last: 0.074"
[1] "Newton iter: 3, lambda:1.15631745352385, diff to last: 0.008"
[1] "Newton iter: 4, lambda:1.15623369617355, diff to last: 0"
[1] "Newton iter: 5, lambda:1.15623368607093, diff to last: 0"
[1] "Newton iter: 6, lambda:1.15623368607093, diff to last: 0"
[1] "Final threshold is: 0.0357686675090282"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.36804037454953"
[1] "Starting iterative with newton 1.36804037454953"
[1] "Starting newton at: 1.64508196251641"
[1] "Newton iter: 1, lambda:1.4349356582951, diff to last: 0.21"
[1] "Newton iter: 2, lambda:1.40738080511383, diff to last: 0.028"
[1] "Newton iter: 3, lambda:1.4067102840041, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.40670987594433, diff to last: 0"
[1] "Newton iter: 5, lambda:1.40670987594418, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.40670987594418"
[1] "Starting iterative with newton 1.40670987594418"
[1] "Starting newton at: 1.68631756270923"
[1] "Newton iter: 1, lambda:1.47054447429098, diff to last: 0.216"
[1] "Newton iter: 2, lambda:1.44451592720497, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.44396020576306, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.44395994505506, diff to last: 0"
[1] "Newton iter: 5, lambda:1.443959945055, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.443959945055"
[1] "Starting iterative with newton 1.443959945055"
[1] "Starting newton at: 1.72356274758832"
[1] "Newton iter: 1, lambda:1.49850723021352, diff to last: 0.225"
[1] "Newton iter: 2, lambda:1.47293833437845, diff to last: 0.026"
[1] "Newton iter: 3, lambda:1.47243246385884, diff to last: 0.001"
[1] "Newton iter: 4, lambda:1.47243225970183, diff to last: 0"
[1] "Newton iter: 5, lambda:1.4724322597018, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.4724322597018"
[1] "Starting iterative with newton 1.4724322597018"
[1] "Starting newton at: 1.75012009163874"
[1] "Newton iter: 1, lambda:1.51759915339023, diff to last: 0.233"
[1] "Newton iter: 2, lambda:1.49229837408772, diff to last: 0.025"
[1] "Newton iter: 3, lambda:1.49182264440393, diff to last: 0"
[1] "Newton iter: 4, lambda:1.49182247076721, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49182247076719, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.49182247076719"
[1] "Starting iterative with newton 1.49182247076719"
[1] "Starting newton at: 1.75634608919239"
[1] "Newton iter: 1, lambda:1.52624949815469, diff to last: 0.23"
[1] "Newton iter: 2, lambda:1.50196467395115, diff to last: 0.024"
[1] "Newton iter: 3, lambda:1.50153467414613, diff to last: 0"
[1] "Newton iter: 4, lambda:1.50153453504956, diff to last: 0"
[1] "Newton iter: 5, lambda:1.50153453504955, diff to last: 0"
[1] "Final threshold is: 0.0464507220162551"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.97581855072417"
[1] "Starting iterative with newton 0.97581855072417"
[1] "Starting newton at: 1.12652012260869"
[1] "Newton iter: 1, lambda:1.20172073631373, diff to last: 0.075"
[1] "Newton iter: 2, lambda:1.19441212889373, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.1943432411761, diff to last: 0"
[1] "Newton iter: 4, lambda:1.19434323503764, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.19434323503764"
[1] "Starting iterative with newton 1.19434323503764"
[1] "Starting newton at: 1.54712676262568"
[1] "Newton iter: 1, lambda:1.47376416813476, diff to last: 0.073"
[1] "Newton iter: 2, lambda:1.47030064183944, diff to last: 0.003"
[1] "Newton iter: 3, lambda:1.47029190106066, diff to last: 0"
[1] "Newton iter: 4, lambda:1.47029190100471, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.47029190100471"
[1] "Starting iterative with newton 1.47029190100471"
[1] "Starting newton at: 1.62839914724308"
[1] "Newton iter: 1, lambda:1.69040525985497, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.68859982046474, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.68859850627379, diff to last: 0"
[1] "Newton iter: 4, lambda:1.68859850627309, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.68859850627309"
[1] "Starting iterative with newton 1.68859850627309"
[1] "Starting newton at: 1.85323914908587"
[1] "Newton iter: 1, lambda:1.83391670217976, diff to last: 0.019"
[1] "Newton iter: 2, lambda:1.8338358878849, diff to last: 0"
[1] "Newton iter: 3, lambda:1.83383588633808, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.8338358878849"
[1] "Starting iterative with newton 1.8338358878849"
[1] "Starting newton at: 1.98550561832277"
[1] "Newton iter: 1, lambda:1.92181151000212, diff to last: 0.064"
[1] "Newton iter: 2, lambda:1.92144984710769, diff to last: 0"
[1] "Newton iter: 3, lambda:1.92144982724377, diff to last: 0"
[1] "Newton iter: 4, lambda:1.92144982724377, diff to last: 0"
[1] "Final threshold is: 0.0594410116518142"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.915414691940756"
[1] "Starting iterative with newton 0.915414691940756"
[1] "Starting newton at: 1.24403846183533"
[1] "Newton iter: 1, lambda:1.2373488877185, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.237295315983, diff to last: 0"
[1] "Newton iter: 3, lambda:1.23729531253526, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.23729531253526"
[1] "Starting iterative with newton 1.23729531253526"
[1] "Starting newton at: 1.56302374233917"
[1] "Newton iter: 1, lambda:1.56992157257128, diff to last: 0.007"
[1] "Newton iter: 2, lambda:1.56989425555052, diff to last: 0"
[1] "Newton iter: 3, lambda:1.56989425512777, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.56989425512777"
[1] "Starting iterative with newton 1.56989425512777"
[1] "Starting newton at: 1.73612893717375"
[1] "Newton iter: 1, lambda:1.81193968993229, diff to last: 0.076"
[1] "Newton iter: 2, lambda:1.81006393740123, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.81006307625508, diff to last: 0"
[1] "Newton iter: 4, lambda:1.81006307625489, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.81006307625508"
[1] "Starting iterative with newton 1.81006307625508"
[1] "Starting newton at: 1.96348153141398"
[1] "Newton iter: 1, lambda:1.9420412499166, diff to last: 0.021"
[1] "Newton iter: 2, lambda:1.9419987486107, diff to last: 0"
[1] "Newton iter: 3, lambda:1.9419987484048, diff to last: 0"
[1] "Iteration: 4 Threshold: 1.9419987484048"
[1] "Starting iterative with newton 1.9419987484048"
[1] "Starting newton at: 2.11830313732459"
[1] "Newton iter: 1, lambda:2.01818761461332, diff to last: 0.1"
[1] "Newton iter: 2, lambda:2.01860152194298, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0186015134521, diff to last: 0"
[1] "Final threshold is: 0.0624464476668603"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.864098933671362"
[1] "Starting iterative with newton 0.864098933671362"
[1] "Starting newton at: 1.17840412685071"
[1] "Newton iter: 1, lambda:1.25224139804129, diff to last: 0.074"
[1] "Newton iter: 2, lambda:1.2457173434237, diff to last: 0.007"
[1] "Newton iter: 3, lambda:1.24566720315685, diff to last: 0"
[1] "Newton iter: 4, lambda:1.24566720018456, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.24566720315685"
[1] "Starting iterative with newton 1.24566720315685"
[1] "Starting newton at: 1.5647799256547"
[1] "Newton iter: 1, lambda:1.62629897633055, diff to last: 0.062"
[1] "Newton iter: 2, lambda:1.62425956182527, diff to last: 0.002"
[1] "Newton iter: 3, lambda:1.62425759915585, diff to last: 0"
[1] "Newton iter: 4, lambda:1.62425759915403, diff to last: 0"
[1] "Iteration: 2 Threshold: 1.62425759915585"
[1] "Starting iterative with newton 1.62425759915585"
[1] "Starting newton at: 1.93206957790453"
[1] "Newton iter: 1, lambda:1.87447035784093, diff to last: 0.058"
[1] "Newton iter: 2, lambda:1.87414342633732, diff to last: 0"
[1] "Newton iter: 3, lambda:1.8741434092425, diff to last: 0"
[1] "Newton iter: 4, lambda:1.8741434092425, diff to last: 0"
[1] "Iteration: 3 Threshold: 1.87414342633732"
[1] "Starting iterative with newton 1.87414342633732"
[1] "Starting newton at: 2.02576181247392"
[1] "Newton iter: 1, lambda:2.01608836185033, diff to last: 0.01"
[1] "Newton iter: 2, lambda:2.01608656857449, diff to last: 0"
[1] "Newton iter: 3, lambda:2.0160865685744, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.0160865685744"
[1] "Starting iterative with newton 2.0160865685744"
[1] "Starting newton at: 2.1677864403771"
[1] "Newton iter: 1, lambda:2.08795704513681, diff to last: 0.08"
[1] "Newton iter: 2, lambda:2.08857221257238, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.08857222291163, diff to last: 0"
[1] "Newton iter: 4, lambda:2.08857222291163, diff to last: 0"
[1] "Final threshold is: 0.0646110265683225"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 0.674489750196082"
[1] "Starting iterative with newton 0.674489750196082"
[1] "Starting newton at: 1.4538488162651"
[1] "Newton iter: 1, lambda:1.5410055575466, diff to last: 0.087"
[1] "Newton iter: 2, lambda:1.53574815311424, diff to last: 0.005"
[1] "Newton iter: 3, lambda:1.5357313903911, diff to last: 0"
[1] "Newton iter: 4, lambda:1.53573139021904, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.53573139021904"
[1] "Starting iterative with newton 1.53573139021904"
[1] "Starting newton at: 2.10023197251244"
[1] "Newton iter: 1, lambda:2.08364920983472, diff to last: 0.017"
[1] "Newton iter: 2, lambda:2.08370614638903, diff to last: 0"
[1] "Newton iter: 3, lambda:2.08370614700846, diff to last: 0"
[1] "Iteration: 2 Threshold: 2.08370614638903"
[1] "Starting iterative with newton 2.08370614638903"
[1] "Starting newton at: 2.30428364780883"
[1] "Newton iter: 1, lambda:2.34422335181167, diff to last: 0.04"
[1] "Newton iter: 2, lambda:2.34478665747941, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.34478677855144, diff to last: 0"
[1] "Newton iter: 4, lambda:2.34478677855145, diff to last: 0"
[1] "Iteration: 3 Threshold: 2.34478677855144"
[1] "Starting iterative with newton 2.34478677855144"
[1] "Starting newton at: 2.44475607783386"
[1] "Newton iter: 1, lambda:2.47491921343834, diff to last: 0.03"
[1] "Newton iter: 2, lambda:2.47531512319041, diff to last: 0"
[1] "Newton iter: 3, lambda:2.47531519394156, diff to last: 0"
[1] "Newton iter: 4, lambda:2.47531519394156, diff to last: 0"
[1] "Iteration: 4 Threshold: 2.47531519394156"
[1] "Starting iterative with newton 2.47531519394156"
[1] "Starting newton at: 2.57805165552735"
[1] "Newton iter: 1, lambda:2.54434346399723, diff to last: 0.034"
[1] "Newton iter: 2, lambda:2.54490817283447, diff to last: 0.001"
[1] "Newton iter: 3, lambda:2.54490832720122, diff to last: 0"
[1] "Newton iter: 4, lambda:2.54490832720124, diff to last: 0"
[1] "Final threshold is: 0.078728012246336"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0439103676472404}, {'ad': 0.03576866750902816, 'da': 0.04645072201625508, 'dd': 0.05944101165181416}, {'ad': 0.062446447666860284, 'da': 0.06461102656832252, 'dd': 0.078728012246336}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 113.858743440952"
[1] "Starting iterative with newton 113.858743440952"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 81.1392418308549"
[1] "Starting iterative with newton 81.1392418308549"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 72.9793992216051"
[1] "Starting iterative with newton 72.9793992216051"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 41.2519935901767"
[1] "Starting iterative with newton 41.2519935901767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 31.9355611831303"
[1] "Starting iterative with newton 31.9355611831303"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 15.6073930890454"
[1] "Starting iterative with newton 15.6073930890454"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 11.3980598184857"
[1] "Starting iterative with newton 11.3980598184857"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 8.98691861258582"
[1] "Starting iterative with newton 8.98691861258582"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.96253128784882"
[1] "Starting iterative with newton 4.96253128784882"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 4.13732353571895"
[1] "Starting iterative with newton 4.13732353571895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 1 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 Inf"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 2.04049729553623"
[1] "Newton iter: 1, lambda:1.55693951106342, diff to last: 0.484"
[1] "Newton iter: 2, lambda:1.49468212141685, diff to last: 0.062"
[1] "Newton iter: 3, lambda:1.49161013438396, diff to last: 0.003"
[1] "Newton iter: 4, lambda:1.49160215320428, diff to last: 0"
[1] "Newton iter: 5, lambda:1.49160215315026, diff to last: 0"
[1] "Iteration: 1 Threshold: 1.49160215315026"
[1] "Starting iterative with newton 1.49160215315026"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Iteration: 2 Threshold: 0"
[1] "Starting iterative with newton 0"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0, diff to last: 0"
[1] "Newton iter: 2, lambda:0, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0"
threshold is:
[{'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}, {'ad': 0.0, 'da': 0.0, 'dd': 0.0}]
Number of points in noise estimation: 128
[1] "Estiamted sparsity: 0.473012010029726. h at: 0.4"
[1] "Thresholding MAD in noise estimation."
Estimated noise: 0.011864324689991245
0.011864324689991245
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124477237267959, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124487285984344, diff to last: 0"
[1] "Newton iter: 3, lambda:0.012448728598441, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124487285984344"
[1] "Starting iterative with newton 0.0124487285984344"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000153698747661676, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000153698765437868, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.000153698765437868"
[1] "Starting iterative with newton 0.000153698765437868"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148185252398384, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148185268448243, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.000148185252398384"
[1] "Starting iterative with newton 0.000148185252398384"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.000148182819838875, diff to last: 0"
[1] "Newton iter: 2, lambda:0.000148182835887998, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 1.75808927845889e-06"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0124669462625997, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0124679152366479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0124679152366537, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0124679152366479"
[1] "Starting iterative with newton 0.0124679152366479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0093524299951585, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.0093530742379997, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00935307423800275, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00935307423800275"
[1] "Starting iterative with newton 0.00935307423800275"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933032299495784, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933096460243479, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933096460243783, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00933096460243479"
[1] "Starting iterative with newton 0.00933096460243479"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016593933079, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080752808089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080752808392, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00933080752808089"
[1] "Starting iterative with newton 0.00933080752808089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00933016482354746, diff to last: 0.009"
[1] "Newton iter: 2, lambda:0.00933080641216451, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00933080641216755, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000110703716893372"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0498678491394086, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.0499299984797704, diff to last: 0"
[1] "Newton iter: 3, lambda:0.049929998576202, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0499299984797704"
[1] "Starting iterative with newton 0.0499299984797704"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.028463769898562, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0284859940450258, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0284859940585713, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0284859940585713"
[1] "Starting iterative with newton 0.0284859940585713"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279526801223296, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279740299069034, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279740299193556, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0279740299193556"
[1] "Starting iterative with newton 0.0279740299193556"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279404691297492, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279617982054895, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279617982179163, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0279617982054895"
[1] "Starting iterative with newton 0.0279617982054895"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0279401773836464, diff to last: 0.028"
[1] "Newton iter: 2, lambda:0.0279615059647139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0279615059771402, diff to last: 0"
[1] "Final threshold is: 0.000331744385586493"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0762591853453252, diff to last: 0.076"
[1] "Newton iter: 2, lambda:0.0765240480927286, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0765240512832407, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0765240480927286"
[1] "Starting iterative with newton 0.0765240480927286"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0321726373802984, diff to last: 0.032"
[1] "Newton iter: 2, lambda:0.03220240852239, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0322024085478786, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0322024085478786"
[1] "Starting iterative with newton 0.0322024085478786"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311841340181458, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031211793928567, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0312117939503253, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.031211793928567"
[1] "Starting iterative with newton 0.031211793928567"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311619245648704, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.031189538081614, diff to last: 0"
[1] "Newton iter: 3, lambda:0.031189538103294, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.031189538081614"
[1] "Starting iterative with newton 0.031189538081614"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0311614255289548, diff to last: 0.031"
[1] "Newton iter: 2, lambda:0.0311890380037819, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0311890380254601, diff to last: 0"
[1] "Final threshold is: 0.000370036873645345"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.108367135312843, diff to last: 0.108"
[1] "Newton iter: 2, lambda:0.109165571578684, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.109165614795368, diff to last: 0"
[1] "Newton iter: 4, lambda:0.109165614795368, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.109165614795368"
[1] "Starting iterative with newton 0.109165614795368"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0466536017061227, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.0467490242231826, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0467490246222276, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0467490242231826"
[1] "Starting iterative with newton 0.0467490242231826"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0444011052895604, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444861809428089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444861812550559, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0444861809428089"
[1] "Starting iterative with newton 0.0444861809428089"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.044319391738332, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444041035240467, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444041038334429, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0444041038334429"
[1] "Starting iterative with newton 0.0444041038334429"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0443164278871904, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.0444011264900725, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0444011267993656, diff to last: 0"
[1] "Final threshold is: 0.000526789381279591"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.250394325267624"
[1] "Newton iter: 1, lambda:0.161744811983071, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.162545031557206, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.162545097190349, diff to last: 0"
[1] "Newton iter: 4, lambda:0.162545097190349, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.162545097190349"
[1] "Starting iterative with newton 0.162545097190349"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0548318159205469, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.0549769913877977, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0549769924052476, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0549769913877977"
[1] "Starting iterative with newton 0.0549769913877977"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0511451565177481, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0512671470736325, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0512671477675309, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0512671477675309"
[1] "Starting iterative with newton 0.0512671477675309"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510170830444534, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.051138314959627, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511383156440851, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.051138314959627"
[1] "Starting iterative with newton 0.051138314959627"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0510126346267435, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0511338402461972, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0511338409303293, diff to last: 0"
[1] "Final threshold is: 0.000606668483327026"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.368418065651728"
[1] "Newton iter: 1, lambda:0.237644669588285, diff to last: 0.131"
[1] "Newton iter: 2, lambda:0.240083424469164, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.240084288680975, diff to last: 0"
[1] "Newton iter: 4, lambda:0.240084288681083, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.240084288680975"
[1] "Starting iterative with newton 0.240084288680975"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0749260891113041, diff to last: 0.075"
[1] "Newton iter: 2, lambda:0.0753145035042732, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0753145139390663, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0753145139390663, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0753145139390663"
[1] "Starting iterative with newton 0.0753145139390663"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0663657574395941, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0666535622341164, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0666535676459066, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0666535622341164"
[1] "Starting iterative with newton 0.0666535622341164"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0659146239378552, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661976405458833, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661976457627593, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0661976457627593"
[1] "Starting iterative with newton 0.0661976457627593"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0658908734540723, diff to last: 0.066"
[1] "Newton iter: 2, lambda:0.0661736393644646, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0661736445712431, diff to last: 0"
[1] "Final threshold is: 0.000785105605113305"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.30967277637087"
[1] "Newton iter: 1, lambda:0.292059280077181, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.292113547240973, diff to last: 0"
[1] "Newton iter: 3, lambda:0.292113547757465, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.292113547757465"
[1] "Starting iterative with newton 0.292113547757465"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0901891400582978, diff to last: 0.09"
[1] "Newton iter: 2, lambda:0.0908827018801716, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.090882742883933, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0908827428839332, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.090882742883933"
[1] "Starting iterative with newton 0.090882742883933"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0778857605059726, diff to last: 0.078"
[1] "Newton iter: 2, lambda:0.0783631291810434, diff to last: 0"
[1] "Newton iter: 3, lambda:0.078363147114023, diff to last: 0"
[1] "Newton iter: 4, lambda:0.078363147114023, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.078363147114023"
[1] "Starting iterative with newton 0.078363147114023"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0771241739749929, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775898019752414, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775898189478821, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775898189478821, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0775898189478821"
[1] "Starting iterative with newton 0.0775898189478821"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0770771523593359, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.0775420615001508, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0775420784149374, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0775420784149374, diff to last: 0"
[1] "Final threshold is: 0.000919984395451579"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.544480488405042"
[1] "Newton iter: 1, lambda:0.442907960111977, diff to last: 0.102"
[1] "Newton iter: 2, lambda:0.445546688975775, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.445548516511861, diff to last: 0"
[1] "Newton iter: 4, lambda:0.445548516512737, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.445548516511861"
[1] "Starting iterative with newton 0.445548516511861"
[1] "Starting newton at: 0.312157903226718"
[1] "Newton iter: 1, lambda:0.175628773007232, diff to last: 0.137"
[1] "Newton iter: 2, lambda:0.178346872879909, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.178347957624014, diff to last: 0"
[1] "Newton iter: 4, lambda:0.178347957624186, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.178347957624014"
[1] "Starting iterative with newton 0.178347957624014"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.149632772732152, diff to last: 0.15"
[1] "Newton iter: 2, lambda:0.15265838801646, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.152659623413959, diff to last: 0"
[1] "Newton iter: 4, lambda:0.152659623414165, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.152659623414165"
[1] "Starting iterative with newton 0.152659623414165"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147236379440277, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.150140990687685, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.150142119690996, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150142119691166, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.150142119690996"
[1] "Starting iterative with newton 0.150142119690996"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.147001017678077, diff to last: 0.147"
[1] "Newton iter: 2, lambda:0.149893921796517, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.149895040788448, diff to last: 0"
[1] "Newton iter: 4, lambda:0.149895040788615, diff to last: 0"
[1] "Final threshold is: 0.00177840343333363"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 4.07866796067524"
[1] "Starting iterative with newton 4.07866796067524"
[1] "Starting newton at: 0.633638729510121"
[1] "Newton iter: 1, lambda:0.53479362708296, diff to last: 0.099"
[1] "Newton iter: 2, lambda:0.537816331105322, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.5378192471405, diff to last: 0"
[1] "Newton iter: 4, lambda:0.537819247143212, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.5378192471405"
[1] "Starting iterative with newton 0.5378192471405"
[1] "Starting newton at: 0.348294823036016"
[1] "Newton iter: 1, lambda:0.209986462955224, diff to last: 0.138"
[1] "Newton iter: 2, lambda:0.213237318889472, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.213239133287578, diff to last: 0"
[1] "Newton iter: 4, lambda:0.213239133288143, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.213239133288143"
[1] "Starting iterative with newton 0.213239133288143"
[1] "Starting newton at: 0.331135959625639"
[1] "Newton iter: 1, lambda:0.173017013540867, diff to last: 0.158"
[1] "Newton iter: 2, lambda:0.17689067187211, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.176893016006404, diff to last: 0"
[1] "Newton iter: 4, lambda:0.176893016007263, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.176893016006404"
[1] "Starting iterative with newton 0.176893016006404"
[1] "Starting newton at: 0.341889224156935"
[1] "Newton iter: 1, lambda:0.168107535548645, diff to last: 0.174"
[1] "Newton iter: 2, lambda:0.172730750488722, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172734051741645, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172734051743328, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.172734051741645"
[1] "Starting iterative with newton 0.172734051741645"
[1] "Starting newton at: 0.345151086223824"
[1] "Newton iter: 1, lambda:0.167425435623923, diff to last: 0.178"
[1] "Newton iter: 2, lambda:0.172253494085146, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.172257089636299, diff to last: 0"
[1] "Newton iter: 4, lambda:0.172257089638293, diff to last: 0"
[1] "Final threshold is: 0.00204371404162164"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 3.56708152244047"
[1] "Starting iterative with newton 3.56708152244047"
[1] "Starting newton at: 0.697860572364974"
[1] "Newton iter: 1, lambda:0.547039858680714, diff to last: 0.151"
[1] "Newton iter: 2, lambda:0.554321991495653, diff to last: 0.007"
[1] "Newton iter: 3, lambda:0.554339840156808, diff to last: 0"
[1] "Newton iter: 4, lambda:0.554339840263815, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.554339840263815"
[1] "Starting iterative with newton 0.554339840263815"
[1] "Starting newton at: 0.301237173783436"
[1] "Newton iter: 1, lambda:0.240295059717789, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.241015128736307, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.241015229713519, diff to last: 0"
[1] "Newton iter: 4, lambda:0.241015229713521, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.241015229713521"
[1] "Starting iterative with newton 0.241015229713521"
[1] "Starting newton at: 0.313413650726249"
[1] "Newton iter: 1, lambda:0.199061276097332, diff to last: 0.114"
[1] "Newton iter: 2, lambda:0.201365494960877, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.201366436447612, diff to last: 0"
[1] "Newton iter: 4, lambda:0.20136643644777, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.20136643644777"
[1] "Starting iterative with newton 0.20136643644777"
[1] "Starting newton at: 0.323218558557071"
[1] "Newton iter: 1, lambda:0.193295840815765, diff to last: 0.13"
[1] "Newton iter: 2, lambda:0.19623079963028, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.196232307843594, diff to last: 0"
[1] "Newton iter: 4, lambda:0.196232307843992, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.196232307843594"
[1] "Starting iterative with newton 0.196232307843594"
[1] "Starting newton at: 0.324701951304648"
[1] "Newton iter: 1, lambda:0.192531925833648, diff to last: 0.132"
[1] "Newton iter: 2, lambda:0.195563966968814, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.195565573944523, diff to last: 0"
[1] "Newton iter: 4, lambda:0.195565573944974, diff to last: 0"
[1] "Final threshold is: 0.00232025346746231"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 2.54438712942883"
[1] "Starting iterative with newton 2.54438712942883"
[1] "Starting newton at: 0.550743237758282"
[1] "Newton iter: 1, lambda:0.632408874977423, diff to last: 0.082"
[1] "Newton iter: 2, lambda:0.635220780572504, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.635224041166969, diff to last: 0"
[1] "Newton iter: 4, lambda:0.63522404117135, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.635224041166969"
[1] "Starting iterative with newton 0.635224041166969"
[1] "Starting newton at: 0.310360372372799"
[1] "Newton iter: 1, lambda:0.336952818958382, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.337144437123106, diff to last: 0"
[1] "Newton iter: 3, lambda:0.337144447047497, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.337144437123106"
[1] "Starting iterative with newton 0.337144437123106"
[1] "Starting newton at: 0.299350399284093"
[1] "Newton iter: 1, lambda:0.286496130351539, diff to last: 0.013"
[1] "Newton iter: 2, lambda:0.286536780240514, diff to last: 0"
[1] "Newton iter: 3, lambda:0.286536780647413, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.286536780647413"
[1] "Starting iterative with newton 0.286536780647413"
[1] "Starting newton at: 0.307304881866355"
[1] "Newton iter: 1, lambda:0.277622734134599, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.2778356198668, diff to last: 0"
[1] "Newton iter: 3, lambda:0.277835630840554, diff to last: 0"
[1] "Newton iter: 4, lambda:0.277835630840554, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.277835630840554"
[1] "Starting iterative with newton 0.277835630840554"
[1] "Starting newton at: 0.303550141860137"
[1] "Newton iter: 1, lambda:0.276155316427597, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.27633616166757, diff to last: 0"
[1] "Newton iter: 3, lambda:0.276336169563526, diff to last: 0"
[1] "Final threshold is: 0.00327854203929015"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.38688776569742"
[1] "Starting iterative with newton 2.38688776569742"
[1] "Starting newton at: 0.58066611068141"
[1] "Newton iter: 1, lambda:0.635444848389223, diff to last: 0.055"
[1] "Newton iter: 2, lambda:0.636704650995279, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.636705306846675, diff to last: 0"
[1] "Newton iter: 4, lambda:0.636705306846853, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.636705306846853"
[1] "Starting iterative with newton 0.636705306846853"
[1] "Starting newton at: 0.299665942615453"
[1] "Newton iter: 1, lambda:0.360169258850388, diff to last: 0.061"
[1] "Newton iter: 2, lambda:0.361213710054599, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.361214019408866, diff to last: 0"
[1] "Newton iter: 4, lambda:0.361214019408893, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.361214019408866"
[1] "Starting iterative with newton 0.361214019408866"
[1] "Starting newton at: 0.288271451962116"
[1] "Newton iter: 1, lambda:0.313572720239097, diff to last: 0.025"
[1] "Newton iter: 2, lambda:0.313740357115139, diff to last: 0"
[1] "Newton iter: 3, lambda:0.313740364459208, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.313740364459208"
[1] "Starting iterative with newton 0.313740364459208"
[1] "Starting newton at: 0.284019245688614"
[1] "Newton iter: 1, lambda:0.30531238789071, diff to last: 0.021"
[1] "Newton iter: 2, lambda:0.305429315802816, diff to last: 0"
[1] "Newton iter: 3, lambda:0.305429319323003, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.305429315802816"
[1] "Starting iterative with newton 0.305429315802816"
[1] "Starting newton at: 0.285820571326112"
[1] "Newton iter: 1, lambda:0.303885784157595, diff to last: 0.018"
[1] "Newton iter: 2, lambda:0.303969705388688, diff to last: 0"
[1] "Newton iter: 3, lambda:0.303969707197231, diff to last: 0"
[1] "Final threshold is: 0.00360639528065238"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 2.25308506766444"
[1] "Starting iterative with newton 2.25308506766444"
[1] "Starting newton at: 0.584793874242943"
[1] "Newton iter: 1, lambda:0.644679552655526, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.646229400458199, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.64623042081411, diff to last: 0"
[1] "Newton iter: 4, lambda:0.646230420814553, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.64623042081411"
[1] "Starting iterative with newton 0.64623042081411"
[1] "Starting newton at: 0.293590194910594"
[1] "Newton iter: 1, lambda:0.377094992067657, diff to last: 0.084"
[1] "Newton iter: 2, lambda:0.379187991153929, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.379189294855451, diff to last: 0"
[1] "Newton iter: 4, lambda:0.379189294855956, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.379189294855451"
[1] "Starting iterative with newton 0.379189294855451"
[1] "Starting newton at: 0.271861110679334"
[1] "Newton iter: 1, lambda:0.33006929417814, diff to last: 0.058"
[1] "Newton iter: 2, lambda:0.331004966779559, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.331005207422879, diff to last: 0"
[1] "Newton iter: 4, lambda:0.331005207422895, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.331005207422895"
[1] "Starting iterative with newton 0.331005207422895"
[1] "Starting newton at: 0.26896921844058"
[1] "Newton iter: 1, lambda:0.321415134383719, diff to last: 0.052"
[1] "Newton iter: 2, lambda:0.322162822903505, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.3221629742576, diff to last: 0"
[1] "Newton iter: 4, lambda:0.322162974257606, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.3221629742576"
[1] "Starting iterative with newton 0.3221629742576"
[1] "Starting newton at: 0.266536639890685"
[1] "Newton iter: 1, lambda:0.319766598338355, diff to last: 0.053"
[1] "Newton iter: 2, lambda:0.320534655680661, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.320534814947036, diff to last: 0"
[1] "Newton iter: 4, lambda:0.320534814947043, diff to last: 0"
[1] "Final threshold is: 0.00380292911897798"
[1] "Starting ITSES. Number of points in data: 16384"
[1] "Sd:0.0118643246899912"
[1] "Threshold bounds are set to: 0 4.4054649080067"
[1] "Iteration: 0 Threshold: 1.75869073001019"
[1] "Starting iterative with newton 1.75869073001019"
[1] "Starting newton at: 0.809358682914546"
[1] "Newton iter: 1, lambda:0.70361388848659, diff to last: 0.106"
[1] "Newton iter: 2, lambda:0.708819214619337, diff to last: 0.005"
[1] "Newton iter: 3, lambda:0.708832373743765, diff to last: 0"
[1] "Newton iter: 4, lambda:0.708832373827713, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.708832373743765"
[1] "Starting iterative with newton 0.708832373743765"
[1] "Starting newton at: 0.537129383487297"
[1] "Newton iter: 1, lambda:0.485986512582127, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.486964975791057, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.486965337769542, diff to last: 0"
[1] "Newton iter: 4, lambda:0.486965337769592, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.486965337769592"
[1] "Starting iterative with newton 0.486965337769592"
[1] "Starting newton at: 0.529107873875642"
[1] "Newton iter: 1, lambda:0.433722105936754, diff to last: 0.095"
[1] "Newton iter: 2, lambda:0.436891283458756, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.436894844526995, diff to last: 0"
[1] "Newton iter: 4, lambda:0.436894844531489, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.436894844526995"
[1] "Starting iterative with newton 0.436894844526995"
[1] "Starting newton at: 0.531255361624489"
[1] "Newton iter: 1, lambda:0.421293511011868, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.425432218681214, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.425438200099625, diff to last: 0"
[1] "Newton iter: 4, lambda:0.425438200112111, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.425438200112111"
[1] "Starting iterative with newton 0.425438200112111"
[1] "Starting newton at: 0.529036865927998"
[1] "Newton iter: 1, lambda:0.418645831888304, diff to last: 0.11"
[1] "Newton iter: 2, lambda:0.422802615263526, diff to last: 0.004"
[1] "Newton iter: 3, lambda:0.422808627618077, diff to last: 0"
[1] "Newton iter: 4, lambda:0.422808627630648, diff to last: 0"
[1] "Final threshold is: 0.00501633883979047"
threshold is:
[{'ad': 1.7580892784588911e-06, 'da': 0.00011070371689337209, 'dd': 0.00033174438558649315}, {'ad': 0.0003700368736453448, 'da': 0.0005267893812795911, 'dd': 0.0006066684833270258}, {'ad': 0.000785105605113305, 'da': 0.000919984395451579, 'dd': 0.0017784034333336268}, {'ad': 0.0020437140416216383, 'da': 0.0023202534674623115, 'dd': 0.003278542039290145}, {'ad': 0.003606395280652378, 'da': 0.0038029291189779777, 'dd': 0.005016338839790471}]
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
threshold is:
[{'ad': 0.03532633605189517, 'da': 0.009143626828281542, 'dd': 0.0045000457530239985}, {'ad': 0.0027544258630851637, 'da': 0.005433870435815648, 'dd': 0.004197354724845628}, {'ad': 0.003529400332478283, 'da': 0.005744002111821061, 'dd': 0.01232075288163043}, {'ad': 0.013202637985647026, 'da': 0.014542530701010135, 'dd': 0.023223204194759577}, {'ad': 0.023664106174444255, 'da': 0.025193798538846807, 'dd': 0.03264582836340998}]
['peppers256', 0, 1, 0.001510290596557886, 0.0008425115254597962, 0.0008864062969715843, 0.0022738445129801255, 0.0007489715315666648, 0.0011752228219898376, 0.001351450975570933, 0.001510290596557887, 28.209394816212647, 30.744241493179246, 30.523671674054714, 26.432392359822607, 31.255346895348126, 29.29879783446514, 28.691997038869633, 28.209394816212644]
peppers256 0 2
Number of points in noise estimation: 128
Estimated noise: 0.030935500271209046
0.030935500271209046
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0414710540721694, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.0415285520283443, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0415285521388194, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0415285520283443"
[1] "Starting iterative with newton 0.0415285520283443"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00755403905670476, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.00755461417389755, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00755461417390088, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.00755461417389755"
[1] "Starting iterative with newton 0.00755461417389755"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00724140012317791, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00724191921843792, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00724191921844059, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.00724191921843792"
[1] "Starting iterative with newton 0.00724191921843792"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723855062135125, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723906922078728, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723906922078994, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.00723906922078728"
[1] "Starting iterative with newton 0.00723906922078728"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.00723852465250799, diff to last: 0.007"
[1] "Newton iter: 2, lambda:0.00723904324742657, diff to last: 0"
[1] "Newton iter: 3, lambda:0.00723904324742923, diff to last: 0"
[1] "Final threshold is: 0.000223943424344059"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0299055677943164, diff to last: 0.03"
[1] "Newton iter: 2, lambda:0.0299344865857788, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0299344866128219, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0299344865857788"
[1] "Starting iterative with newton 0.0299344865857788"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0120451738968093, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0120461211756718, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0120461211756777, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0120461211756777"
[1] "Starting iterative with newton 0.0120461211756777"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119854967895215, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119864378724512, diff to last: 0"
[1] "Newton iter: 3, lambda:0.011986437872457, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.011986437872457"
[1] "Starting iterative with newton 0.011986437872457"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852918290873, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862328907908, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862328907966, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0119862328907966"
[1] "Starting iterative with newton 0.0119862328907966"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0119852911250862, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.0119862321867168, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0119862321867226, diff to last: 0"
[1] "Breaking iterations, same threshold as previous iteration."
[1] "Final threshold is: 0.000370800089062953"
[1] "Starting ITSES. Number of points in data: 64"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 2.88405377320177"
[1] "Iteration: 0 Threshold: 2.88405377320177"
[1] "Starting iterative with newton 2.88405377320177"
[1] "Starting newton at: 0.114788430385538"
[1] "Newton iter: 1, lambda:0.0642458210845581, diff to last: 0.051"
[1] "Newton iter: 2, lambda:0.0643401191016858, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0643401194303107, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.0643401191016858"
[1] "Starting iterative with newton 0.0643401191016858"
[1] "Starting newton at: 0.0811253077888593"
[1] "Newton iter: 1, lambda:0.0462842615637045, diff to last: 0.035"
[1] "Newton iter: 2, lambda:0.0463175383071612, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0463175383375544, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0463175383071612"
[1] "Starting iterative with newton 0.0463175383071612"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459560221913682, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460142060120458, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460142061052374, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0460142060120458"
[1] "Starting iterative with newton 0.0460142060120458"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459508235488006, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.0460089971535562, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089972467198, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0460089971535562"
[1] "Starting iterative with newton 0.0460089971535562"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0459507342474088, diff to last: 0.046"
[1] "Newton iter: 2, lambda:0.046008907676682, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0460089077698451, diff to last: 0"
[1] "Final threshold is: 0.00142330857591003"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.162271725597492, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.1648863687061, diff to last: 0.003"
[1] "Newton iter: 3, lambda:0.164887042768822, diff to last: 0"
[1] "Newton iter: 4, lambda:0.164887042768867, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.164887042768867"
[1] "Starting iterative with newton 0.164887042768867"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0668722652807466, diff to last: 0.067"
[1] "Newton iter: 2, lambda:0.0671108591029689, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0671108621387869, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.0671108591029689"
[1] "Starting iterative with newton 0.0671108591029689"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0633971378104386, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0636063722677987, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0636063745459079, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0636063745459079"
[1] "Starting iterative with newton 0.0636063745459079"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632695843412833, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634777968643186, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634777991182755, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0634777968643186"
[1] "Starting iterative with newton 0.0634777968643186"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0632648997727682, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.0634730748381203, diff to last: 0"
[1] "Newton iter: 3, lambda:0.0634730770911948, diff to last: 0"
[1] "Final threshold is: 0.00196357139356913"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.313230579870063"
[1] "Newton iter: 1, lambda:0.23609773445725, diff to last: 0.077"
[1] "Newton iter: 2, lambda:0.23692038104918, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.236920475542282, diff to last: 0"
[1] "Newton iter: 4, lambda:0.236920475542283, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.236920475542282"
[1] "Starting iterative with newton 0.236920475542282"
[1] "Starting newton at: 0.188506041581318"
[1] "Newton iter: 1, lambda:0.0998167586275444, diff to last: 0.089"
[1] "Newton iter: 2, lambda:0.10043185333586, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.100431882987767, diff to last: 0"
[1] "Newton iter: 4, lambda:0.100431882987767, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.100431882987767"
[1] "Starting iterative with newton 0.100431882987767"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0928643754463429, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0935172267527807, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0935172589912227, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0935172589912227, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.0935172589912227"
[1] "Starting iterative with newton 0.0935172589912227"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0925046621751394, diff to last: 0.093"
[1] "Newton iter: 2, lambda:0.0931513422730116, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931513738502294, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931513738502295, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.0931513738502294"
[1] "Starting iterative with newton 0.0931513738502294"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.0924855841704326, diff to last: 0.092"
[1] "Newton iter: 2, lambda:0.0931319383169182, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.0931319698594328, diff to last: 0"
[1] "Newton iter: 4, lambda:0.0931319698594329, diff to last: 0"
[1] "Final threshold is: 0.00288108407884472"
[1] "Starting ITSES. Number of points in data: 256"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.33021844463079"
[1] "Iteration: 0 Threshold: 3.33021844463079"
[1] "Starting iterative with newton 3.33021844463079"
[1] "Starting newton at: 0.435876813659975"
[1] "Newton iter: 1, lambda:0.373336101683037, diff to last: 0.063"
[1] "Newton iter: 2, lambda:0.374207022456873, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.374207193639347, diff to last: 0"
[1] "Newton iter: 4, lambda:0.374207193639354, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.374207193639354"
[1] "Starting iterative with newton 0.374207193639354"
[1] "Starting newton at: 0.27191177391775"
[1] "Newton iter: 1, lambda:0.148260879601221, diff to last: 0.124"
[1] "Newton iter: 2, lambda:0.15024661811073, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.150247132775021, diff to last: 0"
[1] "Newton iter: 4, lambda:0.150247132775056, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.150247132775021"
[1] "Starting iterative with newton 0.150247132775021"
[1] "Starting newton at: 0"
[1] "Newton iter: 1, lambda:0.128326756580741, diff to last: 0.128"
[1] "Newton iter: 2, lambda:0.130316608703789, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.130317086800689, diff to last: 0"
[1] "Newton iter: 4, lambda:0.130317086800716, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.130317086800716"
[1] "Starting iterative with newton 0.130317086800716"
[1] "Starting newton at: 0.253556977142398"
[1] "Newton iter: 1, lambda:0.12661909883126, diff to last: 0.127"
[1] "Newton iter: 2, lambda:0.128544916103161, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128545360635234, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128545360635258, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.128545360635258"
[1] "Starting iterative with newton 0.128545360635258"
[1] "Starting newton at: 0.255328703307857"
[1] "Newton iter: 1, lambda:0.126402189330607, diff to last: 0.129"
[1] "Newton iter: 2, lambda:0.128387422144092, diff to last: 0.002"
[1] "Newton iter: 3, lambda:0.128387894218102, diff to last: 0"
[1] "Newton iter: 4, lambda:0.128387894218129, diff to last: 0"
[1] "Final threshold is: 0.00397174373640405"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.72329741105903"
[1] "Starting iterative with newton 3.72329741105903"
[1] "Starting newton at: 0.617160534228833"
[1] "Newton iter: 1, lambda:0.470848198323815, diff to last: 0.146"
[1] "Newton iter: 2, lambda:0.4765784857818, diff to last: 0.006"
[1] "Newton iter: 3, lambda:0.476587656534723, diff to last: 0"
[1] "Newton iter: 4, lambda:0.476587656558179, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.476587656534723"
[1] "Starting iterative with newton 0.476587656534723"
[1] "Starting newton at: 0.261967992581044"
[1] "Newton iter: 1, lambda:0.21419264497516, diff to last: 0.048"
[1] "Newton iter: 2, lambda:0.21458362841115, diff to last: 0"
[1] "Newton iter: 3, lambda:0.214583654688547, diff to last: 0"
[1] "Newton iter: 4, lambda:0.214583654688547, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.214583654688547"
[1] "Starting iterative with newton 0.214583654688547"
[1] "Starting newton at: 0.243929714183428"
[1] "Newton iter: 1, lambda:0.183893262208436, diff to last: 0.06"
[1] "Newton iter: 2, lambda:0.184470385009675, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.184470438512009, diff to last: 0"
[1] "Newton iter: 4, lambda:0.184470438512009, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.184470438512009"
[1] "Starting iterative with newton 0.184470438512009"
[1] "Starting newton at: 0.21869046245697"
[1] "Newton iter: 1, lambda:0.18067720279194, diff to last: 0.038"
[1] "Newton iter: 2, lambda:0.180906932706468, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180906941112264, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.180906932706468"
[1] "Starting iterative with newton 0.180906932706468"
[1] "Starting newton at: 0.22225396826251"
[1] "Newton iter: 1, lambda:0.180202931385123, diff to last: 0.042"
[1] "Newton iter: 2, lambda:0.180483715255089, diff to last: 0"
[1] "Newton iter: 3, lambda:0.180483727799452, diff to last: 0"
[1] "Newton iter: 4, lambda:0.180483727799452, diff to last: 0"
[1] "Final threshold is: 0.00558335441028877"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 3.44664606835132"
[1] "Starting iterative with newton 3.44664606835132"
[1] "Starting newton at: 0.532779395974399"
[1] "Newton iter: 1, lambda:0.541064523501621, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.541086352770785, diff to last: 0"
[1] "Newton iter: 3, lambda:0.541086352921959, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.541086352921959"
[1] "Starting iterative with newton 0.541086352921959"
[1] "Starting newton at: 0.227536135060023"
[1] "Newton iter: 1, lambda:0.268884878047747, diff to last: 0.041"
[1] "Newton iter: 2, lambda:0.269244829749603, diff to last: 0"
[1] "Newton iter: 3, lambda:0.26924485693054, diff to last: 0"
[1] "Newton iter: 4, lambda:0.26924485693054, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.26924485693054"
[1] "Starting iterative with newton 0.26924485693054"
[1] "Starting newton at: 0.278191113916117"
[1] "Newton iter: 1, lambda:0.230988682368255, diff to last: 0.047"
[1] "Newton iter: 2, lambda:0.231426045464784, diff to last: 0"
[1] "Newton iter: 3, lambda:0.231426083151279, diff to last: 0"
[1] "Newton iter: 4, lambda:0.23142608315128, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.23142608315128"
[1] "Starting iterative with newton 0.23142608315128"
[1] "Starting newton at: 0.253288560188456"
[1] "Newton iter: 1, lambda:0.22580968989499, diff to last: 0.027"
[1] "Newton iter: 2, lambda:0.225956733911026, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225956738129761, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.225956738129761"
[1] "Starting iterative with newton 0.225956738129761"
[1] "Starting newton at: 0.258454554804416"
[1] "Newton iter: 1, lambda:0.224943869850379, diff to last: 0.034"
[1] "Newton iter: 2, lambda:0.225162147500131, diff to last: 0"
[1] "Newton iter: 3, lambda:0.225162156783171, diff to last: 0"
[1] "Final threshold is: 0.00696550396223181"
[1] "Starting ITSES. Number of points in data: 1024"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 3.72329741105903"
[1] "Iteration: 0 Threshold: 1.90322063542235"
[1] "Starting iterative with newton 1.90322063542235"
[1] "Starting newton at: 0.781198289888732"
[1] "Newton iter: 1, lambda:0.618889975434516, diff to last: 0.162"
[1] "Newton iter: 2, lambda:0.628791545941998, diff to last: 0.01"
[1] "Newton iter: 3, lambda:0.628830735510974, diff to last: 0"
[1] "Newton iter: 4, lambda:0.628830736122976, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.628830736122976"
[1] "Starting iterative with newton 0.628830736122976"
[1] "Starting newton at: 0.443404667936299"
[1] "Newton iter: 1, lambda:0.435231638684868, diff to last: 0.008"
[1] "Newton iter: 2, lambda:0.435253075848566, diff to last: 0"
[1] "Newton iter: 3, lambda:0.435253075996269, diff to last: 0"
[1] "Iteration: 2 Threshold: 0.435253075848566"
[1] "Starting iterative with newton 0.435253075848566"
[1] "Starting newton at: 0.434573157027135"
[1] "Newton iter: 1, lambda:0.39813813249814, diff to last: 0.036"
[1] "Newton iter: 2, lambda:0.398545333103136, diff to last: 0"
[1] "Newton iter: 3, lambda:0.398545384276652, diff to last: 0"
[1] "Newton iter: 4, lambda:0.398545384276653, diff to last: 0"
[1] "Iteration: 3 Threshold: 0.398545384276652"
[1] "Starting iterative with newton 0.398545384276652"
[1] "Starting newton at: 0.440096459456038"
[1] "Newton iter: 1, lambda:0.390585838089564, diff to last: 0.05"
[1] "Newton iter: 2, lambda:0.391330085984655, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.391330255552303, diff to last: 0"
[1] "Newton iter: 4, lambda:0.391330255552312, diff to last: 0"
[1] "Iteration: 4 Threshold: 0.391330255552303"
[1] "Starting iterative with newton 0.391330255552303"
[1] "Starting newton at: 0.432922174066942"
[1] "Newton iter: 1, lambda:0.389325474078891, diff to last: 0.044"
[1] "Newton iter: 2, lambda:0.389902230089713, diff to last: 0.001"
[1] "Newton iter: 3, lambda:0.389902331755878, diff to last: 0"
[1] "Newton iter: 4, lambda:0.389902331755881, diff to last: 0"
[1] "Final threshold is: 0.012061823689779"
[1] "Starting ITSES. Number of points in data: 4096"
[1] "Sd:0.030935500271209"
[1] "Threshold bounds are set to: 0 4.07866796067524"
[1] "Iteration: 0 Threshold: 1.58673851545876"
[1] "Starting iterative with newton 1.58673851545876"
[1] "Starting newton at: 0.673860111065899"
[1] "Newton iter: 1, lambda:0.6862363864016, diff to last: 0.012"
[1] "Newton iter: 2, lambda:0.686305343349031, diff to last: 0"
[1] "Newton iter: 3, lambda:0.6863053454804, diff to last: 0"
[1] "Iteration: 1 Threshold: 0.6863053454804"
[1] "Starting iterative with newton 0.6863053454804"
[1] "Starting newton at: 0.422123337038337"
[1] "Newton iter: 1, lambda:0.509677477782